├── .gitattributes ├── vae.png ├── encoder.png ├── generator.png ├── .gitignore ├── lstm_vae ├── __init__.py ├── autoencoder.py ├── helper.py └── vae.py ├── wiki.simple.vec ├── lstm_test.py ├── README.md ├── example.py ├── test_source.txt └── test_target.txt /.gitattributes: -------------------------------------------------------------------------------- 1 | *.vec filter=lfs diff=lfs merge=lfs -text 2 | -------------------------------------------------------------------------------- /vae.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/paulx3/keras_generative_pg/HEAD/vae.png -------------------------------------------------------------------------------- /encoder.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/paulx3/keras_generative_pg/HEAD/encoder.png -------------------------------------------------------------------------------- /generator.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/paulx3/keras_generative_pg/HEAD/generator.png -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | .DS_Store 2 | .ipynb_checkpoints/ 3 | __pycache__/ 4 | **.pyc 5 | *.ipynb 6 | .vscode 7 | .idea -------------------------------------------------------------------------------- /lstm_vae/__init__.py: -------------------------------------------------------------------------------- 1 | 2 | from .vae import create_lstm_vae 3 | from .autoencoder import create_lstm_autoencoder -------------------------------------------------------------------------------- /wiki.simple.vec: -------------------------------------------------------------------------------- 1 | version https://git-lfs.github.com/spec/v1 2 | oid sha256:62cb3725177832569661a82f7b8ed55ec19e15da9e101f6b2ce320c4e098435d 3 | size 293187541 4 | -------------------------------------------------------------------------------- /lstm_vae/autoencoder.py: -------------------------------------------------------------------------------- 1 | import keras 2 | from keras import backend as K 3 | from keras.models import Sequential, Model 4 | from keras.layers import Input, LSTM, RepeatVector 5 | from keras.layers.core import Flatten, Dense, Dropout, Lambda 6 | from keras.optimizers import SGD, RMSprop, Adam 7 | from keras import objectives 8 | 9 | 10 | def create_lstm_autoencoder(input_dim, timesteps, latent_dim): 11 | """ 12 | Creates an LSTM Autoencoder (VAE). Returns Autoencoder, Encoder, Generator. 13 | (All code by fchollet - see reference.) 14 | 15 | # Arguments 16 | input_dim: int. 17 | timesteps: int, input timestep dimension. 18 | latent_dim: int, latent z-layer shape. 19 | 20 | # References 21 | - [Building Autoencoders in Keras](https://blog.keras.io/building-autoencoders-in-keras.html) 22 | """ 23 | 24 | inputs = Input(shape=(timesteps, input_dim,)) 25 | encoded = LSTM(latent_dim)(inputs) 26 | 27 | decoded = RepeatVector(timesteps)(encoded) 28 | decoded = LSTM(input_dim, return_sequences=True)(decoded) 29 | 30 | sequence_autoencoder = Model(inputs, decoded) 31 | encoder = Model(inputs, encoded) 32 | 33 | autoencoder = Model(inputs, decoded) 34 | autoencoder.compile(optimizer='adam', loss='mse') 35 | return autoencoder 36 | -------------------------------------------------------------------------------- /lstm_test.py: -------------------------------------------------------------------------------- 1 | ''' 2 | @author: wanzeyu 3 | 4 | @contact: wan.zeyu@outlook.com 5 | 6 | @file: lstm_test.py 7 | 8 | @time: 2017/11/22 12:50 9 | ''' 10 | import keras 11 | from keras import backend as K 12 | from keras.models import Sequential, Model 13 | from keras.layers import Input, LSTM, RepeatVector 14 | from keras.layers.core import Flatten, Dense, Dropout, Lambda 15 | from keras.optimizers import SGD, RMSprop, Adam 16 | from keras import objectives 17 | import numpy as np 18 | import matplotlib.pyplot as plt 19 | 20 | from lstm_vae import create_lstm_vae 21 | from gensim.models import KeyedVectors 22 | from keras.preprocessing.sequence import pad_sequences 23 | 24 | 25 | def get_data(): 26 | data = np.fromfile('sample_data.dat').reshape(419, 13) 27 | print(np.shape(data)) 28 | timesteps = 3 29 | dataX = [] 30 | for i in range(len(data) - timesteps - 1): 31 | x = data[i:(i + timesteps), :] 32 | dataX.append(x) 33 | return np.array(dataX) 34 | 35 | 36 | x = get_data() 37 | input_dim = x.shape[-1] # 13 38 | timesteps = x.shape[1] # 3 39 | batch_size = 10 40 | x = Input(shape=(None, timesteps, input_dim)) 41 | h = LSTM(32)(x) 42 | o = Dense(timesteps, activation="sigmoid")(h) 43 | lstm_test = Model(x, o) 44 | optimizer = RMSprop(lr=0.01) 45 | lstm_test.compile(optimizer=optimizer, loss="categorical_crossentropy") 46 | # lstm_test.fit(x, batch_size=batch_size, epochs=1) 47 | lstm_test.predict(x[3], batch_size=batch_size) 48 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Paraphrase generation based on LSTM-VAE by wanzeyu 2 | # Overview 3 | Keras implementation for 4 | [A Deep Generative Framework for Paraphrase Generation](https://arxiv.org/abs/1709.05074). 5 | 6 | Resource Used: 7 | 8 | 1. MSRP paraphrase corpus 9 | 10 | 2. Fasttext's pretrained vector 11 | 12 | Requirements: 13 | 1. Keras 14 | 2. Numpy 15 | 16 | In this project I try to implement novel VAE-LSTM architecture mentioned in `A Deep Generative Framework for 17 | Paraphrase Generation`. 18 | 19 | # QuickStart 20 | Use `python example.py`. The code will train on the corpus and 21 | print predicted result after every epoch. 22 | 23 | By default ,the program will be in training mode and will save model 24 | to three files. 25 | 26 | The default epoch is 200. 27 | 28 | If you want to change 29 | the parameters. You have to change according lines. 30 | 31 | # Resource 32 | * `test_source.txt` is the original file 33 | * `test_target.txt` is the paraphrase file 34 | * `wiki.simple.vec` is fasttext's pretrained vector on simple 35 | wiki 36 | 37 | # Model Architecture 38 | encoder model: 39 | 40 | ![encoder](https://github.com/paulx3/keras_generative_pg/raw/master/encoder.png) 41 | 42 | decoder model: 43 | 44 | ![decoder](https://github.com/paulx3/keras_generative_pg/raw/master/generator.png) 45 | 46 | vae overview: 47 | 48 | ![overview](https://github.com/paulx3/keras_generative_pg/raw/master/vae.png) 49 | 50 | # Problems 51 | 1. I didn't write a proper test function or use BLEU to 52 | evaluate. This has to be done after I found out what's wrong 53 | with my implementation. 54 | 55 | 56 | # Progress 57 | - [x] Implement the basic framework of the thesis 58 | - [ ] Write the evaluation code 59 | - [x] Refactor and clean up the messy code 60 | 61 | 62 | 63 | 64 | # References 65 | - [Keras implementation of LSTM Variational Autoencoder](https://github.com/twairball/keras_lstm_vae) 66 | - [Toni-Antonova/VAE-Text-Generation](https://github.com/Toni-Antonova/VAE-Text-Generation) 67 | - [A Deep Generative Framework for Paraphrase Generation](https://arxiv.org/pdf/1709.05074.pdf) 68 | - [Building Autoencoders in Keras](https://blog.keras.io/building-autoencoders-in-keras.html) 69 | - [Generating sentences from a continuous space](https://arxiv.org/abs/1511.06349) 70 | -------------------------------------------------------------------------------- /example.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | 3 | from lstm_vae import create_lstm_vae 4 | from lstm_vae.helper import get_data_v2, padding_len, vocab, manual_one_hot, id_vocab 5 | from numpy import array 6 | from keras.preprocessing.sequence import pad_sequences 7 | 8 | np.set_printoptions(threshold=np.nan) 9 | 10 | if __name__ == "__main__": 11 | original = pad_sequences(get_data_v2("test_source.txt"), padding="post", value=0.0, maxlen=30) 12 | paraphrase = pad_sequences(get_data_v2("test_target.txt"), padding="post", value=0.0, maxlen=30) 13 | target_paraphrase = manual_one_hot(paraphrase) 14 | input_dim = len(vocab) 15 | # time_steps = original.shape[1] 16 | time_steps = padding_len + 1 17 | batch_size = 1 18 | print("time_steps:" + str(time_steps)) 19 | print("input_dim:" + str(input_dim)) 20 | vae, enc, gen = create_lstm_vae(input_dim, 21 | timesteps=time_steps, 22 | batch_size=batch_size, 23 | intermediate_dim=800, 24 | latent_dim=800, 25 | epsilon_std=1., 26 | ) 27 | 28 | # plot_model(enc, to_file="encoder.png", show_shapes=True) 29 | # plot_model(vae, to_file="vae.png", show_shapes=True) 30 | # plot_model(gen, to_file="generator.png", show_shapes=True) 31 | 32 | # print("start loading weights") 33 | # vae.load_weights("vae_model.h5") 34 | # enc.load_weights("enc.h5") 35 | # gen.load_weights("gen.h5") 36 | # print("loading weights finished") 37 | for i in range(200): 38 | vae.fit([original, paraphrase], target_paraphrase, epochs=1, batch_size=batch_size, shuffle=True, 39 | validation_split=0.2 40 | # validation_data=([test_original, test_paraphrase], test_paraphrase), 41 | # callbacks=[TensorBoard(log_dir="./logs")] 42 | ) 43 | 44 | # vae.save_weights("vae_model.h5") 45 | # enc.save_weights("enc.h5") 46 | # gen.save_weights("gen.h5") 47 | 48 | for t in range(10): 49 | # print("encoding start") 50 | sent_encoded = enc.predict([original[t:t + 1], paraphrase[t:t + 1]], batch_size=batch_size) 51 | print(sent_encoded.shape) 52 | # print("encoding finished") 53 | 54 | # print("decoding start") 55 | sent_decoded = gen.predict([sent_encoded, original[t:t + 1]], batch_size=batch_size) 56 | for n in sent_decoded[0]: 57 | print(id_vocab[np.argmax(n)], end=" ") 58 | # print("decoding finished") 59 | print() 60 | -------------------------------------------------------------------------------- /lstm_vae/helper.py: -------------------------------------------------------------------------------- 1 | ''' 2 | @author: wanzeyu 3 | 4 | @contact: wan.zeyu@outlook.com 5 | 6 | @file: helper.py 7 | 8 | @time: 2017/12/4 2:19 9 | ''' 10 | import itertools 11 | 12 | import nltk 13 | import numpy as np 14 | from keras.utils.np_utils import to_categorical 15 | from numpy import array 16 | 17 | np.set_printoptions(threshold=np.nan) 18 | padding_len = 29 19 | 20 | UNK_TOKEN = 2 21 | END_TOKEN = 1 22 | 23 | # line read limit in case of "Memory Error" 24 | limit = 100 25 | 26 | 27 | def get_vocab(): 28 | print("generate vocab") 29 | words = [] 30 | count_1 = 0 31 | count_2 = 0 32 | with open("test_source.txt", "r", encoding="utf8") as fp: 33 | for line in fp: 34 | if count_1 == limit: 35 | break 36 | count_1 += 1 37 | res = line.strip().split(" ") 38 | for i in res: 39 | words.append(i) 40 | with open("test_target.txt", "r", encoding="utf8") as fp: 41 | for line in fp: 42 | if count_2 == limit: 43 | break 44 | count_2 += 1 45 | res = line.strip().split(" ") 46 | for i in res: 47 | words.append(i) 48 | freq = nltk.FreqDist(words) 49 | with open("train_vocab.txt", "w", encoding="utf8") as fp: 50 | fp.write("") 51 | fp.write("\n") 52 | fp.write("_") 53 | fp.write("\n") 54 | fp.write("") 55 | fp.write("\n") 56 | for word in freq.most_common(): 57 | fp.write(word[0]) 58 | fp.write("\n") 59 | 60 | 61 | def load_vocab(filename): 62 | vocab = {} 63 | with open(filename) as f: 64 | for idx, line in enumerate(f): 65 | vocab[line.strip()] = idx 66 | return vocab 67 | 68 | 69 | # generate vocab 70 | get_vocab() 71 | vocab = load_vocab("train_vocab.txt") 72 | id_vocab = {value: key for key, value in vocab.items()} 73 | num_decoder_tokens = len(vocab) 74 | 75 | 76 | def tokenize_and_map(line): 77 | return [vocab["_"]] + [vocab.get(token, UNK_TOKEN) for token in line.split(' ')] 78 | 79 | 80 | def get_data_v2(file_name): 81 | res = [] 82 | count = 0 83 | with open(file_name) as fp: 84 | for in_line in fp: 85 | if count == limit: 86 | break 87 | count += 1 88 | tmp = tokenize_and_map(in_line)[:(padding_len - 1)] + [END_TOKEN] 89 | res.append(tmp) 90 | return res 91 | 92 | 93 | def get_data_v2_offset(file_name): 94 | res = [] 95 | count = 0 96 | with open(file_name) as fp: 97 | for in_line in fp: 98 | if count == limit: 99 | break 100 | count += 1 101 | tmp = tokenize_and_map(in_line)[:(padding_len - 1)] + [END_TOKEN] 102 | tmp = tmp[1:] 103 | res.append(tmp) 104 | return res 105 | 106 | 107 | def manual_one_hot(lines): 108 | res = [] 109 | for line in lines: 110 | res.append(to_categorical(line, num_classes=num_decoder_tokens)) 111 | return array(res) 112 | 113 | 114 | # input: two points, integer n 115 | # output: n equidistant points on the line between the input points (inclusive) 116 | def shortest_homology(point_one, point_two, num): 117 | dist_vec = point_two - point_one 118 | sample = np.linspace(0, 1, num, endpoint=True) 119 | hom_sample = [] 120 | for s in sample: 121 | hom_sample.append(point_one + s * dist_vec) 122 | return hom_sample 123 | 124 | 125 | def load_glove(glove_file): 126 | print("Loading Glove Model") 127 | f = open(glove_file, 'r', encoding="utf8") 128 | model = {} 129 | for line in f: 130 | slit_line = line.split() 131 | word = slit_line[0] 132 | embedding = np.array([float(val) for val in slit_line[1:]]) 133 | model[word] = embedding 134 | print("Done.", len(model), " words loaded!") 135 | return model 136 | -------------------------------------------------------------------------------- /lstm_vae/vae.py: -------------------------------------------------------------------------------- 1 | import keras 2 | from keras import backend as K 3 | from keras import objectives 4 | from keras.layers import Input, RepeatVector, LSTM, Embedding 5 | from keras.layers.core import Dense, Lambda 6 | from keras.models import Model 7 | from keras.optimizers import RMSprop, SGD 8 | from keras.backend import permute_dimensions, gather 9 | 10 | 11 | def create_lstm_vae(input_dim, 12 | timesteps, 13 | batch_size, 14 | intermediate_dim, 15 | latent_dim, 16 | epsilon_std=1., ): 17 | """ 18 | Creates an LSTM Variational Autoencoder (VAE). Returns VAE, Encoder, Generator. 19 | 20 | # Arguments 21 | input_dim: int. 22 | timesteps: int, input timestep dimension. 23 | batch_size: int. 24 | intermediate_dim: int, output shape of LSTM. 25 | latent_dim: int, latent z-layer shape. 26 | epsilon_std: float, z-layer sigma. 27 | 28 | 29 | # References 30 | - [Building Autoencoders in Keras](https://blog.keras.io/building-autoencoders-in-keras.html) 31 | - [Generating sentences from a continuous space](https://arxiv.org/abs/1511.06349) 32 | """ 33 | 34 | def crop_dimension(): 35 | def func(x): 36 | x = K.permute_dimensions(x, (1, 0, 2)) 37 | x = K.gather(x, [i for i in range(30)]) 38 | x = K.permute_dimensions(x, (1, 0, 2)) 39 | return x 40 | 41 | return Lambda(func) 42 | 43 | def crop(dimension, start, end): 44 | # Crops (or slices) a Tensor on a given dimension from start to end 45 | # example : to crop tensor x[:, :, 5:10] 46 | # call slice(2, 5, 10) as you want to crop on the second dimension 47 | def func(x): 48 | if dimension == 0: 49 | return x[start: end] 50 | if dimension == 1: 51 | return x[:, start: end] 52 | if dimension == 2: 53 | return x[:, :, start: end] 54 | if dimension == 3: 55 | return x[:, :, :, start: end] 56 | if dimension == 4: 57 | return x[:, :, :, :, start: end] 58 | 59 | return Lambda(func) 60 | 61 | crop_layer = crop_dimension() 62 | # drop_out_layer = Dropout(rate=0.0) 63 | # original sentence encoding 64 | original_sentence_input = Input(shape=(None,), name="OriginalInput_1") 65 | # original_sentence_input = Input(shape=(timesteps, input_dim,), name="OriginalInput_1") 66 | embedding_layer = Embedding(30, input_dim + 1, mask_zero=True) 67 | original_encoder_layer_1 = LSTM(intermediate_dim, return_sequences=True, name="OriginalEncoderLSTM_1") 68 | original_encoder_layer_2 = LSTM(intermediate_dim, return_sequences=True, name="OriginalEncoderLSTM_2") 69 | original_encoder_layer_3 = LSTM(intermediate_dim, return_sequences=True, name="OriginalEncoderLSTM_3") 70 | 71 | encoded_original = embedding_layer(original_sentence_input) 72 | encoded_original = original_encoder_layer_1(encoded_original) 73 | # encoded_original = drop_out_layer(encoded_original) 74 | encoded_original = original_encoder_layer_2(encoded_original) 75 | # encoded_original = drop_out_layer(encoded_original) 76 | encoded_original = original_encoder_layer_3(encoded_original) 77 | 78 | # paraphrase sentence encoder 79 | paraphrase_sentence_encoder_layer1 = LSTM(intermediate_dim, return_sequences=True, name="ParaphraseEncoderLSTM_1") 80 | paraphrase_sentence_encoder_layer2 = LSTM(intermediate_dim, return_sequences=True, name="ParaphraseEncoderLSTM_2") 81 | paraphrase_sentence_encoder_layer3 = LSTM(intermediate_dim, return_sequences=True, name="ParaphraseEncoderLSTM_3") 82 | 83 | # x = Input(shape=(timesteps, input_dim,), name="ParaphraseInput_1") 84 | x = Input(shape=(None,), name="ParaphraseInput_1") 85 | embedded_x = embedding_layer(x) 86 | # LSTM encoding 87 | # h = LSTM(intermediate_dim)(x) 88 | # merge original and paraphrase 89 | encoded_original = crop_layer(encoded_original) 90 | embedded_x = crop_layer(embedded_x) 91 | h = keras.layers.concatenate([encoded_original, embedded_x], axis=-1) 92 | h = paraphrase_sentence_encoder_layer1(h) 93 | # h = drop_out_layer(h) 94 | h = paraphrase_sentence_encoder_layer2(h) 95 | # h = drop_out_layer(h) 96 | h = paraphrase_sentence_encoder_layer3(h) 97 | 98 | # VAE Z layer 99 | # h = Dense(intermediate_dim)(h) 100 | # h = LSTM(intermediate_dim, return_sequences=True)(h) 101 | # h = RepeatVector(timesteps)(h) 102 | # h = LSTM(intermediate_dim)(h) 103 | 104 | # test begin 105 | # z_mean = Dense(latent_dim)(h) 106 | # z_log_sigma = Dense(latent_dim)(h) 107 | # test ends 108 | z_mean = LSTM(latent_dim)(h) 109 | z_log_sigma = LSTM(latent_dim)(h) 110 | 111 | def sampling(args): 112 | z_mean, z_log_sigma = args 113 | epsilon = K.random_normal(shape=(batch_size, latent_dim), 114 | mean=0., stddev=epsilon_std) 115 | # return z_mean + z_log_sigma * epsilon 116 | return z_mean + K.exp(z_log_sigma) * epsilon 117 | # return z_mean + K.exp(z_log_sigma / 2) * epsilon 118 | 119 | # note that "output_shape" isn't necessary with the TensorFlow backend 120 | # so you could write `Lambda(sampling)([z_mean, z_log_sigma])` 121 | z = Lambda(sampling, output_shape=(latent_dim,))([z_mean, z_log_sigma]) 122 | 123 | # decoded LSTM layer 124 | # decoder_h = LSTM(timesteps, return_sequences=True, name="DecoderH_1") 125 | # decoder_mean = LSTM(input_dim, return_sequences=True, name="DecoderMean_1") 126 | decoder_h = Dense(intermediate_dim, name="DecoderH_1", activation="relu") 127 | decoder_mean = Dense(input_dim, name="DecoderMean_1", activation="sigmoid") 128 | 129 | # paraphrase sentence decoder 130 | paraphrase_sentence_decoder_layer1 = LSTM(intermediate_dim, return_sequences=True, 131 | name="ParaphraseSentenceDecoder_1") 132 | paraphrase_sentence_decoder_layer2 = LSTM(intermediate_dim, return_sequences=True, 133 | name="ParaphraseSentenceDecoder_2") 134 | paraphrase_sentence_decoder_layer3 = LSTM(intermediate_dim, return_sequences=True, 135 | name="ParaphraseSentenceDecoder_3") 136 | 137 | h_decoded = RepeatVector(timesteps)(z) 138 | 139 | paraphrase_sentence_decoded = paraphrase_sentence_decoder_layer1(encoded_original) 140 | 141 | Lambda(lambda x: K.permute_dimensions(x, (1, 0, 2))) 142 | paraphrase_sentence_decoded = keras.layers.concatenate([h_decoded, paraphrase_sentence_decoded], 143 | axis=-1) 144 | paraphrase_sentence_decoded = paraphrase_sentence_decoder_layer2(paraphrase_sentence_decoded) 145 | paraphrase_sentence_decoded = keras.layers.concatenate([h_decoded, paraphrase_sentence_decoded], 146 | axis=-1) 147 | paraphrase_sentence_decoded = paraphrase_sentence_decoder_layer3(paraphrase_sentence_decoded) 148 | 149 | h_decoded = decoder_h(paraphrase_sentence_decoded) 150 | 151 | # decoded layer 152 | x_decoded_mean = decoder_mean(h_decoded) 153 | 154 | # end-to-end autoencoder 155 | vae = Model([original_sentence_input, x], x_decoded_mean) 156 | 157 | # encoder, from inputs to latent space 158 | encoder = Model([original_sentence_input, x], z_mean) 159 | 160 | # generator, from latent space to reconstructed inputs 161 | decoder_latent_input = Input(shape=(latent_dim,), name="DecoderLatentInput_1") 162 | decoder_input_repeated = RepeatVector(timesteps)(decoder_latent_input) 163 | # decoder original encoder 164 | # decoder_original_input = Input(shape=(timesteps, input_dim,), name="DecoderOriginalInput_1") 165 | decoder_original_input = Input(shape=(None,), name="DecoderOriginalInput_1") 166 | decoder_original_encoded = embedding_layer(decoder_original_input) 167 | decoder_original_encoded = original_encoder_layer_1(decoder_original_encoded) 168 | # decoder_original_encoded = drop_out_layer(decoder_original_encoded) 169 | decoder_original_encoded = original_encoder_layer_2(decoder_original_encoded) 170 | # decoder_original_encoded = drop_out_layer(decoder_original_encoded) 171 | decoder_original_encoded = original_encoder_layer_3(decoder_original_encoded) 172 | 173 | paraphrase_sentence_decoded = paraphrase_sentence_decoder_layer1(decoder_original_encoded) 174 | paraphrase_sentence_decoded = crop_layer(paraphrase_sentence_decoded) 175 | paraphrase_sentence_decoded = keras.layers.concatenate([decoder_input_repeated, paraphrase_sentence_decoded], 176 | axis=-1) 177 | # paraphrase_sentence_decoded = drop_out_layer(paraphrase_sentence_decoded) 178 | paraphrase_sentence_decoded = paraphrase_sentence_decoder_layer2(paraphrase_sentence_decoded) 179 | paraphrase_sentence_decoded = keras.layers.concatenate([decoder_input_repeated, paraphrase_sentence_decoded], 180 | axis=-1) 181 | # paraphrase_sentence_decoded = drop_out_layer(paraphrase_sentence_decoded) 182 | paraphrase_sentence_decoded = paraphrase_sentence_decoder_layer3(paraphrase_sentence_decoded) 183 | 184 | _h_decoded = decoder_h(paraphrase_sentence_decoded) 185 | _x_decoded_mean = decoder_mean(_h_decoded) 186 | generator = Model([decoder_latent_input, decoder_original_input], _x_decoded_mean) 187 | 188 | # def vae_loss(x, x_decoded_mean): 189 | # xent_loss = objectives.mse(x, x_decoded_mean) 190 | # kl_loss = - 0.5 * K.mean(1 + z_log_sigma - K.square(z_mean) - K.exp(z_log_sigma)) 191 | # loss = xent_loss + kl_loss 192 | # return loss 193 | def vae_loss(x, x_decoded_mean): 194 | xent_loss = objectives.binary_crossentropy(x, x_decoded_mean) 195 | kl_loss = - 0.5 * K.mean(1 + z_log_sigma - K.square(z_mean) - K.exp(z_log_sigma), axis=-1) 196 | return xent_loss + kl_loss 197 | 198 | # def vae_loss(x, x_decoded_mean): 199 | # xent_loss = input_dim * metrics.binary_crossentropy(x, x_decoded_mean) 200 | # kl_loss = - 0.5 * K.sum(1 + z_log_sigma - K.square(z_mean) - K.exp(z_log_sigma), axis=-1) 201 | # return K.mean(xent_loss + kl_loss) 202 | # def vae_loss(x, x_decoded_mean): 203 | # # E[log P(X|z)] 204 | # recon = K.sum(K.binary_crossentropy(x, x_decoded_mean), axis=1) 205 | # # D_KL(Q(z|X) || P(z|X)); calculate in closed form as both dist. are Gaussian 206 | # kl = 0.5 * K.sum(K.exp(z_log_sigma) + K.square(z_mean) - 1. - z_log_sigma, axis=1) 207 | # return recon + kl 208 | 209 | # sgd = SGD(lr=0.00005, decay=1e-6, momentum=0.9, nesterov=True) 210 | sgd = SGD(lr=0.00005) 211 | # rmsprop = RMSprop() 212 | vae.compile(optimizer=sgd, loss=vae_loss) 213 | 214 | return vae, encoder, generator 215 | -------------------------------------------------------------------------------- /test_source.txt: -------------------------------------------------------------------------------- 1 | a bicycle replica with a clock as the front wheel 2 | a black metal bicycle with a clock inside the front wheel 3 | the bike has a clock as a tire 4 | a bicycle figurine in which the front wheel is replaced with a clock 5 | a black honda motorcycle parked in front of a garage 6 | a black honda motorcycle with a dark burgundy seat 7 | a honda motorcycle parked in a grass driveway 8 | ma motorcycle parked on the gravel in front of a garage 9 | a room with blue walls and a white sink and door 10 | this is a blue and white bathroom with a wall sink and a lifesaver on the wall 11 | blue and white color scheme in a small bathroom 12 | a blue boat themed bathroom with a life preserver on the wall 13 | a car that seems to be parked illegally behind a legally parked car 14 | city street with parked cars and a bench 15 | two cars parked on the sidewalk on the street 16 | cars try to maneuver into parking spaces along a densely packed city street 17 | a large passenger airplane flying through the air 18 | an airplane that is either landing or just taking off 19 | there is a gol plane taking off in a partly cloudy sky 20 | an red and white airplane is in the cloudy sky 21 | a bathroom with a toilet sink and shower 22 | a little bathrood decorated with many colorful objects 23 | a full bathroom with a wicker laundry basket 24 | a small bathroom containing a toilet and sink 25 | a long empty minimal modern skylit home kitchen 26 | a narrow kitchen ending with a chrome refrigerator 27 | a picture of a modern looking kitchen area 28 | a narrow kitchen is decorated in shades of white gray and black 29 | an office cubicle with four different types of computers 30 | an office with desk computer and chair and laptop 31 | the home office space seems to be very cluttered 32 | office setting with a lot of computer screens 33 | a bathroom sink with toiletries on the counter 34 | a messy bathroom countertop perched atop black cabinetry 35 | a bathroom sink and various personal hygiene items 36 | a bathroom vanity with cabinets and basin sink and several grooming products scattered across it 37 | a small closed toilet in a cramped space 38 | this is an advanced toilet with a sink and control panel 39 | a tan toilet and sink combination in a small room 40 | a close up picture of a toilet with a fountain 41 | two women waiting at a bench next to a street 42 | a woman sitting on a bench in the middle of the city 43 | a woman sitting on a bench and a woman standing waiting for the bus 44 | a woman sitting on a bench and a woman standing behind the bench at a bus stop 45 | this is an open box containing four cucumbers 46 | a small box filled with four green vegetables 47 | an open food container box with four unknown food items 48 | an opened box of four chocolate bananas 49 | an old fashioned green station wagon is parked on a shady driveway 50 | a classic car sitting beside the road with a surfboard on top 51 | an old teal colored car parked on the street 52 | an old green car parked on the side of the street 53 | a gas stove next to a stainless steel kitchen sink and countertop 54 | a kitchen with a stove sink and drying area 55 | a kitchen stove sink and counter with stuff on it 56 | this is a kitchen with dishes and a silver sink 57 | several motorcycles riding down the road in formation 58 | a group of people are riding motorcycles on a road through a town 59 | a group of motorcycle riders driving past buildings 60 | a group of motorcyclists are driving down the city street 61 | a black cat is inside a white toilet 62 | a cat drinking water from a toilet in a bathroom 63 | a black cat drinking water from a toilet 64 | a cat puts her head inside of a toilet 65 | a man in a wheelchair and another sitting on a bench that is overlooking the water 66 | two older people sitting down in front of a beach 67 | two people sitting on dock looking at the ocean 68 | an old couple at the beach during the day 69 | a man sits with a traditionally decorated cow 70 | a man sits next to his horse in an alley in costume 71 | a decorative man sits on the ground with a cow 72 | guy and cow are sitting on the floor 73 | rows of motor bikes and helmets in a city 74 | large set of motorcycles all lined up down a street 75 | a lot of motorbikes line up down a busy street 76 | a large group of motorcycles lined up on the street 77 | a cute kitten is sitting in a dish on a table 78 | a small kitten is sitting in a bowl 79 | a small white cat on a large bowl 80 | a cat is curled up in a bowl 81 | a man getting a drink from a water fountain that is a toilet 82 | a young man drinking from a water fountain in the shape of a toilet 83 | a boy drinking water from a toilet water fountain 84 | a young person has his face close to the toilet bowl 85 | a beautiful dessert waiting to be shared by two people 86 | creamy cheesecake dessert with whip cream and caramel 87 | there is a piece of cake on a plate with decorations on it 88 | an extravagant dessert on a plate overlooking the water 89 | a person holding a skateboard overlooks a dead field of crops 90 | a person holding a skate board sitting in an empty open field 91 | a person sits on a patch of grass observing the scenery 92 | a child with a skateboard sitting on the grass and looking at an empty field 93 | a bathroom with a sink and shower curtain with a map print 94 | a small bathroom with a shower curtain with the nyc subway map on it 95 | a small and crowded bathroom with little furnishing 96 | a bathroom with a map as a shower curtain 97 | a random plane in the sky flying alone 98 | a silver color jet flying through the clear sky 99 | an airplane flying high in the blue sky 100 | an airplane with the letters 'mt' on it flying in the sky 101 | a brown and black horse in the middle of the city eating grass 102 | two horses standing in a field across the street from a building 103 | two horses eating grass near a parking lot 104 | two mules eating grass in a parking lot in front of a hotel 105 | a brown purse is sitting on a green bench 106 | a woman's purse sitting on a park bench 107 | a brown purse abandoned on a green bench 108 | a leather purse laying on it's side on a green metal bench 109 | half of a white cake with coconuts on top 110 | a half eaten dessert cake sitting on a cake plate 111 | the coconut cake on a red plate is half gone 112 | a half eaten cake with coconut shavings and creme filling 113 | an old toilet with a hello kitty cover top 114 | a toilette with a pink hello kitty toilette seat cover 115 | a toilet with a hello kitty symbol on it 116 | a toilet with a hello kitty seat sitting in a room 117 | office space with office equipment on desk top 118 | a home office with laptop printer scanner and extra monitor 119 | a hope office setup of computers and printers 120 | the computer desk in the corner is by a window 121 | two husky's hanging out of the car windows 122 | two husky dogs ride in a car with their heads hanging out windows 123 | dogs stick their heads out of car windows 124 | two happy dogs have their head out the car window 125 | the back door with a window in the kitchen 126 | a kitchen door next to a kitchen sing and counter top 127 | the kitchen has a white door with a window 128 | a sink next to a large white door 129 | jet liner flying off into the distance on an overcast day 130 | a plane that is flying in a clear blue sky 131 | an airplane flying away in a cloudy sky 132 | an airplane flying away in the cloudy sky 133 | a cat eating a bird it has caught 134 | grey house cat devours a song bird on a door step 135 | a white cat caught a bird outside on a patio 136 | a long haired cat eating a dead bird 137 | a woman is walking a dog in the city 138 | a woman walking her dog on the sidewalk 139 | a woman and her dog walking down a sidewalk next to a fence with some flowers 140 | a woman walks her dog along a city street 141 | a tiny bathroom with only a toilet and a shelf 142 | a narrow bathroom has a white door on its side 143 | small bathroom with a toilet and a sink 144 | rather narrow bath room that appears to be being remodeled 145 | a little girl in a public bathroom for kids 146 | little girl in blue dress standing in a bathroom 147 | a girl standing next to a toilet in a bathroom 148 | an adorable little girl in a blue dress stands in a restroom 149 | a picture of a man playing a violin in a kitchen 150 | a man is playing a fiddle in his kitchen 151 | a man is playing violin in his kitchen 152 | a man plays the violin in a home 153 | a shot of an elderly man inside a kitchen 154 | an older man is wearing a funny hat in his dining room 155 | an old man is wearing an odd hat 156 | a man in a jacket and hat looks at the camera 157 | a trio of dogs sitting in their owner's lap in a red convertible 158 | a woman driver has three dogs in the seat with her 159 | three little dogs looking out a car window while sitting on a woman's lap 160 | a woman and her three dogs in a car 161 | a cat in between two cars in a parking lot 162 | a cat at attention between two parked cars 163 | a cat stands between two parked cars on a grassy sidewalk 164 | a grey and white cat watches from between parked cars 165 | a small car is parked in front of a scooter 166 | a small car parked in by a vespa 167 | a scooter is parked behind a red car 168 | a bus rides by a small car parked in front of a motor scooter 169 | a door with a sticker of a cat door on it 170 | a blue door with a picture of a cat door with cats backside hanging out on it 171 | a blue door with a painting of a cat's rear end entering thru a cat door 172 | a picture of a cat door is on the bottom corner of a blue door 173 | an office cubicle with multiple computers in it 174 | an office desk with two computer screens books diagrams and a phone on it 175 | an office desk with two flat panel monitors 176 | two computer monitors are placed beside each other on a desk 177 | a pinewood and green modern themed kitchen area 178 | a green kitchen with wooden counters and bright lights 179 | a kitchen and dining room area with a large window 180 | a bright room with green walls and cabinets 181 | a kitchen is shown with wooden cabinets and a wooden celling 182 | well kept kitchen with marble counter tops and stainless steel fridge 183 | a recently remodeled kitchen with marble and wooden furnishings 184 | a beautiful new kitchen with natural wood cabinets 185 | a group of people riding mopeds in a busy street 186 | motorists and bicyclists in a busy city square 187 | people riding bikes and cars down the street 188 | a crowded city street filled with traffic and bicycles 189 | a person walking in the rain on the sidewalk 190 | a person walking in the rain while holding an umbrella 191 | a person walking through the rain with an umbrella 192 | a man walks down the strip as it rains 193 | a parade of motorcycles is going through a group of tall trees 194 | a group of motorcycles down a long street filled with trees on either side 195 | a group of motorcyclists drive down a tree lined street 196 | a group of people riding mopeds through a park 197 | a modern flush toilet in a bathroom with tile 198 | a white toilet sits on a tile floor 199 | a toilet and trashcan in a white bathroom 200 | a toilet in a bathroom that is next to a trash can 201 | fog is in the air at an intersection with several traffic lights 202 | empty fog covered streets in the night amongst traffic lights 203 | an intersection during a cold and foggy night 204 | city street at night with several stop lights 205 | an airplane with its landing wheels out landing 206 | a man takes a picture of an airplane taking off 207 | a plane that is taking off at an airport 208 | a large jet takes off from an airport runway 209 | little birds sitting on the shoulder of a giraffe 210 | three birds sit on the back of a giraffe 211 | the top of a giraffe's head has birds on it 212 | a giraffe with 3 birds on his fur 213 | a man with a bike at a marina 214 | an old man standing next to a bike and a chain fence 215 | a man stands next to his bike at the marina 216 | a man holding some break standing by a bicycle 217 | a man is sitting on a bench next to a bike 218 | a man sits on a street bench by a bike 219 | a man is sitting on a bench next to a bicycle 220 | black man sitting on a bench behind a personal bicycle 221 | people are waiting for the bus near a bus stop 222 | a crowd of people get ready to board a bus in the city 223 | a crowd of people are waiting to get on a red bus 224 | large group of people waiting for a train 225 | a man sleeping with his cat next to him 226 | a man is sleeping with his head on a pillow 227 | a young man and his cute cat enjoy a nap together 228 | man sleeping in his bedroom next to a cat 229 | four urinals in a public restroom with a window 230 | an old bathroom with a row of urinals 231 | a bathroom with four urinals on the wall 232 | a row of urinals in with an open window above them 233 | a small child climbs atop a large motorcycle 234 | a little baby is sitting on a huge motorcycle 235 | a young boy riding a motorcycle next to a silver car 236 | a little boy sitting alone on a motorcycle 237 | a large us air force plain sits on an asphalt ramp 238 | a large military plane parked in the landing area 239 | a large propeller airplane sitting on a tarmac 240 | a us air force plane sits on display 241 | a black and white photo of an older man skiing 242 | the old man cross country skis through the forest 243 | two people on the snow for cross country skiing 244 | a younger man and an older man skiing in the forest 245 | riding a motorcycle down a street that has no one else on it 246 | a man rides a motorcycle down an empty street next to houses 247 | the view from a motorcyclist's point of view looking down a street 248 | the view of the street from the perspective of the rider of a motorcycle 249 | an all white kitchen with an electric stovetop 250 | close up of a white kitchen setup with a coffee maker on counter 251 | a white stove sits between two small counter tops 252 | a white stove and cabinet inside a kitchen 253 | the telephone has a banana where the receiver should be 254 | a phone with a banana where the receiver should be 255 | a banana replacing the phone on an answering machine 256 | a telephone has it receiver replaced with a banana 257 | the young man is stirring his pot of food with a wooden spoon 258 | a smiling man is cooking in his kitchen 259 | a man enjoys cooking food in a pan 260 | a man smiles as he stirs his food in the pot 261 | a fighter jet is flying at a fast speed 262 | an old military jet fighter climbing in altitude 263 | a fighter jet soars up into a blue sky 264 | a fighter jet flying through the sky with smoke coming off of it 265 | a public bathroom with a bunch of urinals 266 | a men's restroom with a poster of a woman over the urinals 267 | a picture of a woman hangs on the wall above the urinals 268 | white tiled bathroom with line of tiles and asian female poster on the wall 269 | the airplane is on the runway with two young men standing by 270 | two men at on an airport tarmac 271 | two men walking the tarmac of an airport 272 | two young men walking down a runway toward an airplane 273 | the woman in the kitchen is holding a huge pan 274 | a woman is holding a large pan in a kitchen 275 | a chef carrying a large pan inside of a kitchen 276 | a woman cooking in a kitchen with granite counters 277 | a toilet sits next to a window and in front of a shower 278 | a photograph of a bathroom undergoing some renovations 279 | a bathroom with only a toilet and tub with the wall covered in plastic 280 | a bathroom being renovated featuring a toilette and shower 281 | a dog and a goat with their noses touching at fence 282 | two animals get close through a fence 283 | a dog greets a sheep that is in a sheep pen 284 | a sheep and a dog touching noses through a fence 285 | pedestrians walking down a sidewalk next to a small street 286 | a city street with people walking and vehicles on the road 287 | people walking on a city street with light traffic 288 | a scenic photograph of an urban street with people and traffic 289 | a man standing in a kitchen while closing a cupboard door 290 | a kitchen area with a cooler and container stacked on the floor and a man getting an item out of a cabinet 291 | a man standing in kitchen surrounded by items 292 | a man holding a cabinet in a kitchen 293 | a photograph of a kitchen inside a house 294 | a shot of a kitchen with a microwave sink dishwasher and refrigerator 295 | this is an apartment kitchen with white cabinets and appliances 296 | a kitchen with a refrigerator microwave dishwasher and sink 297 | a bike leaning on a metal fence next to some flowing water 298 | a bicycle chained to a rail near a flooded area 299 | a bicycle parked next to a flooded river 300 | a bicycle leans against a fence near some flood waters 301 | a small toilet stall with a toilet brush and 3 rolls of toilet paper 302 | a public toilet stall with toilet paper and a cleaning brush 303 | a clean european toilet with toilet paper and cleaning brush 304 | an empty clean toilet stall with a stack of toilet paper 305 | a dual sink vanity with mirrors above the sinks 306 | a double sink with mirrors and a stool underneath it 307 | a long marble like bath room vanity with a stool two sink basins with mirrors and lights over them 308 | there are two sinks in the clean bathroom 309 | a fireplace with a fire built in it 310 | a lit fire place in a living room next to a tv 311 | a living room containing a modern fireplace and miscellaneous items 312 | a brick fireplace with fire adorned with knick knacks 313 | the sign of a restaurant in the outside of the store 314 | a sign for an italian restaurant hangs outside a building 315 | a sign on a building advertising an italian restaurant 316 | italian reaffaello restaurant sign at front of building 317 | an airport with one plane flying away and the other sitting on the runway 318 | a virgin australia airline on the tarmac 319 | jumbo jet sits on the tarmac while another takes off 320 | virgin sponsored airplane parked with a plane leaving in the background 321 | a counter with vegetables knife and cutting board on it 322 | the preparation of salmon asparagus and lemons 323 | asparragus lemons and a bowl of rice on a counter top 324 | cooking table with assorted fish and lemons with asparagus 325 | a boat that looks like a car moves through the water 326 | a car modified to be a boat on the water 327 | a car modified to drive in the water on a lake 328 | a picture of a boat that looks like a car in the water 329 | a delivery truck with an advertisement for entourage 330 | a truck with an ad for a television show painted on its side 331 | a large van features an ad for a television show 332 | a large delivery truck with an advertisement painted on it's side 333 | a black and white toilet with a plunger 334 | a small stall with large tiles a toilet and two plungers 335 | a toilet has a rug and a plunger next to it 336 | a small restroom with a single toilet and wooden toilet seat 337 | a bike leaning against a sign in scotland 338 | a welcome to scotland sign with a bicycle leaning on it 339 | a bike in front of a scenic welcome sign 340 | bicycle leaning up against a welcome to scotland sign 341 | a dog sitting between its masters feet on a footstool watching tv 342 | a dog and a person are watching television together 343 | a dog between the feet of a person looking at a tv 344 | a person is sitting with their dog watching tv 345 | women father around a desk and machinery in a factory 346 | women working in a commercial bakery or kitchen 347 | a photo set of two women at work 348 | two old photos with women in a kitchen 349 | a few items sit on top of a toilet in a bathroom stall 350 | a toilet seat is left open inside of a bathroom 351 | a dirty toilet in a small bathroomwith items on top 352 | a dirty toilet in a small cramped space 353 | a bathroom with a poster of an ugly face above the toilette 354 | large bathroom with light flowing in the window 355 | a bathroom with a white toilet and sink 356 | a small bathroom with a toilet by the window and a pedestal sink with a mirrored medicine cabinet over it 357 | a dirt bike rider doing a stunt jump in the air 358 | a motorcyclist is in mid air hanging on to the handlebars 359 | a man riding a dirt bike becomes airborne 360 | a person performs a stunt jump on a motorcycle 361 | a couple of birds fly through a blue cloudy sky 362 | a beautiful blue and pink sky overlooking the beach 363 | group of three people sailing kites up in the sky 364 | group of people are flying kites on the beach 365 | a picture advertising arizona tourism in an airport 366 | a television is shown in the middle of a baggage claim area 367 | a television that is sitting next to signs 368 | an airport terminal has a big screen displaying an ad for arizona 369 | man in motorcycle leathers standing in front of a group of bikes 370 | a group of men stand next to their bicycles 371 | bikers dressed in their gear standing near their motorcycles 372 | three men standing around their motorcycles in a parking lot 373 | a variety of pots are stored in a nook by a fireplace 374 | a room filled with clutter and a fireplace 375 | a room contains baskets and has a fireplace 376 | a small living room with a fireplace and work baskets 377 | a car is stopped at a red light 378 | a truck nears a stop light in rainy weather 379 | the car is at the intersection while the sun is setting 380 | a car is at a red light in the rain 381 | a bathroom with a traditional toilet next to a floor toilet 382 | mans bathroom with two visible fixtures trash basket and plunger in sight 383 | a squat toilet and a western toilet are next to each other 384 | a toilet stall complete with two clean toilets 385 | a group of people preparing food in a kitchen 386 | six different people in aprons and hats preparing vegetables 387 | group of people all sorting vegetables in a line 388 | a group of people are in a line working on green vegetables 389 | posted signs point the way through a parking garage 390 | three road signs posted in a parking garage 391 | three traffic signs at the entrance of a parking garage 392 | this is a parking garage with several signs 393 | a green car on display next to a busy street 394 | a sculpture of a hot rod sitting on a sidewalk 395 | a sculpture of a green hot rod on a city sidewalk 396 | this is a city art piece of a small car 397 | a large passenger jet taking off from an airport 398 | the airplane has begun its ascent in the skies 399 | a plane that just took off flying from an airport 400 | a plane is shown taking off from an airstrip 401 | young woman carrying an opened umbrella in a city neighborhood 402 | a beautiful young lady walking in the rain while holding an umbrella 403 | a woman walking while holding up a red umbrella 404 | a woman holding a red umbrella traveling down a sidewalk 405 | an older man backing up a truck with a bicycle in it's flat bed 406 | a man sits in the drivers seat of a truck 407 | a man looking out the back window of his truck 408 | a man in a truck looks out his rear window 409 | set of toy animals sitting in front of a red wooden wagon 410 | some toy animals on the ground near a picture 411 | several toy animals a bull giraffe deer and parakeet 412 | children's toy animals are strewn across a floor 413 | a group of men standing in front of a bar having a conversation 414 | several men having a conversation at a restaurant 415 | restaurant staff taking a break near the bar 416 | three workers at a restaurant visiting with each other and customers 417 | a children play area absent of any children 418 | a work area room that is very very clean 419 | a craft supply room with craft supplies and containers 420 | a little children's classroom with materials and toys 421 | fruit in a jar filled with liquid sitting on a wooden table 422 | there is a jar filled with an unknown liquid and solid 423 | some yellow objects are floating in red liquid in a jar 424 | a jar of homemade sangria sitting on a table 425 | a woman wearing a hat & pink top takes a selfie in front of a bathroom mirror 426 | an older woman in a flower dress takes a self photo in the mirror 427 | a woman in a flowered dress taking a selfie in a bathroom mirror 428 | a woman in a yellow bathroom is holding a camera 429 | a work station in use inside an office 430 | a workstation with a computer notebook and papers 431 | a desk inside a library with a computer and several papers on it 432 | an office desk with a lot of paperwork and a turned on computer 433 | three computer screens showing a panoramic beach scene 434 | a desk with multiple computer screens forming one large screen 435 | three computer screens at a desk show a panoramic view of the ocean 436 | a computer desk with a triple monitor computer setup 437 | elephants are in a long line with people on top of them 438 | a group of men riding elephants down a street surrounded by trees 439 | several people riding on the back of elephants 440 | people riding on top of elephants that are walking in a line across a road 441 | a bicycle store shows two males leaning toward a bike 442 | the bike shop employee is helping a customer 443 | a man adjust a bicycle in a bike shop with a child 444 | a man and a boy are talking about a bicycle in a store 445 | city traffic and pedestrians are headed in multiple directions on the street 446 | people in a city cross in front of traffic 447 | a city street busy with many cars driving as well as pedestrians 448 | traffic in new york city during the day 449 | there are some dirt bike riders taking a sharp turn 450 | motor bike racers race each other around a track 451 | dirt bikers racing around a corner on the track 452 | dirt bike racers rounding a corner on a track with orange barriers 453 | a large group of motorcycle riders collect in a parking lot 454 | several bikers are lined up in a parking lot 455 | a street full of motorcycles and their riders 456 | motorcyclist meeting with one another before a ride 457 | people sitting under an umbrella looking at the scenery 458 | a man with a colored umbrella sits on a monument 459 | a person with a colorful umbrella sits on a fountain 460 | a man sis on a public area while holding an umbrella 461 | a cow standing next to a damaged car on a dirty lot 462 | a cow stands in the mud next to a car 463 | a broken down car being investigated by a cow 464 | an abandoned car and a cow on a field 465 | a striped plane flying up into the sky as the sun shines behind it 466 | an american airlines plane is in the sky 467 | an airplane is ascending into the white sky 468 | a red white and blue plane is in the sky 469 | a dog driving an suv in an open grass covered field 470 | a dog is sitting inside a red car 471 | a dog sits in the front seat of a jeep 472 | a red truck has a black dog in the drivers chair 473 | a customized motorcycle with more in the background 474 | black and white photo of a parked motorcycle 475 | a black and white photograph of a motorcycle 476 | several custom made motorcycles on display while riders chat 477 | a small wooden table covered with delicious vegetables 478 | a kitchen table with a juicer and vegetable on it 479 | a dining table with a bowl of garlic cloves 480 | a kitchen table with vegetables and food processor 481 | a sculpture of two women stting on a bench with their purses on the ground while people standing in a line behind them 482 | a statue of two women with purses sitting on a bench 483 | a metal statue of two women sits on a bench in a city street 484 | a statue of two people sitting on a bench 485 | a couple on a motorcycle in front of a bus and a metermaid car 486 | a bus riksha and two men on a scooter all on the same road 487 | a busy city street with a bus taxi and motorcycle 488 | buses and motorcycles driving down a city street 489 | a red motorcycle parked on a sidewalk near multi story buildings 490 | a motorcycle is parked on a cobblestone road 491 | a motorcycle that is parked on the side of the road 492 | a red motorcycle parked on a brick street 493 | a model standing next to a scooter in the middle of a room of people 494 | a young woman standing next to a dirt bike at an automobile event 495 | a model posing next to a motorbike at a motorcycle show 496 | a girl that is standing next to a motorcycle 497 | an airplane is doing tricks and emitting smoke 498 | a biplane performing tricks in the sky with smoke coming from behind 499 | an aerial stunt plane in a climb with smoke coming out of the back 500 | white and yellow propeller stunt plane trailing smoke while climbing steeply 501 | computer monitor and accesories sitting on a desk 502 | mac computer tablet and iphone sitting on a computer desk 503 | an apple computer on a table next to an iphone and an ipad 504 | a mac computer monitor on a desk which is turned off and an ipad underneath 505 | a group of people skiing down a snow covered slope 506 | six people adults and children wearing skis and helmets standing or skiing on snow 507 | six people in snow field with ski equipment 508 | a group of children and adults are skiing in the snow 509 | a woman takes a selfie in front of a bathroom mirror 510 | a women is taking a picture of herself and her bathroom in the bathroom mirror 511 | woman taking picture of self in bathroom mirror 512 | a woman is taking a picture of herself in a bathroom mirror 513 | boy rides skateboard and does trick over stairs 514 | skateboarder does airborne trick in front of concrete steps 515 | man in air on skateboard at night by light of street lamps 516 | a skateboarder jumping over the set of steps 517 | three young people in a kitchen pointing to a pizza 518 | three people are posing next to a raw pizza 519 | two girls and a boy point to an unbaked pizza 520 | a group of friends posing for a picture together next to a pizza 521 | assorted flavored donuts being grabbed by multiple hands 522 | individuals holding pastries or donuts of some kind 523 | a group of people with a bunch of doughnuts 524 | several people holding pastries in front of the camera 525 | an outside doorway to a restroom showing a destroyed wall and damaged floor 526 | a doorway leading into a delapitated wall in a room 527 | a doorway looking into a demolished bathroom 528 | a bathroom with walls that are falling down and a toilet 529 | a man stands with his bike in ankle deep water in a flooded city 530 | a man on a bicycle stands in flooding waters 531 | a man on a bike in a street that is flooded 532 | a man in shorts sits on his bike surrounded by flood water up to his calf 533 | there is very little traffic at this city intersection 534 | a city street with multiple bildings and a street light 535 | an urban intersection with stoplights on a cloudy day 536 | a four cross street of a downtown area 537 | a tabby cat laying on a cat scratcher in front of a bicycle wheel 538 | a cat laying down next to a bike tire 539 | a cat is falling asleep on top of a scratching pad 540 | a cat is resting underneath a bicycle wheel 541 | this a view from an airplane of the landscape below 542 | an overhead view of a landscape from a plane 543 | a view from a window on board an airplane flying in the sky 544 | the right wing of an airplane as it flies over a mountain range 545 | a bathroom with double sinks mirrors toilet and towel racks 546 | a bathroom with a double sink and mirrors 547 | a fancy bathroom with his and her mirrors and sinks next to a toilette 548 | a fancy bathroom with double mirrors and sinks 549 | raw cookies in a pan on the counter and baked cookies in a pan on the stove 550 | a man points at the wall in his kitchen 551 | assorted items on a counter top in a kitchenette 552 | two pans with cookies in them sitting on a counter with liquor bottles a coffee maker and knives 553 | tub and shower on platform in modern tiled bathroom 554 | a tiled bathroom with a sink shower and tub 555 | a bathroom with a shower combination tub and sink 556 | a modernized full bathroom with several small leds 557 | an orange reddish rose in a vase filled with water on top of a table 558 | there are two yellow flowers inside a vase 559 | a yellow rose in a clear vase filled with water 560 | a beautiful yellow rose is seen in a small vase 561 | a cat pausing as it's picture is taken 562 | a black cat with white stomach takes a pose 563 | a blue eyed tabby cat crouched on the ground 564 | a cat sitting on a street corner looking at the camera 565 | a row of park benches on the side of a green grassy hill 566 | a picturesque park with benches and big trees 567 | a train traveling on a track through a nature park 568 | there is a train traveling through a wooded area in the country 569 | a man in an atv is moving the cows along 570 | a man herds cows down a road 571 | a man is riding a tractor following some cows 572 | a person driving a 4 wheeler after a herd of cows 573 | the view of a large bathroom with a walk in closet 574 | a white and beige tiled bathroom and adjoining walk in closet 575 | a bathroom with a walk in closet and a jacuzzi tub 576 | white tiled bathroom with a vanity tub and white flowers 577 | many sheep grazing in a large green pasture 578 | a flock of sheep spread out in a grassy pasture 579 | many sheep graze in a grassy pasture in a valley 580 | a large herd of sheep grazing in a pasture 581 | a black trash bag in a restroom next to a sink 582 | the bathroom has a wall sink medicine cabinet toothbrush holder and bare walls 583 | a garbage bag in a white lighted bathroom 584 | a door is open to a white bathroom that has a black garbage back on the floor 585 | a young man standing next to a race car with the red sox logo on it's hood 586 | a man standing near a red sox nascar 587 | a young boy standing in front of a sponsored car 588 | a young boy standing by a red sox car wearing red sox shirt and visor 589 | a guy sitting on his motorcycle while a woman stands beside him 590 | three motorcyclists and their bikes stand on the pavement 591 | a gang of bikers sitting on top of motorcycles on a sidewalk 592 | several people around some motorcycles on the side of a road 593 | an adorable caleco cat sitting underneath a bicycle 594 | a multi colored cat peers from a blanket between the wheels of a bicycle 595 | a cat on a red sheet is right under a bicycle wheel 596 | a cat sits behind a bicycle tire and peddles 597 | an adorable cat attempts to hide in a purse to steal the persons identity 598 | a captioned image of a small cat hiding in a purse 599 | a little kitten is stuffed into a woman's purse 600 | a cat sits in the bottom of a purse with text at the bottom 601 | a very big teddy bear is next to a woman 602 | an associate holding a big teddy bear at an office 603 | a smiling woman at work with a life size teddy bear 604 | a woman in an office with a large teddy bear 605 | a bmw motor cycle parked next to shrub 606 | parked motorcycle sitting in a driveway on a sunny day 607 | a motorcycle sitting on display on a driveway 608 | a silver sport tourer bmw motorcycle on a sidewalk 609 | a photograph taken from an airplane window while in flight 610 | i see part of an airplane flying in the sky 611 | a photo of a landscape from an airplane 612 | an aerial view of the ground from an airplane 613 | a clean kitchen with the windows white and open 614 | an office kitchen with open windows and no food 615 | spacious white kitchen with brown cabinetry sink and appliances 616 | an extremely plain and outdated white colored kitchen 617 | a man sitting on a stone block talking on a cell phone 618 | a man sitting on a concrete post talking on a cell phone 619 | a man sitting on a concrete pedestal talking on the phone 620 | a man sitting on a post talking on a cell phone 621 | a yellow stripped cat sitting in a bathroom sink 622 | closeup of a cat in a bathroom sink 623 | a cat sitting in a bathroom sink looking at the floor 624 | a brown cat sitting in a bathroom sink 625 | a person in a helmet standing by their motorcycle 626 | a person with his motorcycle by the ocean 627 | a motorcyclist stands next to a motorcycle at a lookout over a beach 628 | a person posing next to their motorcycle by the shore 629 | a cafeteria type kitchen that is not in use 630 | an industrial kitchen with white walls and stainless steel counters 631 | a commercial kitchen with pots several pots on the stove 632 | a clean steel industrial kitchen with minimal lighting 633 | a young man jumping up into the air to catch a frisbee 634 | a male getting an object out of a tree 635 | someone jumping up to get a frisbee out of a tree 636 | a man jumping in the air and catching a frisbee 637 | a black motorcycle parked in front of trees 638 | a motorcycle with no rider is parked by the grass 639 | a black motorcycle in front of some shrubs 640 | the black motorcycle is parked on the asphalt 641 | a glass bowl filled with oranges on a table 642 | a glass bowl has oranges and apples in it 643 | a close up of oranges and apples in a bowl 644 | a glass bowl full of oranges and apples 645 | a yellow dune buggy on display amongst other automobiles 646 | a car show features a yellow hot wheels car 647 | hot wheels prop car in a studio exhibit 648 | people at a auto show viewing very fancy cars 649 | a young attractive woman sitting on a toilette on the side of a street 650 | a woman sitting on a bucket on the side of a street 651 | a person sitting on a stool on the street 652 | a woman is sitting on a stool on a sidewalk 653 | a woman is taking a picture of herself in a bathroom mirror 654 | the two wreaths were each hung above a sink 655 | a double sinked bathroom has circular twig wreaths hanging above 656 | a woman taking a selfie in a bathroom with a digital camera 657 | a young woman using a laptop computer while sitting on a bunk bed 658 | a young girl sits in the bottom bunk of her bunkbed 659 | a person that is sitting in a bed facing out 660 | a bedroom with bunk beds and the bathroom next door 661 | a toilet in a stall with remote control buttons 662 | a toilet with some kind of remote control 663 | an automatic toilet bowl that can do many functions 664 | a toilet with buttons or a remote control 665 | a skateboarder is riding his skateboard at night 666 | a skateboarder wearing a plaid shirt and jeans 667 | a young man riding a skateboard on a street 668 | a skate boarder at night prepairing to skate away 669 | an old victorian style bed frame in a bedroom 670 | a canopy bed with white see through curtains 671 | a bed in a bedroom with a white covering next to a doorway 672 | a white bed and a ceiling fan light 673 | two computers sitting on top of a desk 674 | a desktop with two computers and fruit on it 675 | a laptop computer and a desktop computer on a white desk 676 | a lap top computer next to a computer monitor sitting on top of a desk 677 | a young child stands in the kitchen with an adult 678 | a child standing in front of a toy dishwasher 679 | a girl observes a life size toy kitchen 680 | a child standing in front of a fake appliance 681 | a woman kisses a man as they sit on a motorcycle 682 | a couple riding a motorcycle with bags in hand 683 | two women riding a motorcycle at night holding a shopping bag 684 | a girl on a motorcycle holding a dsw bag and kissing a guy who is driving the bike 685 | a man and a woman cook in the kitchen 686 | a couple of people that are in a kitchen cooking some food 687 | a married couple preparing food in a house kitchen 688 | a man and woman in the kitchen preparing food 689 | a picture taken from the driver seat of car at a stop sign 690 | a street intersection taken from in side a car 691 | stop sign in a rural area in the fall 692 | a car coming to a stop sign as seen from inside the car 693 | a black and white cat sits near a window looking outside 694 | a cat sitting in front of a window looking outside 695 | a black and white cat looking out a window over another cat 696 | one cat is looking out a window and another cat is out on the ledge 697 | the exterior of an airport with some planes 698 | an airplane tarmac with planes and trucks at sunset 699 | sunrise on an airport tarmac with a plane at the boarding ramp 700 | an airport and parking lot scene shows the sun at horizon 701 | a cat looking inside of a door from the outside 702 | a cat looking inside of a barn door 703 | a cat in a field looking inside a barn 704 | a cat is at an opening between two doors 705 | a person in a kitchen looking at the oven 706 | a woman in a purple top pulling food out of a oven 707 | a woman in the kitchen opening her oven 708 | a woman is at her oven in a lime green kitchen 709 | an overview picture of a street at night 710 | a street camera showing an empty street in the nighttime 711 | a busy street intersection illuminated by streetlights and signs 712 | the city streets are dark and deserted at night 713 | two women loading their bicycles onto a bus rack 714 | people attaching their bikes to the front of a bus 715 | two woman loading bikes onto a public bus 716 | a boy and girl are putting their bicycles on the front of a bus 717 | a view of a bathroom that is clean 718 | the bathroom features a vanity sink and tub/shower combination 719 | a bathroom with a vanity toilet and shower 720 | a small bathroom is featured in this photo 721 | a picture of a white gas range with figurines above 722 | a stove with the clock set at 11:59 there is a spice rack on the stove 723 | a white stove turned off with a digital clock 724 | a white stoves burners with a green timer and some decorations 725 | a street scene with several cars and a bus 726 | vehicles traveling on a very busy street in both directions 727 | a busy city street with cars and a bus 728 | a bus and two cars are going down a two way street 729 | a person riding skis in the middle of a snowy street 730 | the person skis through the snow covered street 731 | a person skiing down a snowy city street 732 | there is a man is skiing down a street 733 | a close up of a bike brake on a bicycle 734 | a vintage photo of a bike eith a lock on it 735 | a bicycle is chained up to a pole at a train station 736 | a close up of a bicycle parked on a train platform 737 | people walking toward an airplane to board it 738 | passengers walking toward a small propeller plane outside 739 | people making their way towards a passenger plane 740 | passengers getting ready to board a small aircraft 741 | a ski resort that has a couple people outside 742 | a snow covered resort with people skiing and enjoying the snow and a carasel with a protective covering over it 743 | a circular tent is at the skiing lodge 744 | skiers and people milling about a ski resort 745 | a woman uses a paintbrush on a melting candle 746 | a candle overflows wax onto a table while heating a spoon 747 | someone cooking drugs in a spoon over a candle 748 | a person is melting silver over a candle stick 749 | a toddler celebrates his birthday with a cupcake 750 | a baby holding a spoon looking at a cupcake and candle 751 | a young boy with a spoon looking at a birthday cupcake 752 | a child holds a spoon and looks at a cupcake 753 | one white motorcycle and one green motorcycle parked on the road 754 | two different motorcycles angle parked on a street 755 | two motorcycles parked on black pavement side by side 756 | two motorcycles are parked next to one another 757 | 1 military jet fighter flying in formation alongside a 1 military propeller pilot 758 | two airplanes are flying closely in the sky 759 | the two planes are different in design but flying in a similar flight pattern 760 | two aircraft flying one a jet and one a propeller plane 761 | fruit and vegetables are hanging in a metal basket 762 | a hanging sorter with fruits and vegetables throughout three different tiers 763 | three hanging baskets all with fruit and vegetables 764 | a hanging metal display of various fruits and vegetables 765 | a giraffe and a zebra checking each other out 766 | a giraffe and a zebra walking through an african plain 767 | a giraffe and a zebra are on a grassy field by the water 768 | a giraffe looks down at a zebra on the field 769 | oranges in a basket a pillow and a bottle of liquor 770 | gilded flowers tapestry pillows fresh oranges in a glass bowl and a bottle of spirits suggest tuscan decor and home accents 771 | oranges are in a basket on a table next to a liquor bottle 772 | bowl of fruit and a bottle of liqour next to gold pillow and ornamental flowers 773 | a man wearing a blue bow tie and a fedora hat in a car 774 | a man with a bow tie sits in a car with a hat on his head 775 | a man takes a photo of himself wearing a bowtie and hat 776 | a man in a gray and blur hat with a blue shirt and bowtie 777 | the kitchen has many grill with pots hanging all around 778 | an older industrial kitchen with many pots and pans 779 | a kitchen with a large stove and hanging pots 780 | a kitchen with a large stove and a lot of pots 781 | light from an open door shines on a simple wooden pew in a church 782 | a church has pews with the sun shining in on them 783 | light shining onto the pews of a church through an open door 784 | church doors open and lights peers through on chairs 785 | a dog with goggles is in a motorcycle side car 786 | there is a dog sitting on the cart of a motorcycle 787 | a dog in helmet and sunglasses in a motorcycle sidecar 788 | a dog sitting on the side car of a motorcycle in parking lot 789 | a man is walking down the street in front of a red door 790 | a man walking down the sidewalk and a blue briefcase in front of a post 791 | a man walking on the sidewalk next to a suitcase leaning against a lamp 792 | a blue suitcase is leaning against a post on the street while a man walks by 793 | a woman holding a sheep by its front legs 794 | a woman with a pink top on is sheering a sheep 795 | a man looks after a sheep on his farm 796 | a sheep in the field being shorn by a man 797 | a man flying a kite in a park on a clear day 798 | a man flies a kite in a park 799 | a man is flying a kite at the park 800 | a person in a field flying a kite with people walking around 801 | a house boat along the water has bicycles on deck 802 | a boat that has many bikes on board 803 | a boat is docked and filled with bicycles next to a grassy area on a body of water 804 | a boat home sitting on a river bay 805 | four giraffes in the wild eating from trees 806 | four giraffes are standing in front of some trees 807 | four giraffes in a grassy plain with trees in the background 808 | four giraffes standing in front of trees on a grassy field 809 | a large airplane is on the airport runway 810 | a large airplane on the tarmac of an airport 811 | a giant airplane sitting on the tarmac of an airport 812 | commercial liner at a airport parked on a runway 813 | a parked motorcycle with a red enclosed side car 814 | a futuristic car and a motorcycle parked next to each other 815 | vehicles at a car show are shown a small car and a motorcycle 816 | a motorcycle with a red and shiny side car 817 | a yellow and blue train is next to an overhang 818 | a colorful train stopped at a train station 819 | a train sits on the track at a deserted station overlooked by a tower 820 | a passenger train stopped near a train station 821 | a stoic looking cat sits in a green bowl 822 | a cat laying on a bowl on a table in front of a fish tank 823 | a black and white cat sitting in a green bowl 824 | a black and white cat curls up in a large mixing bowl 825 | a man in a uniform standing on a motorcycle in front of a crowd 826 | a policeman is standing on his motorcycle and being watched by a crowd 827 | police officer standing on a motorcycle while driving it 828 | a police man standing on tip of his motorcycle 829 | a oneworld passenger plane taking off from an airport 830 | an airplane that is on the landing strip 831 | a jumbo jet is coming in for a landing 832 | big commercial airplane getting ready to take off 833 | a girl is sitting by her dog on the stairs 834 | the woman looks at her dog as the dog watches something in the distance 835 | a person and dog sitting outside a building with a table toilet bowl and ladder against the building 836 | a woman sitiing on the top step in front of a door 837 | an office with a leather couch surrounded by books 838 | black leather sofa in a room with white walls 839 | a small sitting room with furniture and books 840 | a room with a chair and couch and multiple books 841 | women taking picture of themselves while brushing their teeth 842 | two ladies in a bathroom brushing their teeth one lady holds a digital camera 843 | a nerdy woman brushing her teeth with a friend nearby 844 | two women in the bathroom brushing their teeth 845 | motorcyclist is taking a turn while onlookers observe 846 | man hangs off side of motorcycle during race as spectators look on 847 | a man riding a motorcycle with another man hang off it's side 848 | onlookers are watching a pair doing tricks on their motorcycle 849 | an empty kitchen filled with dishes and appliances 850 | a kitchen with a window a sink and a table 851 | a well lit kitchen with polished wooden floors 852 | there is a country styled kitchen with wood flooring and white walls 853 | a stone building with a clock displayed on the outside 854 | a photo of a building with a clock tower 855 | a tall multi story building with a large clock atop it 856 | a large stone building with a clock face on it 857 | entertainment room with rack of dvds tv and seating area 858 | a living room with couches chairs and a large flat screen tv 859 | a living room filled with books furniture and a flat screen tv 860 | a living room is arranged so people can watch the television 861 | a clean white bathroom with a simple mirror above the vanity 862 | bathroom sink with toothbrushes in a stand and a mirror 863 | a bathroom with a white sink and mirror 864 | a white bathroom a sink and a brown mirror 865 | an oven in a kitchen with a stove on top in between counter tops 866 | a kitchen that features and oven that has a light turned on in it 867 | a clean kitchen with a light on in the oven 868 | the front view of the stove built within the counter 869 | three airplanes on display behind a high fence 870 | three gray jets outside an air force base 871 | fighter jets on display in front of a museum 872 | a monument depicting three fighter planes attached to the ground 873 | a bathroom sink and towels hanging on the door 874 | a bathroom with a sink and two burgundy towels on the door 875 | two towels hanging on a door of a bathroom 876 | a bathroom with checkered tile and maroon towels 877 | a white sink sitting underneath a round mirror 878 | an empty bathroom with one ceramic sink and a mirror 879 | the front view of a sink with a mirror on top 880 | a sink with a round mirror on the wall above it 881 | a group of women operating a car wash 882 | two young women are washing two motorcycles with hoses 883 | young women washing motor cycles in the middle of a street 884 | girls wash a motorcycle while men look on 885 | a polie officer standing next to a motorcycle parked on the street 886 | a man and police officer on the sidewalk next to a motorcycle 887 | a scene depicting a man sitting down on a curb and a motor cop writing a ticket 888 | a man sitting on a curb with a police officer behind him 889 | a group of different animals are grazing in the wild 890 | a herd of of wild animals walking around a field surrounded by forest 891 | a group of wild animals in a field outside 892 | zebras giraffes and kudus on the run across a plain 893 | an airplane on the runway either just landed or ready to take off 894 | a commercial plane on the strip to take off 895 | an egyptian airlines plane landing at an airport 896 | a jumbo jet touching down on the runway 897 | a motorcycle rally on the street with many spectators 898 | people on motorcycles riding in the street in a parade 899 | gay and lesbian community members riding motorcycles down the street during a gay pride parade 900 | ladies riding down the street on motorcycles as others look on 901 | an empty modern style bathroom for two people 902 | two white sinks in a bathroom with a phone in it 903 | a bathroom with two sinks and an enclosed shower 904 | the bathroom is cluttered with various grooming objects 905 | a car is parked on dry grass with kites overhead 906 | an open field with a truck and some kites being flown 907 | a truck driving through a field with people flying kites 908 | a pickup truck is parked underneath multiple flying kites 909 | two sheep are looking over a cement wall 910 | two sheep peek over the edge of a wall 911 | two sheep poking their heads over a white cement wall 912 | sheep standing next to a stone wall in front of a tree 913 | people are looking at a decorative cake with long candles 914 | a close up of candles on a cake with onlookers in the background 915 | people standing around a cake with candles in it 916 | people standing next to a table with a cake 917 | a white bathroom has a white shower curtain 918 | the view of the shower sink and towel rack 919 | a bathroom with a mirror lighting and bathtub with shower combo 920 | a white and bright bathroom with silver fixtures 921 | a person sits on top of a motorcycle with a stuffed toy 922 | a person on a motorcycle with a stuffed animal on back 923 | a person riding a motorcycle with a stuffed animal on the back 924 | a motorcyclist riding with a stuffed animal attached to the back 925 | a woman man and a dog standing in the snow 926 | two people are walking the dog through the snow 927 | these people are walking a dog in the snow 928 | a mand and a woman walking their dog in the snow down a hill 929 | a bathroom with a large bathtub and sink under a large mirror 930 | a bathroom is shown with a tub and mirrors 931 | an empty bathroom has a tub and a sink in the background 932 | a bathtub in front of a large mirror 933 | car parked at meter with license plate that says supabaad 934 | a black car withe license plate supabaad parked next to a parking meter 935 | a mercedes parked next to a parking meter on a street 936 | a mercedez benz car is parked next to a parking meter 937 | a wooden and metal bench near a over grown bush 938 | a park and walkway lined with benches and bushes 939 | an empty park bench sitting next to a bush at night 940 | two back to back wooden benches next to a shrub near a stone walkway 941 | people standing on a roadway next to a vintage motorcycle 942 | a man standing next to a motorcycle on asphalt 943 | a small group of people standing around a small motor bike 944 | a person holding upright an older motorcycle that looks to be retrofitted 945 | a dog standing next to an address marker and a woman holding an umbrella 946 | a thin dog is standing by a marker in the road 947 | a dog standing near a street sign on a dirt road 948 | a white dog standing by a sign on the street 949 | a motorcycle parked next to a yellow thing and tree 950 | a shiny motorcycle is parked on a city sidewalk 951 | a black and orange motorcycle on a sidewalk 952 | two motorcycles parked on a bricked sidewalk against a newspaper rack 953 | a close up detail of an ornate brickwork cathedral 954 | trees ring a cathedral with clock tower and elaborate turrets 955 | stained glass windows with trim decorate a church 956 | an ornate building has a clock tower near by 957 | the plane is flying through a clear blue sky 958 | an american eagle commercial plane flying in the sky 959 | a white american eagle plane flying in the sky 960 | a commercial airplane flies through the sky to its destination 961 | an elephant is crossing a road while a jeep is parked watching 962 | elephant walking through the middle of the road in front of a car 963 | an elephant crossing the road in front of an suv 964 | an elephant crossing the road in front of a car 965 | an old floor standing tv next to a leather couch 966 | a retro style television set a lamp a couch pictures and curtains 967 | the living room is empty and the television is turned off 968 | a boxed tv and sofa with a lamp in a room 969 | a car stopped at a traffic light with it's brake lights on 970 | a car sitting at a stop light at dusk 971 | a car stopped at the front of the stop light 972 | the a car that is stopped at a red light at an intersection 973 | people standing around a park bench next to a bicycle 974 | a group of people in a field of grass near a building 975 | a group of women are describing a new setup for a building plan 976 | several people standing in an area with picnic tables looking at a board 977 | a man standing outside of a building next to bicycles 978 | a mirrored door showing the reflection of a couple 979 | two people stand outside of a very old building 980 | a man in a red jacket and a woman mannequin in a red top 981 | empty seats in front of a building on a sidewalk 982 | a brightly colored store front with benches and chairs 983 | the front view of a building that has a bench and chairs located in front 984 | benches and chairs set outside a building with cathedral doors 985 | a dog rides in a cart pulled by a man on a bike 986 | a dog in a basket being carried by its owner 987 | a man on a bike pulling a cart with a dog inside 988 | a man riding a bike with a wooden trainer attached and a dog riding in it 989 | two bicycle riders riding in the city at night 990 | two people riding bikes alongside a bus on a city street 991 | two people riding their bikes in the street 992 | police officers riding bikes in the city at night 993 | a white kitchen with marble countertops and stone floors 994 | a kitchen with lots of cupboards and counter space 995 | there is nobody in the kitchen right now 996 | a nicely decorated kitchen area with white cabinets 997 | a bathroom with a vanity mirror toilette and kitchen sink next to a shower 998 | bathroom with a sink toilet and a shower with towels on it 999 | a bathroom with a tan sink and white toliet 1000 | a bathroom with a picture and red and black vase on the vanity 1001 | -------------------------------------------------------------------------------- /test_target.txt: -------------------------------------------------------------------------------- 1 | a black metal bicycle with a clock inside the front wheel 2 | a bicycle replica with a clock as the front wheel 3 | a bicycle figurine in which the front wheel is replaced with a clock 4 | the bike has a clock as a tire 5 | a black honda motorcycle with a dark burgundy seat 6 | a black honda motorcycle parked in front of a garage 7 | ma motorcycle parked on the gravel in front of a garage 8 | a honda motorcycle parked in a grass driveway 9 | this is a blue and white bathroom with a wall sink and a lifesaver on the wall 10 | a room with blue walls and a white sink and door 11 | a blue boat themed bathroom with a life preserver on the wall 12 | blue and white color scheme in a small bathroom 13 | city street with parked cars and a bench 14 | a car that seems to be parked illegally behind a legally parked car 15 | cars try to maneuver into parking spaces along a densely packed city street 16 | two cars parked on the sidewalk on the street 17 | an airplane that is either landing or just taking off 18 | a large passenger airplane flying through the air 19 | an red and white airplane is in the cloudy sky 20 | there is a gol plane taking off in a partly cloudy sky 21 | a little bathrood decorated with many colorful objects 22 | a bathroom with a toilet sink and shower 23 | a small bathroom containing a toilet and sink 24 | a full bathroom with a wicker laundry basket 25 | a narrow kitchen ending with a chrome refrigerator 26 | a long empty minimal modern skylit home kitchen 27 | a narrow kitchen is decorated in shades of white gray and black 28 | a picture of a modern looking kitchen area 29 | an office with desk computer and chair and laptop 30 | an office cubicle with four different types of computers 31 | office setting with a lot of computer screens 32 | the home office space seems to be very cluttered 33 | a messy bathroom countertop perched atop black cabinetry 34 | a bathroom sink with toiletries on the counter 35 | a bathroom vanity with cabinets and basin sink and several grooming products scattered across it 36 | a bathroom sink and various personal hygiene items 37 | this is an advanced toilet with a sink and control panel 38 | a small closed toilet in a cramped space 39 | a close up picture of a toilet with a fountain 40 | a tan toilet and sink combination in a small room 41 | a woman sitting on a bench in the middle of the city 42 | two women waiting at a bench next to a street 43 | a woman sitting on a bench and a woman standing behind the bench at a bus stop 44 | a woman sitting on a bench and a woman standing waiting for the bus 45 | a small box filled with four green vegetables 46 | this is an open box containing four cucumbers 47 | an opened box of four chocolate bananas 48 | an open food container box with four unknown food items 49 | a classic car sitting beside the road with a surfboard on top 50 | an old fashioned green station wagon is parked on a shady driveway 51 | an old green car parked on the side of the street 52 | an old teal colored car parked on the street 53 | a kitchen with a stove sink and drying area 54 | a gas stove next to a stainless steel kitchen sink and countertop 55 | this is a kitchen with dishes and a silver sink 56 | a kitchen stove sink and counter with stuff on it 57 | a group of people are riding motorcycles on a road through a town 58 | several motorcycles riding down the road in formation 59 | a group of motorcyclists are driving down the city street 60 | a group of motorcycle riders driving past buildings 61 | a cat drinking water from a toilet in a bathroom 62 | a black cat is inside a white toilet 63 | a cat puts her head inside of a toilet 64 | a black cat drinking water from a toilet 65 | two older people sitting down in front of a beach 66 | a man in a wheelchair and another sitting on a bench that is overlooking the water 67 | an old couple at the beach during the day 68 | two people sitting on dock looking at the ocean 69 | a man sits next to his horse in an alley in costume 70 | a man sits with a traditionally decorated cow 71 | guy and cow are sitting on the floor 72 | a decorative man sits on the ground with a cow 73 | large set of motorcycles all lined up down a street 74 | rows of motor bikes and helmets in a city 75 | a large group of motorcycles lined up on the street 76 | a lot of motorbikes line up down a busy street 77 | a small kitten is sitting in a bowl 78 | a cute kitten is sitting in a dish on a table 79 | a cat is curled up in a bowl 80 | a small white cat on a large bowl 81 | a young man drinking from a water fountain in the shape of a toilet 82 | a man getting a drink from a water fountain that is a toilet 83 | a young person has his face close to the toilet bowl 84 | a boy drinking water from a toilet water fountain 85 | creamy cheesecake dessert with whip cream and caramel 86 | a beautiful dessert waiting to be shared by two people 87 | an extravagant dessert on a plate overlooking the water 88 | there is a piece of cake on a plate with decorations on it 89 | a person holding a skate board sitting in an empty open field 90 | a person holding a skateboard overlooks a dead field of crops 91 | a child with a skateboard sitting on the grass and looking at an empty field 92 | a person sits on a patch of grass observing the scenery 93 | a small bathroom with a shower curtain with the nyc subway map on it 94 | a bathroom with a sink and shower curtain with a map print 95 | a bathroom with a map as a shower curtain 96 | a small and crowded bathroom with little furnishing 97 | a silver color jet flying through the clear sky 98 | a random plane in the sky flying alone 99 | an airplane with the letters 'mt' on it flying in the sky 100 | an airplane flying high in the blue sky 101 | two horses standing in a field across the street from a building 102 | a brown and black horse in the middle of the city eating grass 103 | two mules eating grass in a parking lot in front of a hotel 104 | two horses eating grass near a parking lot 105 | a woman's purse sitting on a park bench 106 | a brown purse is sitting on a green bench 107 | a leather purse laying on it's side on a green metal bench 108 | a brown purse abandoned on a green bench 109 | a half eaten dessert cake sitting on a cake plate 110 | half of a white cake with coconuts on top 111 | a half eaten cake with coconut shavings and creme filling 112 | the coconut cake on a red plate is half gone 113 | a toilette with a pink hello kitty toilette seat cover 114 | an old toilet with a hello kitty cover top 115 | a toilet with a hello kitty seat sitting in a room 116 | a toilet with a hello kitty symbol on it 117 | a home office with laptop printer scanner and extra monitor 118 | office space with office equipment on desk top 119 | the computer desk in the corner is by a window 120 | a hope office setup of computers and printers 121 | two husky dogs ride in a car with their heads hanging out windows 122 | two husky's hanging out of the car windows 123 | two happy dogs have their head out the car window 124 | dogs stick their heads out of car windows 125 | a kitchen door next to a kitchen sing and counter top 126 | the back door with a window in the kitchen 127 | a sink next to a large white door 128 | the kitchen has a white door with a window 129 | a plane that is flying in a clear blue sky 130 | jet liner flying off into the distance on an overcast day 131 | an airplane flying away in the cloudy sky 132 | an airplane flying away in a cloudy sky 133 | grey house cat devours a song bird on a door step 134 | a cat eating a bird it has caught 135 | a long haired cat eating a dead bird 136 | a white cat caught a bird outside on a patio 137 | a woman walking her dog on the sidewalk 138 | a woman is walking a dog in the city 139 | a woman walks her dog along a city street 140 | a woman and her dog walking down a sidewalk next to a fence with some flowers 141 | a narrow bathroom has a white door on its side 142 | a tiny bathroom with only a toilet and a shelf 143 | rather narrow bath room that appears to be being remodeled 144 | small bathroom with a toilet and a sink 145 | little girl in blue dress standing in a bathroom 146 | a little girl in a public bathroom for kids 147 | an adorable little girl in a blue dress stands in a restroom 148 | a girl standing next to a toilet in a bathroom 149 | a man is playing a fiddle in his kitchen 150 | a picture of a man playing a violin in a kitchen 151 | a man plays the violin in a home 152 | a man is playing violin in his kitchen 153 | an older man is wearing a funny hat in his dining room 154 | a shot of an elderly man inside a kitchen 155 | a man in a jacket and hat looks at the camera 156 | an old man is wearing an odd hat 157 | a woman driver has three dogs in the seat with her 158 | a trio of dogs sitting in their owner's lap in a red convertible 159 | a woman and her three dogs in a car 160 | three little dogs looking out a car window while sitting on a woman's lap 161 | a cat at attention between two parked cars 162 | a cat in between two cars in a parking lot 163 | a grey and white cat watches from between parked cars 164 | a cat stands between two parked cars on a grassy sidewalk 165 | a small car parked in by a vespa 166 | a small car is parked in front of a scooter 167 | a bus rides by a small car parked in front of a motor scooter 168 | a scooter is parked behind a red car 169 | a blue door with a picture of a cat door with cats backside hanging out on it 170 | a door with a sticker of a cat door on it 171 | a picture of a cat door is on the bottom corner of a blue door 172 | a blue door with a painting of a cat's rear end entering thru a cat door 173 | an office desk with two computer screens books diagrams and a phone on it 174 | an office cubicle with multiple computers in it 175 | two computer monitors are placed beside each other on a desk 176 | an office desk with two flat panel monitors 177 | a green kitchen with wooden counters and bright lights 178 | a pinewood and green modern themed kitchen area 179 | a bright room with green walls and cabinets 180 | a kitchen and dining room area with a large window 181 | well kept kitchen with marble counter tops and stainless steel fridge 182 | a kitchen is shown with wooden cabinets and a wooden celling 183 | a beautiful new kitchen with natural wood cabinets 184 | a recently remodeled kitchen with marble and wooden furnishings 185 | motorists and bicyclists in a busy city square 186 | a group of people riding mopeds in a busy street 187 | a crowded city street filled with traffic and bicycles 188 | people riding bikes and cars down the street 189 | a person walking in the rain while holding an umbrella 190 | a person walking in the rain on the sidewalk 191 | a man walks down the strip as it rains 192 | a person walking through the rain with an umbrella 193 | a group of motorcycles down a long street filled with trees on either side 194 | a parade of motorcycles is going through a group of tall trees 195 | a group of people riding mopeds through a park 196 | a group of motorcyclists drive down a tree lined street 197 | a white toilet sits on a tile floor 198 | a modern flush toilet in a bathroom with tile 199 | a toilet in a bathroom that is next to a trash can 200 | a toilet and trashcan in a white bathroom 201 | empty fog covered streets in the night amongst traffic lights 202 | fog is in the air at an intersection with several traffic lights 203 | city street at night with several stop lights 204 | an intersection during a cold and foggy night 205 | a man takes a picture of an airplane taking off 206 | an airplane with its landing wheels out landing 207 | a large jet takes off from an airport runway 208 | a plane that is taking off at an airport 209 | three birds sit on the back of a giraffe 210 | little birds sitting on the shoulder of a giraffe 211 | a giraffe with 3 birds on his fur 212 | the top of a giraffe's head has birds on it 213 | an old man standing next to a bike and a chain fence 214 | a man with a bike at a marina 215 | a man holding some break standing by a bicycle 216 | a man stands next to his bike at the marina 217 | a man sits on a street bench by a bike 218 | a man is sitting on a bench next to a bike 219 | black man sitting on a bench behind a personal bicycle 220 | a man is sitting on a bench next to a bicycle 221 | a crowd of people get ready to board a bus in the city 222 | people are waiting for the bus near a bus stop 223 | large group of people waiting for a train 224 | a crowd of people are waiting to get on a red bus 225 | a man is sleeping with his head on a pillow 226 | a man sleeping with his cat next to him 227 | man sleeping in his bedroom next to a cat 228 | a young man and his cute cat enjoy a nap together 229 | an old bathroom with a row of urinals 230 | four urinals in a public restroom with a window 231 | a row of urinals in with an open window above them 232 | a bathroom with four urinals on the wall 233 | a little baby is sitting on a huge motorcycle 234 | a small child climbs atop a large motorcycle 235 | a little boy sitting alone on a motorcycle 236 | a young boy riding a motorcycle next to a silver car 237 | a large military plane parked in the landing area 238 | a large us air force plain sits on an asphalt ramp 239 | a us air force plane sits on display 240 | a large propeller airplane sitting on a tarmac 241 | the old man cross country skis through the forest 242 | a black and white photo of an older man skiing 243 | a younger man and an older man skiing in the forest 244 | two people on the snow for cross country skiing 245 | a man rides a motorcycle down an empty street next to houses 246 | riding a motorcycle down a street that has no one else on it 247 | the view of the street from the perspective of the rider of a motorcycle 248 | the view from a motorcyclist's point of view looking down a street 249 | close up of a white kitchen setup with a coffee maker on counter 250 | an all white kitchen with an electric stovetop 251 | a white stove and cabinet inside a kitchen 252 | a white stove sits between two small counter tops 253 | a phone with a banana where the receiver should be 254 | the telephone has a banana where the receiver should be 255 | a telephone has it receiver replaced with a banana 256 | a banana replacing the phone on an answering machine 257 | a smiling man is cooking in his kitchen 258 | the young man is stirring his pot of food with a wooden spoon 259 | a man smiles as he stirs his food in the pot 260 | a man enjoys cooking food in a pan 261 | an old military jet fighter climbing in altitude 262 | a fighter jet is flying at a fast speed 263 | a fighter jet flying through the sky with smoke coming off of it 264 | a fighter jet soars up into a blue sky 265 | a men's restroom with a poster of a woman over the urinals 266 | a public bathroom with a bunch of urinals 267 | white tiled bathroom with line of tiles and asian female poster on the wall 268 | a picture of a woman hangs on the wall above the urinals 269 | two men at on an airport tarmac 270 | the airplane is on the runway with two young men standing by 271 | two young men walking down a runway toward an airplane 272 | two men walking the tarmac of an airport 273 | a woman is holding a large pan in a kitchen 274 | the woman in the kitchen is holding a huge pan 275 | a woman cooking in a kitchen with granite counters 276 | a chef carrying a large pan inside of a kitchen 277 | a photograph of a bathroom undergoing some renovations 278 | a toilet sits next to a window and in front of a shower 279 | a bathroom being renovated featuring a toilette and shower 280 | a bathroom with only a toilet and tub with the wall covered in plastic 281 | two animals get close through a fence 282 | a dog and a goat with their noses touching at fence 283 | a sheep and a dog touching noses through a fence 284 | a dog greets a sheep that is in a sheep pen 285 | a city street with people walking and vehicles on the road 286 | pedestrians walking down a sidewalk next to a small street 287 | a scenic photograph of an urban street with people and traffic 288 | people walking on a city street with light traffic 289 | a kitchen area with a cooler and container stacked on the floor and a man getting an item out of a cabinet 290 | a man standing in a kitchen while closing a cupboard door 291 | a man holding a cabinet in a kitchen 292 | a man standing in kitchen surrounded by items 293 | a shot of a kitchen with a microwave sink dishwasher and refrigerator 294 | a photograph of a kitchen inside a house 295 | a kitchen with a refrigerator microwave dishwasher and sink 296 | this is an apartment kitchen with white cabinets and appliances 297 | a bicycle chained to a rail near a flooded area 298 | a bike leaning on a metal fence next to some flowing water 299 | a bicycle leans against a fence near some flood waters 300 | a bicycle parked next to a flooded river 301 | a public toilet stall with toilet paper and a cleaning brush 302 | a small toilet stall with a toilet brush and 3 rolls of toilet paper 303 | an empty clean toilet stall with a stack of toilet paper 304 | a clean european toilet with toilet paper and cleaning brush 305 | a double sink with mirrors and a stool underneath it 306 | a dual sink vanity with mirrors above the sinks 307 | there are two sinks in the clean bathroom 308 | a long marble like bath room vanity with a stool two sink basins with mirrors and lights over them 309 | a lit fire place in a living room next to a tv 310 | a fireplace with a fire built in it 311 | a brick fireplace with fire adorned with knick knacks 312 | a living room containing a modern fireplace and miscellaneous items 313 | a sign for an italian restaurant hangs outside a building 314 | the sign of a restaurant in the outside of the store 315 | italian reaffaello restaurant sign at front of building 316 | a sign on a building advertising an italian restaurant 317 | a virgin australia airline on the tarmac 318 | an airport with one plane flying away and the other sitting on the runway 319 | virgin sponsored airplane parked with a plane leaving in the background 320 | jumbo jet sits on the tarmac while another takes off 321 | the preparation of salmon asparagus and lemons 322 | a counter with vegetables knife and cutting board on it 323 | cooking table with assorted fish and lemons with asparagus 324 | asparragus lemons and a bowl of rice on a counter top 325 | a car modified to be a boat on the water 326 | a boat that looks like a car moves through the water 327 | a picture of a boat that looks like a car in the water 328 | a car modified to drive in the water on a lake 329 | a truck with an ad for a television show painted on its side 330 | a delivery truck with an advertisement for entourage 331 | a large delivery truck with an advertisement painted on it's side 332 | a large van features an ad for a television show 333 | a small stall with large tiles a toilet and two plungers 334 | a black and white toilet with a plunger 335 | a small restroom with a single toilet and wooden toilet seat 336 | a toilet has a rug and a plunger next to it 337 | a welcome to scotland sign with a bicycle leaning on it 338 | a bike leaning against a sign in scotland 339 | bicycle leaning up against a welcome to scotland sign 340 | a bike in front of a scenic welcome sign 341 | a dog and a person are watching television together 342 | a dog sitting between its masters feet on a footstool watching tv 343 | a person is sitting with their dog watching tv 344 | a dog between the feet of a person looking at a tv 345 | women working in a commercial bakery or kitchen 346 | women father around a desk and machinery in a factory 347 | two old photos with women in a kitchen 348 | a photo set of two women at work 349 | a toilet seat is left open inside of a bathroom 350 | a few items sit on top of a toilet in a bathroom stall 351 | a dirty toilet in a small cramped space 352 | a dirty toilet in a small bathroomwith items on top 353 | large bathroom with light flowing in the window 354 | a bathroom with a poster of an ugly face above the toilette 355 | a small bathroom with a toilet by the window and a pedestal sink with a mirrored medicine cabinet over it 356 | a bathroom with a white toilet and sink 357 | a motorcyclist is in mid air hanging on to the handlebars 358 | a dirt bike rider doing a stunt jump in the air 359 | a person performs a stunt jump on a motorcycle 360 | a man riding a dirt bike becomes airborne 361 | a beautiful blue and pink sky overlooking the beach 362 | a couple of birds fly through a blue cloudy sky 363 | group of people are flying kites on the beach 364 | group of three people sailing kites up in the sky 365 | a television is shown in the middle of a baggage claim area 366 | a picture advertising arizona tourism in an airport 367 | an airport terminal has a big screen displaying an ad for arizona 368 | a television that is sitting next to signs 369 | a group of men stand next to their bicycles 370 | man in motorcycle leathers standing in front of a group of bikes 371 | three men standing around their motorcycles in a parking lot 372 | bikers dressed in their gear standing near their motorcycles 373 | a room filled with clutter and a fireplace 374 | a variety of pots are stored in a nook by a fireplace 375 | a small living room with a fireplace and work baskets 376 | a room contains baskets and has a fireplace 377 | a truck nears a stop light in rainy weather 378 | a car is stopped at a red light 379 | a car is at a red light in the rain 380 | the car is at the intersection while the sun is setting 381 | mans bathroom with two visible fixtures trash basket and plunger in sight 382 | a bathroom with a traditional toilet next to a floor toilet 383 | a toilet stall complete with two clean toilets 384 | a squat toilet and a western toilet are next to each other 385 | six different people in aprons and hats preparing vegetables 386 | a group of people preparing food in a kitchen 387 | a group of people are in a line working on green vegetables 388 | group of people all sorting vegetables in a line 389 | three road signs posted in a parking garage 390 | posted signs point the way through a parking garage 391 | this is a parking garage with several signs 392 | three traffic signs at the entrance of a parking garage 393 | a sculpture of a hot rod sitting on a sidewalk 394 | a green car on display next to a busy street 395 | this is a city art piece of a small car 396 | a sculpture of a green hot rod on a city sidewalk 397 | the airplane has begun its ascent in the skies 398 | a large passenger jet taking off from an airport 399 | a plane is shown taking off from an airstrip 400 | a plane that just took off flying from an airport 401 | a beautiful young lady walking in the rain while holding an umbrella 402 | young woman carrying an opened umbrella in a city neighborhood 403 | a woman holding a red umbrella traveling down a sidewalk 404 | a woman walking while holding up a red umbrella 405 | a man sits in the drivers seat of a truck 406 | an older man backing up a truck with a bicycle in it's flat bed 407 | a man in a truck looks out his rear window 408 | a man looking out the back window of his truck 409 | some toy animals on the ground near a picture 410 | set of toy animals sitting in front of a red wooden wagon 411 | children's toy animals are strewn across a floor 412 | several toy animals a bull giraffe deer and parakeet 413 | several men having a conversation at a restaurant 414 | a group of men standing in front of a bar having a conversation 415 | three workers at a restaurant visiting with each other and customers 416 | restaurant staff taking a break near the bar 417 | a work area room that is very very clean 418 | a children play area absent of any children 419 | a little children's classroom with materials and toys 420 | a craft supply room with craft supplies and containers 421 | there is a jar filled with an unknown liquid and solid 422 | fruit in a jar filled with liquid sitting on a wooden table 423 | a jar of homemade sangria sitting on a table 424 | some yellow objects are floating in red liquid in a jar 425 | an older woman in a flower dress takes a self photo in the mirror 426 | a woman wearing a hat & pink top takes a selfie in front of a bathroom mirror 427 | a woman in a yellow bathroom is holding a camera 428 | a woman in a flowered dress taking a selfie in a bathroom mirror 429 | a workstation with a computer notebook and papers 430 | a work station in use inside an office 431 | an office desk with a lot of paperwork and a turned on computer 432 | a desk inside a library with a computer and several papers on it 433 | a desk with multiple computer screens forming one large screen 434 | three computer screens showing a panoramic beach scene 435 | a computer desk with a triple monitor computer setup 436 | three computer screens at a desk show a panoramic view of the ocean 437 | a group of men riding elephants down a street surrounded by trees 438 | elephants are in a long line with people on top of them 439 | people riding on top of elephants that are walking in a line across a road 440 | several people riding on the back of elephants 441 | the bike shop employee is helping a customer 442 | a bicycle store shows two males leaning toward a bike 443 | a man and a boy are talking about a bicycle in a store 444 | a man adjust a bicycle in a bike shop with a child 445 | people in a city cross in front of traffic 446 | city traffic and pedestrians are headed in multiple directions on the street 447 | traffic in new york city during the day 448 | a city street busy with many cars driving as well as pedestrians 449 | motor bike racers race each other around a track 450 | there are some dirt bike riders taking a sharp turn 451 | dirt bike racers rounding a corner on a track with orange barriers 452 | dirt bikers racing around a corner on the track 453 | several bikers are lined up in a parking lot 454 | a large group of motorcycle riders collect in a parking lot 455 | motorcyclist meeting with one another before a ride 456 | a street full of motorcycles and their riders 457 | a man with a colored umbrella sits on a monument 458 | people sitting under an umbrella looking at the scenery 459 | a man sis on a public area while holding an umbrella 460 | a person with a colorful umbrella sits on a fountain 461 | a cow stands in the mud next to a car 462 | a cow standing next to a damaged car on a dirty lot 463 | an abandoned car and a cow on a field 464 | a broken down car being investigated by a cow 465 | an american airlines plane is in the sky 466 | a striped plane flying up into the sky as the sun shines behind it 467 | a red white and blue plane is in the sky 468 | an airplane is ascending into the white sky 469 | a dog is sitting inside a red car 470 | a dog driving an suv in an open grass covered field 471 | a red truck has a black dog in the drivers chair 472 | a dog sits in the front seat of a jeep 473 | black and white photo of a parked motorcycle 474 | a customized motorcycle with more in the background 475 | several custom made motorcycles on display while riders chat 476 | a black and white photograph of a motorcycle 477 | a kitchen table with a juicer and vegetable on it 478 | a small wooden table covered with delicious vegetables 479 | a kitchen table with vegetables and food processor 480 | a dining table with a bowl of garlic cloves 481 | a statue of two women with purses sitting on a bench 482 | a sculpture of two women stting on a bench with their purses on the ground while people standing in a line behind them 483 | a statue of two people sitting on a bench 484 | a metal statue of two women sits on a bench in a city street 485 | a bus riksha and two men on a scooter all on the same road 486 | a couple on a motorcycle in front of a bus and a metermaid car 487 | buses and motorcycles driving down a city street 488 | a busy city street with a bus taxi and motorcycle 489 | a motorcycle is parked on a cobblestone road 490 | a red motorcycle parked on a sidewalk near multi story buildings 491 | a red motorcycle parked on a brick street 492 | a motorcycle that is parked on the side of the road 493 | a young woman standing next to a dirt bike at an automobile event 494 | a model standing next to a scooter in the middle of a room of people 495 | a girl that is standing next to a motorcycle 496 | a model posing next to a motorbike at a motorcycle show 497 | a biplane performing tricks in the sky with smoke coming from behind 498 | an airplane is doing tricks and emitting smoke 499 | white and yellow propeller stunt plane trailing smoke while climbing steeply 500 | an aerial stunt plane in a climb with smoke coming out of the back 501 | mac computer tablet and iphone sitting on a computer desk 502 | computer monitor and accesories sitting on a desk 503 | a mac computer monitor on a desk which is turned off and an ipad underneath 504 | an apple computer on a table next to an iphone and an ipad 505 | six people adults and children wearing skis and helmets standing or skiing on snow 506 | a group of people skiing down a snow covered slope 507 | a group of children and adults are skiing in the snow 508 | six people in snow field with ski equipment 509 | a women is taking a picture of herself and her bathroom in the bathroom mirror 510 | a woman takes a selfie in front of a bathroom mirror 511 | a woman is taking a picture of herself in a bathroom mirror 512 | woman taking picture of self in bathroom mirror 513 | skateboarder does airborne trick in front of concrete steps 514 | boy rides skateboard and does trick over stairs 515 | a skateboarder jumping over the set of steps 516 | man in air on skateboard at night by light of street lamps 517 | three people are posing next to a raw pizza 518 | three young people in a kitchen pointing to a pizza 519 | a group of friends posing for a picture together next to a pizza 520 | two girls and a boy point to an unbaked pizza 521 | individuals holding pastries or donuts of some kind 522 | assorted flavored donuts being grabbed by multiple hands 523 | several people holding pastries in front of the camera 524 | a group of people with a bunch of doughnuts 525 | a doorway leading into a delapitated wall in a room 526 | an outside doorway to a restroom showing a destroyed wall and damaged floor 527 | a bathroom with walls that are falling down and a toilet 528 | a doorway looking into a demolished bathroom 529 | a man on a bicycle stands in flooding waters 530 | a man stands with his bike in ankle deep water in a flooded city 531 | a man in shorts sits on his bike surrounded by flood water up to his calf 532 | a man on a bike in a street that is flooded 533 | a city street with multiple bildings and a street light 534 | there is very little traffic at this city intersection 535 | a four cross street of a downtown area 536 | an urban intersection with stoplights on a cloudy day 537 | a cat laying down next to a bike tire 538 | a tabby cat laying on a cat scratcher in front of a bicycle wheel 539 | a cat is resting underneath a bicycle wheel 540 | a cat is falling asleep on top of a scratching pad 541 | an overhead view of a landscape from a plane 542 | this a view from an airplane of the landscape below 543 | the right wing of an airplane as it flies over a mountain range 544 | a view from a window on board an airplane flying in the sky 545 | a bathroom with a double sink and mirrors 546 | a bathroom with double sinks mirrors toilet and towel racks 547 | a fancy bathroom with double mirrors and sinks 548 | a fancy bathroom with his and her mirrors and sinks next to a toilette 549 | a man points at the wall in his kitchen 550 | raw cookies in a pan on the counter and baked cookies in a pan on the stove 551 | two pans with cookies in them sitting on a counter with liquor bottles a coffee maker and knives 552 | assorted items on a counter top in a kitchenette 553 | a tiled bathroom with a sink shower and tub 554 | tub and shower on platform in modern tiled bathroom 555 | a modernized full bathroom with several small leds 556 | a bathroom with a shower combination tub and sink 557 | there are two yellow flowers inside a vase 558 | an orange reddish rose in a vase filled with water on top of a table 559 | a beautiful yellow rose is seen in a small vase 560 | a yellow rose in a clear vase filled with water 561 | a black cat with white stomach takes a pose 562 | a cat pausing as it's picture is taken 563 | a cat sitting on a street corner looking at the camera 564 | a blue eyed tabby cat crouched on the ground 565 | a picturesque park with benches and big trees 566 | a row of park benches on the side of a green grassy hill 567 | there is a train traveling through a wooded area in the country 568 | a train traveling on a track through a nature park 569 | a man herds cows down a road 570 | a man in an atv is moving the cows along 571 | a person driving a 4 wheeler after a herd of cows 572 | a man is riding a tractor following some cows 573 | a white and beige tiled bathroom and adjoining walk in closet 574 | the view of a large bathroom with a walk in closet 575 | white tiled bathroom with a vanity tub and white flowers 576 | a bathroom with a walk in closet and a jacuzzi tub 577 | a flock of sheep spread out in a grassy pasture 578 | many sheep grazing in a large green pasture 579 | a large herd of sheep grazing in a pasture 580 | many sheep graze in a grassy pasture in a valley 581 | the bathroom has a wall sink medicine cabinet toothbrush holder and bare walls 582 | a black trash bag in a restroom next to a sink 583 | a door is open to a white bathroom that has a black garbage back on the floor 584 | a garbage bag in a white lighted bathroom 585 | a man standing near a red sox nascar 586 | a young man standing next to a race car with the red sox logo on it's hood 587 | a young boy standing by a red sox car wearing red sox shirt and visor 588 | a young boy standing in front of a sponsored car 589 | three motorcyclists and their bikes stand on the pavement 590 | a guy sitting on his motorcycle while a woman stands beside him 591 | several people around some motorcycles on the side of a road 592 | a gang of bikers sitting on top of motorcycles on a sidewalk 593 | a multi colored cat peers from a blanket between the wheels of a bicycle 594 | an adorable caleco cat sitting underneath a bicycle 595 | a cat sits behind a bicycle tire and peddles 596 | a cat on a red sheet is right under a bicycle wheel 597 | a captioned image of a small cat hiding in a purse 598 | an adorable cat attempts to hide in a purse to steal the persons identity 599 | a cat sits in the bottom of a purse with text at the bottom 600 | a little kitten is stuffed into a woman's purse 601 | an associate holding a big teddy bear at an office 602 | a very big teddy bear is next to a woman 603 | a woman in an office with a large teddy bear 604 | a smiling woman at work with a life size teddy bear 605 | parked motorcycle sitting in a driveway on a sunny day 606 | a bmw motor cycle parked next to shrub 607 | a silver sport tourer bmw motorcycle on a sidewalk 608 | a motorcycle sitting on display on a driveway 609 | i see part of an airplane flying in the sky 610 | a photograph taken from an airplane window while in flight 611 | an aerial view of the ground from an airplane 612 | a photo of a landscape from an airplane 613 | an office kitchen with open windows and no food 614 | a clean kitchen with the windows white and open 615 | an extremely plain and outdated white colored kitchen 616 | spacious white kitchen with brown cabinetry sink and appliances 617 | a man sitting on a concrete post talking on a cell phone 618 | a man sitting on a stone block talking on a cell phone 619 | a man sitting on a post talking on a cell phone 620 | a man sitting on a concrete pedestal talking on the phone 621 | closeup of a cat in a bathroom sink 622 | a yellow stripped cat sitting in a bathroom sink 623 | a brown cat sitting in a bathroom sink 624 | a cat sitting in a bathroom sink looking at the floor 625 | a person with his motorcycle by the ocean 626 | a person in a helmet standing by their motorcycle 627 | a person posing next to their motorcycle by the shore 628 | a motorcyclist stands next to a motorcycle at a lookout over a beach 629 | an industrial kitchen with white walls and stainless steel counters 630 | a cafeteria type kitchen that is not in use 631 | a clean steel industrial kitchen with minimal lighting 632 | a commercial kitchen with pots several pots on the stove 633 | a male getting an object out of a tree 634 | a young man jumping up into the air to catch a frisbee 635 | a man jumping in the air and catching a frisbee 636 | someone jumping up to get a frisbee out of a tree 637 | a motorcycle with no rider is parked by the grass 638 | a black motorcycle parked in front of trees 639 | the black motorcycle is parked on the asphalt 640 | a black motorcycle in front of some shrubs 641 | a glass bowl has oranges and apples in it 642 | a glass bowl filled with oranges on a table 643 | a glass bowl full of oranges and apples 644 | a close up of oranges and apples in a bowl 645 | a car show features a yellow hot wheels car 646 | a yellow dune buggy on display amongst other automobiles 647 | people at a auto show viewing very fancy cars 648 | hot wheels prop car in a studio exhibit 649 | a woman sitting on a bucket on the side of a street 650 | a young attractive woman sitting on a toilette on the side of a street 651 | a woman is sitting on a stool on a sidewalk 652 | a person sitting on a stool on the street 653 | the two wreaths were each hung above a sink 654 | a woman is taking a picture of herself in a bathroom mirror 655 | a woman taking a selfie in a bathroom with a digital camera 656 | a double sinked bathroom has circular twig wreaths hanging above 657 | a young girl sits in the bottom bunk of her bunkbed 658 | a young woman using a laptop computer while sitting on a bunk bed 659 | a bedroom with bunk beds and the bathroom next door 660 | a person that is sitting in a bed facing out 661 | a toilet with some kind of remote control 662 | a toilet in a stall with remote control buttons 663 | a toilet with buttons or a remote control 664 | an automatic toilet bowl that can do many functions 665 | a skateboarder wearing a plaid shirt and jeans 666 | a skateboarder is riding his skateboard at night 667 | a skate boarder at night prepairing to skate away 668 | a young man riding a skateboard on a street 669 | a canopy bed with white see through curtains 670 | an old victorian style bed frame in a bedroom 671 | a white bed and a ceiling fan light 672 | a bed in a bedroom with a white covering next to a doorway 673 | a desktop with two computers and fruit on it 674 | two computers sitting on top of a desk 675 | a lap top computer next to a computer monitor sitting on top of a desk 676 | a laptop computer and a desktop computer on a white desk 677 | a child standing in front of a toy dishwasher 678 | a young child stands in the kitchen with an adult 679 | a child standing in front of a fake appliance 680 | a girl observes a life size toy kitchen 681 | a couple riding a motorcycle with bags in hand 682 | a woman kisses a man as they sit on a motorcycle 683 | a girl on a motorcycle holding a dsw bag and kissing a guy who is driving the bike 684 | two women riding a motorcycle at night holding a shopping bag 685 | a couple of people that are in a kitchen cooking some food 686 | a man and a woman cook in the kitchen 687 | a man and woman in the kitchen preparing food 688 | a married couple preparing food in a house kitchen 689 | a street intersection taken from in side a car 690 | a picture taken from the driver seat of car at a stop sign 691 | a car coming to a stop sign as seen from inside the car 692 | stop sign in a rural area in the fall 693 | a cat sitting in front of a window looking outside 694 | a black and white cat sits near a window looking outside 695 | one cat is looking out a window and another cat is out on the ledge 696 | a black and white cat looking out a window over another cat 697 | an airplane tarmac with planes and trucks at sunset 698 | the exterior of an airport with some planes 699 | an airport and parking lot scene shows the sun at horizon 700 | sunrise on an airport tarmac with a plane at the boarding ramp 701 | a cat looking inside of a barn door 702 | a cat looking inside of a door from the outside 703 | a cat is at an opening between two doors 704 | a cat in a field looking inside a barn 705 | a woman in a purple top pulling food out of a oven 706 | a person in a kitchen looking at the oven 707 | a woman is at her oven in a lime green kitchen 708 | a woman in the kitchen opening her oven 709 | a street camera showing an empty street in the nighttime 710 | an overview picture of a street at night 711 | the city streets are dark and deserted at night 712 | a busy street intersection illuminated by streetlights and signs 713 | people attaching their bikes to the front of a bus 714 | two women loading their bicycles onto a bus rack 715 | a boy and girl are putting their bicycles on the front of a bus 716 | two woman loading bikes onto a public bus 717 | the bathroom features a vanity sink and tub/shower combination 718 | a view of a bathroom that is clean 719 | a small bathroom is featured in this photo 720 | a bathroom with a vanity toilet and shower 721 | a stove with the clock set at 11:59 there is a spice rack on the stove 722 | a picture of a white gas range with figurines above 723 | a white stoves burners with a green timer and some decorations 724 | a white stove turned off with a digital clock 725 | vehicles traveling on a very busy street in both directions 726 | a street scene with several cars and a bus 727 | a bus and two cars are going down a two way street 728 | a busy city street with cars and a bus 729 | the person skis through the snow covered street 730 | a person riding skis in the middle of a snowy street 731 | there is a man is skiing down a street 732 | a person skiing down a snowy city street 733 | a vintage photo of a bike eith a lock on it 734 | a close up of a bike brake on a bicycle 735 | a close up of a bicycle parked on a train platform 736 | a bicycle is chained up to a pole at a train station 737 | passengers walking toward a small propeller plane outside 738 | people walking toward an airplane to board it 739 | passengers getting ready to board a small aircraft 740 | people making their way towards a passenger plane 741 | a snow covered resort with people skiing and enjoying the snow and a carasel with a protective covering over it 742 | a ski resort that has a couple people outside 743 | skiers and people milling about a ski resort 744 | a circular tent is at the skiing lodge 745 | a candle overflows wax onto a table while heating a spoon 746 | a woman uses a paintbrush on a melting candle 747 | a person is melting silver over a candle stick 748 | someone cooking drugs in a spoon over a candle 749 | a baby holding a spoon looking at a cupcake and candle 750 | a toddler celebrates his birthday with a cupcake 751 | a child holds a spoon and looks at a cupcake 752 | a young boy with a spoon looking at a birthday cupcake 753 | two different motorcycles angle parked on a street 754 | one white motorcycle and one green motorcycle parked on the road 755 | two motorcycles are parked next to one another 756 | two motorcycles parked on black pavement side by side 757 | two airplanes are flying closely in the sky 758 | 1 military jet fighter flying in formation alongside a 1 military propeller pilot 759 | two aircraft flying one a jet and one a propeller plane 760 | the two planes are different in design but flying in a similar flight pattern 761 | a hanging sorter with fruits and vegetables throughout three different tiers 762 | fruit and vegetables are hanging in a metal basket 763 | a hanging metal display of various fruits and vegetables 764 | three hanging baskets all with fruit and vegetables 765 | a giraffe and a zebra walking through an african plain 766 | a giraffe and a zebra checking each other out 767 | a giraffe looks down at a zebra on the field 768 | a giraffe and a zebra are on a grassy field by the water 769 | gilded flowers tapestry pillows fresh oranges in a glass bowl and a bottle of spirits suggest tuscan decor and home accents 770 | oranges in a basket a pillow and a bottle of liquor 771 | bowl of fruit and a bottle of liqour next to gold pillow and ornamental flowers 772 | oranges are in a basket on a table next to a liquor bottle 773 | a man with a bow tie sits in a car with a hat on his head 774 | a man wearing a blue bow tie and a fedora hat in a car 775 | a man in a gray and blur hat with a blue shirt and bowtie 776 | a man takes a photo of himself wearing a bowtie and hat 777 | an older industrial kitchen with many pots and pans 778 | the kitchen has many grill with pots hanging all around 779 | a kitchen with a large stove and a lot of pots 780 | a kitchen with a large stove and hanging pots 781 | a church has pews with the sun shining in on them 782 | light from an open door shines on a simple wooden pew in a church 783 | church doors open and lights peers through on chairs 784 | light shining onto the pews of a church through an open door 785 | there is a dog sitting on the cart of a motorcycle 786 | a dog with goggles is in a motorcycle side car 787 | a dog sitting on the side car of a motorcycle in parking lot 788 | a dog in helmet and sunglasses in a motorcycle sidecar 789 | a man walking down the sidewalk and a blue briefcase in front of a post 790 | a man is walking down the street in front of a red door 791 | a blue suitcase is leaning against a post on the street while a man walks by 792 | a man walking on the sidewalk next to a suitcase leaning against a lamp 793 | a woman with a pink top on is sheering a sheep 794 | a woman holding a sheep by its front legs 795 | a sheep in the field being shorn by a man 796 | a man looks after a sheep on his farm 797 | a man flies a kite in a park 798 | a man flying a kite in a park on a clear day 799 | a person in a field flying a kite with people walking around 800 | a man is flying a kite at the park 801 | a boat that has many bikes on board 802 | a house boat along the water has bicycles on deck 803 | a boat home sitting on a river bay 804 | a boat is docked and filled with bicycles next to a grassy area on a body of water 805 | four giraffes are standing in front of some trees 806 | four giraffes in the wild eating from trees 807 | four giraffes standing in front of trees on a grassy field 808 | four giraffes in a grassy plain with trees in the background 809 | a large airplane on the tarmac of an airport 810 | a large airplane is on the airport runway 811 | commercial liner at a airport parked on a runway 812 | a giant airplane sitting on the tarmac of an airport 813 | a futuristic car and a motorcycle parked next to each other 814 | a parked motorcycle with a red enclosed side car 815 | a motorcycle with a red and shiny side car 816 | vehicles at a car show are shown a small car and a motorcycle 817 | a colorful train stopped at a train station 818 | a yellow and blue train is next to an overhang 819 | a passenger train stopped near a train station 820 | a train sits on the track at a deserted station overlooked by a tower 821 | a cat laying on a bowl on a table in front of a fish tank 822 | a stoic looking cat sits in a green bowl 823 | a black and white cat curls up in a large mixing bowl 824 | a black and white cat sitting in a green bowl 825 | a policeman is standing on his motorcycle and being watched by a crowd 826 | a man in a uniform standing on a motorcycle in front of a crowd 827 | a police man standing on tip of his motorcycle 828 | police officer standing on a motorcycle while driving it 829 | an airplane that is on the landing strip 830 | a oneworld passenger plane taking off from an airport 831 | big commercial airplane getting ready to take off 832 | a jumbo jet is coming in for a landing 833 | the woman looks at her dog as the dog watches something in the distance 834 | a girl is sitting by her dog on the stairs 835 | a woman sitiing on the top step in front of a door 836 | a person and dog sitting outside a building with a table toilet bowl and ladder against the building 837 | black leather sofa in a room with white walls 838 | an office with a leather couch surrounded by books 839 | a room with a chair and couch and multiple books 840 | a small sitting room with furniture and books 841 | two ladies in a bathroom brushing their teeth one lady holds a digital camera 842 | women taking picture of themselves while brushing their teeth 843 | two women in the bathroom brushing their teeth 844 | a nerdy woman brushing her teeth with a friend nearby 845 | man hangs off side of motorcycle during race as spectators look on 846 | motorcyclist is taking a turn while onlookers observe 847 | onlookers are watching a pair doing tricks on their motorcycle 848 | a man riding a motorcycle with another man hang off it's side 849 | a kitchen with a window a sink and a table 850 | an empty kitchen filled with dishes and appliances 851 | there is a country styled kitchen with wood flooring and white walls 852 | a well lit kitchen with polished wooden floors 853 | a photo of a building with a clock tower 854 | a stone building with a clock displayed on the outside 855 | a large stone building with a clock face on it 856 | a tall multi story building with a large clock atop it 857 | a living room with couches chairs and a large flat screen tv 858 | entertainment room with rack of dvds tv and seating area 859 | a living room is arranged so people can watch the television 860 | a living room filled with books furniture and a flat screen tv 861 | bathroom sink with toothbrushes in a stand and a mirror 862 | a clean white bathroom with a simple mirror above the vanity 863 | a white bathroom a sink and a brown mirror 864 | a bathroom with a white sink and mirror 865 | a kitchen that features and oven that has a light turned on in it 866 | an oven in a kitchen with a stove on top in between counter tops 867 | the front view of the stove built within the counter 868 | a clean kitchen with a light on in the oven 869 | three gray jets outside an air force base 870 | three airplanes on display behind a high fence 871 | a monument depicting three fighter planes attached to the ground 872 | fighter jets on display in front of a museum 873 | a bathroom with a sink and two burgundy towels on the door 874 | a bathroom sink and towels hanging on the door 875 | a bathroom with checkered tile and maroon towels 876 | two towels hanging on a door of a bathroom 877 | an empty bathroom with one ceramic sink and a mirror 878 | a white sink sitting underneath a round mirror 879 | a sink with a round mirror on the wall above it 880 | the front view of a sink with a mirror on top 881 | two young women are washing two motorcycles with hoses 882 | a group of women operating a car wash 883 | girls wash a motorcycle while men look on 884 | young women washing motor cycles in the middle of a street 885 | a man and police officer on the sidewalk next to a motorcycle 886 | a polie officer standing next to a motorcycle parked on the street 887 | a man sitting on a curb with a police officer behind him 888 | a scene depicting a man sitting down on a curb and a motor cop writing a ticket 889 | a herd of of wild animals walking around a field surrounded by forest 890 | a group of different animals are grazing in the wild 891 | zebras giraffes and kudus on the run across a plain 892 | a group of wild animals in a field outside 893 | a commercial plane on the strip to take off 894 | an airplane on the runway either just landed or ready to take off 895 | a jumbo jet touching down on the runway 896 | an egyptian airlines plane landing at an airport 897 | people on motorcycles riding in the street in a parade 898 | a motorcycle rally on the street with many spectators 899 | ladies riding down the street on motorcycles as others look on 900 | gay and lesbian community members riding motorcycles down the street during a gay pride parade 901 | two white sinks in a bathroom with a phone in it 902 | an empty modern style bathroom for two people 903 | the bathroom is cluttered with various grooming objects 904 | a bathroom with two sinks and an enclosed shower 905 | an open field with a truck and some kites being flown 906 | a car is parked on dry grass with kites overhead 907 | a pickup truck is parked underneath multiple flying kites 908 | a truck driving through a field with people flying kites 909 | two sheep peek over the edge of a wall 910 | two sheep are looking over a cement wall 911 | sheep standing next to a stone wall in front of a tree 912 | two sheep poking their heads over a white cement wall 913 | a close up of candles on a cake with onlookers in the background 914 | people are looking at a decorative cake with long candles 915 | people standing next to a table with a cake 916 | people standing around a cake with candles in it 917 | the view of the shower sink and towel rack 918 | a white bathroom has a white shower curtain 919 | a white and bright bathroom with silver fixtures 920 | a bathroom with a mirror lighting and bathtub with shower combo 921 | a person on a motorcycle with a stuffed animal on back 922 | a person sits on top of a motorcycle with a stuffed toy 923 | a motorcyclist riding with a stuffed animal attached to the back 924 | a person riding a motorcycle with a stuffed animal on the back 925 | two people are walking the dog through the snow 926 | a woman man and a dog standing in the snow 927 | a mand and a woman walking their dog in the snow down a hill 928 | these people are walking a dog in the snow 929 | a bathroom is shown with a tub and mirrors 930 | a bathroom with a large bathtub and sink under a large mirror 931 | a bathtub in front of a large mirror 932 | an empty bathroom has a tub and a sink in the background 933 | a black car withe license plate supabaad parked next to a parking meter 934 | car parked at meter with license plate that says supabaad 935 | a mercedez benz car is parked next to a parking meter 936 | a mercedes parked next to a parking meter on a street 937 | a park and walkway lined with benches and bushes 938 | a wooden and metal bench near a over grown bush 939 | two back to back wooden benches next to a shrub near a stone walkway 940 | an empty park bench sitting next to a bush at night 941 | a man standing next to a motorcycle on asphalt 942 | people standing on a roadway next to a vintage motorcycle 943 | a person holding upright an older motorcycle that looks to be retrofitted 944 | a small group of people standing around a small motor bike 945 | a thin dog is standing by a marker in the road 946 | a dog standing next to an address marker and a woman holding an umbrella 947 | a white dog standing by a sign on the street 948 | a dog standing near a street sign on a dirt road 949 | a shiny motorcycle is parked on a city sidewalk 950 | a motorcycle parked next to a yellow thing and tree 951 | two motorcycles parked on a bricked sidewalk against a newspaper rack 952 | a black and orange motorcycle on a sidewalk 953 | trees ring a cathedral with clock tower and elaborate turrets 954 | a close up detail of an ornate brickwork cathedral 955 | an ornate building has a clock tower near by 956 | stained glass windows with trim decorate a church 957 | an american eagle commercial plane flying in the sky 958 | the plane is flying through a clear blue sky 959 | a commercial airplane flies through the sky to its destination 960 | a white american eagle plane flying in the sky 961 | elephant walking through the middle of the road in front of a car 962 | an elephant is crossing a road while a jeep is parked watching 963 | an elephant crossing the road in front of a car 964 | an elephant crossing the road in front of an suv 965 | a retro style television set a lamp a couch pictures and curtains 966 | an old floor standing tv next to a leather couch 967 | a boxed tv and sofa with a lamp in a room 968 | the living room is empty and the television is turned off 969 | a car sitting at a stop light at dusk 970 | a car stopped at a traffic light with it's brake lights on 971 | the a car that is stopped at a red light at an intersection 972 | a car stopped at the front of the stop light 973 | a group of people in a field of grass near a building 974 | people standing around a park bench next to a bicycle 975 | several people standing in an area with picnic tables looking at a board 976 | a group of women are describing a new setup for a building plan 977 | a mirrored door showing the reflection of a couple 978 | a man standing outside of a building next to bicycles 979 | a man in a red jacket and a woman mannequin in a red top 980 | two people stand outside of a very old building 981 | a brightly colored store front with benches and chairs 982 | empty seats in front of a building on a sidewalk 983 | benches and chairs set outside a building with cathedral doors 984 | the front view of a building that has a bench and chairs located in front 985 | a dog in a basket being carried by its owner 986 | a dog rides in a cart pulled by a man on a bike 987 | a man riding a bike with a wooden trainer attached and a dog riding in it 988 | a man on a bike pulling a cart with a dog inside 989 | two people riding bikes alongside a bus on a city street 990 | two bicycle riders riding in the city at night 991 | police officers riding bikes in the city at night 992 | two people riding their bikes in the street 993 | a kitchen with lots of cupboards and counter space 994 | a white kitchen with marble countertops and stone floors 995 | a nicely decorated kitchen area with white cabinets 996 | there is nobody in the kitchen right now 997 | bathroom with a sink toilet and a shower with towels on it 998 | a bathroom with a vanity mirror toilette and kitchen sink next to a shower 999 | a bathroom with a picture and red and black vase on the vanity 1000 | a bathroom with a tan sink and white toliet 1001 | 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