├── .gitignore ├── BTD Model-Final.ipynb ├── BTD Pred.ipynb ├── BTD ├── test │ ├── no │ │ ├── 1 no.jpeg │ │ ├── 10 no.jpg │ │ ├── 11 no.jpg │ │ ├── 12 no.jpg │ │ ├── 13 no.jpg │ │ ├── 14 no.jpg │ │ ├── 15 no.jpg │ │ ├── 17 no.jpg │ │ ├── 18 no.jpg │ │ ├── 19 no.jpg │ │ ├── 2 no.jpeg │ │ ├── 20 no.jpg │ │ ├── 21 no.jpg │ │ ├── 3 no.jpg │ │ ├── 4 no.jpg │ │ ├── 5 no.jpg │ │ ├── 6 no.jpg │ │ ├── 7 no.jpg │ │ ├── 8 no.jpg │ │ └── 9 no.jpg │ └── yes │ │ ├── Y1.jpg │ │ ├── Y10.jpg │ │ ├── Y11.jpg │ │ ├── Y12.jpg │ │ ├── Y13.jpg │ │ ├── Y14.jpg │ │ ├── Y15.jpg │ │ ├── Y16.JPG │ │ ├── Y17.jpg │ │ ├── Y18.JPG │ │ ├── Y19.JPG │ │ ├── Y2.jpg │ │ ├── Y20.jpg │ │ ├── Y21.jpg │ │ ├── Y22.jpg │ │ ├── Y3.jpg │ │ ├── Y4.jpg │ │ ├── Y6.jpg │ │ ├── Y7.jpg │ │ ├── Y8.jpg │ │ └── Y9.jpg └── train │ ├── no │ ├── 22 no.jpg │ ├── 23 no.jpg │ ├── 24 no.jpg │ ├── 25 no.jpg │ ├── 26 no.jpg │ ├── 27 no.jpg │ ├── 28 no.jpg │ ├── 29 no.jpg │ ├── 30 no.jpg │ ├── 31 no.jpg │ ├── 32 no.jpg │ ├── 33 no.jpg │ ├── 34 no.jpg │ ├── 35 no.jpg │ ├── 36 no.jpg │ ├── 37 no.jpg │ ├── 38 no.jpg │ ├── 39 no.jpg │ ├── 40 no.jpg │ ├── 41 no.jpg │ ├── 42 no.jpg │ ├── 43 no.jpg │ ├── 44no.jpg │ ├── 45 no.jpg │ ├── 46 no.jpg │ ├── 47 no.jpg │ ├── 48 no.jpeg │ ├── 49 no.jpg │ ├── 50 no.jpg │ ├── N1.JPG │ ├── N11.jpg │ ├── N15.jpg │ ├── N16.jpg │ ├── N17.jpg │ ├── N19.JPG │ ├── N2.JPG │ ├── N20.JPG │ ├── N21.jpg │ ├── N22.JPG │ ├── N26.JPG │ ├── N3.jpg │ ├── N5.jpg │ ├── N6.jpg │ ├── No11.jpg │ ├── No12.jpg │ ├── No13.jpg │ ├── No14.jpg │ ├── No15.jpg │ ├── No16.jpg │ ├── No17.jpg │ ├── No18.jpg │ ├── No19.jpg │ ├── No20.jpg │ ├── No21.jpg │ ├── No22.jpg │ ├── no 1.jpg │ ├── no 10.jpg │ ├── no 100.jpg │ ├── no 2.jpg │ ├── no 3.jpg │ ├── no 4.jpg │ ├── no 5.jpeg │ ├── no 6.jpg │ ├── no 7.jpeg │ ├── no 8.jpg │ ├── no 89.jpg │ ├── no 9.png │ ├── no 90.jpg │ ├── no 91.jpeg │ ├── no 92.jpg │ ├── no 923.jpg │ ├── no 94.jpg │ ├── no 95.jpg │ ├── no 96.jpg │ ├── no 97.jpg │ ├── no 98.jpg │ ├── no 99.jpg │ └── no.jpg │ └── yes │ ├── Y100.JPG │ ├── Y101.jpg │ ├── Y102.jpg │ ├── Y103.jpg │ ├── Y104.jpg │ ├── Y105.jpg │ ├── Y106.jpg │ ├── Y107.jpg │ ├── Y108.jpg │ ├── Y109.JPG │ ├── Y111.JPG │ ├── Y112.JPG │ ├── Y113.JPG │ ├── Y114.JPG │ ├── Y115.JPG │ ├── Y116.JPG │ ├── Y117.JPG │ ├── Y120.JPG │ ├── Y146.JPG │ ├── Y147.JPG │ ├── Y148.JPG │ ├── Y153.jpg │ ├── Y154.jpg │ ├── Y155.JPG │ ├── Y156.JPG │ ├── Y157.JPG │ ├── Y158.JPG │ ├── Y159.JPG │ ├── Y160.JPG │ ├── Y161.JPG │ ├── Y162.jpg │ ├── Y163.JPG │ ├── Y164.JPG │ ├── Y165.JPG │ ├── Y166.JPG │ ├── Y167.JPG │ ├── Y168.jpg │ ├── Y169.jpg │ ├── Y170.JPG │ ├── Y180.jpg │ ├── Y181.jpg │ ├── Y182.JPG │ ├── Y183.jpg │ ├── Y184.JPG │ ├── Y185.jpg │ ├── Y186.jpg │ ├── Y187.jpg │ ├── Y188.jpg │ ├── Y192.JPG │ ├── Y193.JPG │ ├── Y194.jpg │ ├── Y195.JPG │ ├── Y23.JPG │ ├── Y24.jpg │ ├── Y242.JPG │ ├── Y243.JPG │ ├── Y244.JPG │ ├── Y245.jpg │ ├── Y246.JPG │ ├── Y247.JPG │ ├── Y248.JPG │ ├── Y249.JPG │ ├── Y25.jpg │ ├── Y250.jpg │ ├── Y251.JPG │ ├── Y252.jpg │ ├── Y253.JPG │ ├── Y254.jpg │ ├── Y255.JPG │ ├── Y256.JPG │ ├── Y257.jpg │ ├── Y258.JPG │ ├── Y259.JPG │ ├── Y26.jpg │ ├── Y27.jpg │ ├── Y28.jpg │ ├── Y29.jpg │ ├── Y30.jpg │ ├── Y31.jpg │ ├── Y32.jpg │ ├── Y33.jpg │ ├── Y34.jpg │ ├── Y35.jpg │ ├── Y36.JPG │ ├── Y37.jpg │ ├── Y38.jpg │ ├── Y39.jpg │ ├── Y40.JPG │ ├── Y41.jpg │ ├── Y42.jpg │ ├── Y44.JPG │ ├── Y45.JPG │ ├── Y46.jpg │ ├── Y47.JPG │ ├── Y49.JPG │ ├── Y50.JPG │ ├── Y51.jpg │ ├── Y52.jpg │ ├── Y53.jpg │ ├── Y54.jpg │ ├── Y55.jpg │ ├── Y56.jpg │ ├── Y58.JPG │ ├── Y59.JPG │ ├── Y60.jpg │ ├── Y61.jpg │ ├── Y62.jpg │ ├── Y65.JPG │ ├── Y66.JPG │ ├── Y67.JPG │ ├── Y69.jpg │ ├── Y70.jpg │ ├── Y71.JPG │ ├── Y73.jpg │ ├── Y74.jpg │ ├── Y75.JPG │ ├── Y76.jpg │ ├── Y77.jpg │ ├── Y78.jpg │ ├── Y79.jpg │ ├── Y81.jpg │ ├── Y82.jpg │ ├── Y85.JPG │ ├── Y86.JPG │ ├── Y89.JPG │ ├── Y90.jpg │ ├── Y91.jpg │ ├── Y92.jpg │ ├── Y92.png │ ├── Y95.jpg │ ├── Y96.jpg │ ├── Y97.JPG │ ├── Y98.JPG │ └── Y99.JPG ├── BTD2.h5 ├── Documentation.docx ├── EXTERNSHIP PPT.pptx ├── Readme.md ├── Testing images ├── N1.jpg ├── N4.jpg ├── N5.jpg ├── Y1.JPG ├── Y2.JPG ├── Y3.jpg ├── Y4.jpg └── Y5.JPG ├── app.py ├── prediction.py ├── requirements.txt ├── static ├── CSS │ └── index.css └── assets │ └── tumor_scan.png └── templates └── index.html /.gitignore: -------------------------------------------------------------------------------- 1 | ./venv -------------------------------------------------------------------------------- /BTD Model-Final.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# BRAIN TUMOR PREDICTION USING CNN\n", 8 | "\n", 9 | "## THIS FILE HAS MODEL BUILDING\n" 10 | ] 11 | }, 12 | { 13 | "cell_type": "code", 14 | "execution_count": 1, 15 | "metadata": {}, 16 | "outputs": [ 17 | { 18 | "name": "stderr", 19 | "output_type": "stream", 20 | "text": [ 21 | "2021-10-17 18:14:04.972458: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudart.so.11.0\n" 22 | ] 23 | } 24 | ], 25 | "source": [ 26 | "from tensorflow.keras.models import Sequential\n", 27 | "from tensorflow.keras.layers import Dense\n", 28 | "from tensorflow.keras.layers import Convolution2D\n", 29 | "from tensorflow.keras.layers import MaxPooling2D\n", 30 | "from tensorflow.keras.layers import Flatten\n", 31 | "from keras.preprocessing.image import ImageDataGenerator" 32 | ] 33 | }, 34 | { 35 | "cell_type": "code", 36 | "execution_count": 2, 37 | "metadata": {}, 38 | "outputs": [], 39 | "source": [ 40 | "train_datagen = ImageDataGenerator(rescale = 1./255,shear_range = 0.2,zoom_range = 0.2,horizontal_flip = True)\n", 41 | "test_datagen = ImageDataGenerator(rescale = 1./255)" 42 | ] 43 | }, 44 | { 45 | "cell_type": "code", 46 | "execution_count": 3, 47 | "metadata": {}, 48 | "outputs": [ 49 | { 50 | "name": "stdout", 51 | "output_type": "stream", 52 | "text": [ 53 | "Found 212 images belonging to 2 classes.\n", 54 | "Found 41 images belonging to 2 classes.\n" 55 | ] 56 | } 57 | ], 58 | "source": [ 59 | "x_train = train_datagen.flow_from_directory(\"BTD/train\",target_size = (64,64),batch_size = 32, class_mode =\"categorical\")\n", 60 | "x_test = test_datagen.flow_from_directory(\"BTD/test\",target_size = (64,64),batch_size = 32, class_mode =\"categorical\")\n", 61 | "# x_train = train_datagen.flow_from_directory(\"BTD/train\",target_size = (64,64),batch_size = 8, class_mode =\"categorical\")\n", 62 | "# x_test = test_datagen.flow_from_directory(\"BTD/test\",target_size = (64,64),batch_size = 8, class_mode =\"categorical\")\n" 63 | ] 64 | }, 65 | { 66 | "cell_type": "code", 67 | "execution_count": 4, 68 | "metadata": {}, 69 | "outputs": [ 70 | { 71 | "name": "stderr", 72 | "output_type": "stream", 73 | "text": [ 74 | "2021-10-17 18:14:05.812113: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcuda.so.1\n", 75 | "2021-10-17 18:14:05.851461: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", 76 | "2021-10-17 18:14:05.851775: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1733] Found device 0 with properties: \n", 77 | "pciBusID: 0000:26:00.0 name: NVIDIA GeForce RTX 2060 computeCapability: 7.5\n", 78 | "coreClock: 1.71GHz coreCount: 30 deviceMemorySize: 5.79GiB deviceMemoryBandwidth: 312.97GiB/s\n", 79 | "2021-10-17 18:14:05.851789: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudart.so.11.0\n", 80 | "2021-10-17 18:14:05.853969: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcublas.so.11\n", 81 | "2021-10-17 18:14:05.854000: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcublasLt.so.11\n", 82 | "2021-10-17 18:14:05.855571: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcufft.so.10\n", 83 | "2021-10-17 18:14:05.855718: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcurand.so.10\n", 84 | "2021-10-17 18:14:05.856022: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcusolver.so.11\n", 85 | "2021-10-17 18:14:05.856502: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcusparse.so.11\n", 86 | "2021-10-17 18:14:05.856574: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudnn.so.8'; dlerror: libcudnn.so.8: cannot open shared object file: No such file or directory\n", 87 | "2021-10-17 18:14:05.856582: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1766] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.\n", 88 | "Skipping registering GPU devices...\n", 89 | "2021-10-17 18:14:05.856842: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", 90 | "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", 91 | "2021-10-17 18:14:05.857093: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1258] Device interconnect StreamExecutor with strength 1 edge matrix:\n", 92 | "2021-10-17 18:14:05.857103: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1264] \n" 93 | ] 94 | } 95 | ], 96 | "source": [ 97 | "model = Sequential()\n", 98 | "model.add(Convolution2D(32,(3,3), input_shape=(64,64,3)))\n", 99 | "model.add(MaxPooling2D(2,2))\n", 100 | "model.add(Flatten())" 101 | ] 102 | }, 103 | { 104 | "cell_type": "code", 105 | "execution_count": 5, 106 | "metadata": {}, 107 | "outputs": [], 108 | "source": [ 109 | "model.add(Dense(units = 256,activation = \"relu\",kernel_initializer = \"random_uniform\"))\n", 110 | "model.add(Dense(units = 256,activation = \"relu\",kernel_initializer = \"random_uniform\"))\n", 111 | "model.add(Dense(units = 2,activation = \"softmax\",kernel_initializer = \"random_uniform\"))\n", 112 | "model.compile(\"sgd\",loss = \"categorical_crossentropy\",metrics = [\"accuracy\"])" 113 | ] 114 | }, 115 | { 116 | "cell_type": "code", 117 | "execution_count": null, 118 | "metadata": { 119 | "scrolled": false 120 | }, 121 | "outputs": [ 122 | { 123 | "name": "stderr", 124 | "output_type": "stream", 125 | "text": [ 126 | "/home/theinhumaneme/Desktop/Git Repo/Brain-Tumor-Detection/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/training.py:1940: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n", 127 | " warnings.warn('`Model.fit_generator` is deprecated and '\n", 128 | "2021-10-17 18:14:06.043742: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:176] None of the MLIR Optimization Passes are enabled (registered 2)\n", 129 | "2021-10-17 18:14:06.044027: I tensorflow/core/platform/profile_utils/cpu_utils.cc:114] CPU Frequency: 3600080000 Hz\n" 130 | ] 131 | }, 132 | { 133 | "name": "stdout", 134 | "output_type": "stream", 135 | "text": [ 136 | "Epoch 1/200\n", 137 | "7/7 [==============================] - 1s 118ms/step - loss: 0.6676 - accuracy: 0.6179 - val_loss: 0.6548 - val_accuracy: 0.5312\n", 138 | "Epoch 2/200\n", 139 | "7/7 [==============================] - 1s 101ms/step - loss: 0.6388 - accuracy: 0.6321 - val_loss: 0.6510 - val_accuracy: 0.5000\n", 140 | "Epoch 3/200\n", 141 | "7/7 [==============================] - 1s 97ms/step - loss: 0.6288 - accuracy: 0.6321 - val_loss: 0.6773 - val_accuracy: 0.5000\n", 142 | "Epoch 4/200\n", 143 | "7/7 [==============================] - 1s 95ms/step - loss: 0.6288 - accuracy: 0.6321 - val_loss: 0.6990 - val_accuracy: 0.4375\n", 144 | "Epoch 5/200\n", 145 | "7/7 [==============================] - 1s 95ms/step - loss: 0.6230 - accuracy: 0.6321 - val_loss: 0.6255 - val_accuracy: 0.5625\n", 146 | "Epoch 6/200\n", 147 | "7/7 [==============================] - 1s 100ms/step - loss: 0.6188 - accuracy: 0.6321 - val_loss: 0.6675 - val_accuracy: 0.5000\n", 148 | "Epoch 7/200\n", 149 | "7/7 [==============================] - 1s 105ms/step - loss: 0.6142 - accuracy: 0.6321 - val_loss: 0.6357 - val_accuracy: 0.5312\n", 150 | "Epoch 8/200\n", 151 | "7/7 [==============================] - 1s 98ms/step - loss: 0.6026 - accuracy: 0.6321 - val_loss: 0.6259 - val_accuracy: 0.5312\n", 152 | "Epoch 9/200\n", 153 | "7/7 [==============================] - 1s 103ms/step - loss: 0.6121 - accuracy: 0.6321 - val_loss: 0.6570 - val_accuracy: 0.4375\n", 154 | "Epoch 10/200\n", 155 | "7/7 [==============================] - 1s 102ms/step - loss: 0.6048 - accuracy: 0.6321 - val_loss: 0.6044 - val_accuracy: 0.5625\n", 156 | "Epoch 11/200\n", 157 | "7/7 [==============================] - 1s 93ms/step - loss: 0.5966 - accuracy: 0.6321 - val_loss: 0.5954 - val_accuracy: 0.5625\n", 158 | "Epoch 12/200\n", 159 | "7/7 [==============================] - 1s 101ms/step - loss: 0.5950 - accuracy: 0.6321 - val_loss: 0.5871 - val_accuracy: 0.5000\n", 160 | "Epoch 13/200\n", 161 | "7/7 [==============================] - 1s 97ms/step - loss: 0.5960 - accuracy: 0.6557 - val_loss: 0.6133 - val_accuracy: 0.5625\n", 162 | "Epoch 14/200\n", 163 | "7/7 [==============================] - 1s 99ms/step - loss: 0.5832 - accuracy: 0.6415 - val_loss: 0.5886 - val_accuracy: 0.7500\n", 164 | "Epoch 15/200\n", 165 | "7/7 [==============================] - 1s 91ms/step - loss: 0.5772 - accuracy: 0.7075 - val_loss: 0.5729 - val_accuracy: 0.7188\n", 166 | "Epoch 16/200\n", 167 | "7/7 [==============================] - 1s 95ms/step - loss: 0.5871 - accuracy: 0.6887 - val_loss: 0.5627 - val_accuracy: 0.7188\n", 168 | "Epoch 17/200\n", 169 | "7/7 [==============================] - 1s 90ms/step - loss: 0.5904 - accuracy: 0.6934 - val_loss: 0.6047 - val_accuracy: 0.7188\n", 170 | "Epoch 18/200\n", 171 | "7/7 [==============================] - 1s 94ms/step - loss: 0.5894 - accuracy: 0.7170 - val_loss: 0.6183 - val_accuracy: 0.7500\n", 172 | "Epoch 19/200\n", 173 | "7/7 [==============================] - 1s 96ms/step - loss: 0.5805 - accuracy: 0.7453 - val_loss: 0.5769 - val_accuracy: 0.7500\n", 174 | "Epoch 20/200\n", 175 | "7/7 [==============================] - 1s 92ms/step - loss: 0.5836 - accuracy: 0.7453 - val_loss: 0.5790 - val_accuracy: 0.7188\n", 176 | "Epoch 21/200\n", 177 | "7/7 [==============================] - 1s 98ms/step - loss: 0.5794 - accuracy: 0.7311 - val_loss: 0.5990 - val_accuracy: 0.6562\n", 178 | "Epoch 22/200\n", 179 | "7/7 [==============================] - 1s 98ms/step - loss: 0.5625 - accuracy: 0.7500 - val_loss: 0.6471 - val_accuracy: 0.6875\n", 180 | "Epoch 23/200\n", 181 | "7/7 [==============================] - 1s 96ms/step - loss: 0.5573 - accuracy: 0.7453 - val_loss: 0.5829 - val_accuracy: 0.6562\n", 182 | "Epoch 24/200\n", 183 | "7/7 [==============================] - 1s 97ms/step - loss: 0.5458 - accuracy: 0.7547 - val_loss: 0.5968 - val_accuracy: 0.6875\n", 184 | "Epoch 25/200\n", 185 | "7/7 [==============================] - 1s 101ms/step - loss: 0.5638 - accuracy: 0.7311 - val_loss: 0.5682 - val_accuracy: 0.6875\n", 186 | "Epoch 26/200\n", 187 | "7/7 [==============================] - 1s 96ms/step - loss: 0.5767 - accuracy: 0.7311 - val_loss: 0.5406 - val_accuracy: 0.7500\n", 188 | "Epoch 27/200\n", 189 | "7/7 [==============================] - 1s 95ms/step - loss: 0.5742 - accuracy: 0.7453 - val_loss: 0.5351 - val_accuracy: 0.6875\n", 190 | "Epoch 28/200\n", 191 | "7/7 [==============================] - 1s 97ms/step - loss: 0.5734 - accuracy: 0.7358 - val_loss: 0.5208 - val_accuracy: 0.7500\n", 192 | "Epoch 29/200\n", 193 | "7/7 [==============================] - 1s 99ms/step - loss: 0.5663 - accuracy: 0.7358 - val_loss: 0.5456 - val_accuracy: 0.8125\n", 194 | "Epoch 30/200\n", 195 | "7/7 [==============================] - 1s 99ms/step - loss: 0.5498 - accuracy: 0.7123 - val_loss: 0.6283 - val_accuracy: 0.6250\n", 196 | "Epoch 31/200\n", 197 | "7/7 [==============================] - 1s 95ms/step - loss: 0.5427 - accuracy: 0.7547 - val_loss: 0.5710 - val_accuracy: 0.7500\n", 198 | "Epoch 32/200\n", 199 | "7/7 [==============================] - 1s 94ms/step - loss: 0.5457 - accuracy: 0.7453 - val_loss: 0.5994 - val_accuracy: 0.6562\n", 200 | "Epoch 33/200\n", 201 | "7/7 [==============================] - 1s 92ms/step - loss: 0.5384 - accuracy: 0.7689 - val_loss: 0.4847 - val_accuracy: 0.7812\n", 202 | "Epoch 34/200\n", 203 | "7/7 [==============================] - 1s 93ms/step - loss: 0.5616 - accuracy: 0.7264 - val_loss: 0.5846 - val_accuracy: 0.6875\n", 204 | "Epoch 35/200\n", 205 | "7/7 [==============================] - 1s 100ms/step - loss: 0.5454 - accuracy: 0.7547 - val_loss: 0.5674 - val_accuracy: 0.6875\n", 206 | "Epoch 36/200\n", 207 | "7/7 [==============================] - 1s 95ms/step - loss: 0.5383 - accuracy: 0.7642 - val_loss: 0.5606 - val_accuracy: 0.6875\n", 208 | "Epoch 37/200\n", 209 | "7/7 [==============================] - 1s 104ms/step - loss: 0.5512 - accuracy: 0.7075 - val_loss: 0.5638 - val_accuracy: 0.7188\n", 210 | "Epoch 38/200\n", 211 | "7/7 [==============================] - 1s 97ms/step - loss: 0.5645 - accuracy: 0.7217 - val_loss: 0.5285 - val_accuracy: 0.7812\n", 212 | "Epoch 39/200\n", 213 | "7/7 [==============================] - 1s 101ms/step - loss: 0.5430 - accuracy: 0.7406 - val_loss: 0.4964 - val_accuracy: 0.7188\n", 214 | "Epoch 40/200\n", 215 | "7/7 [==============================] - 1s 90ms/step - loss: 0.5331 - accuracy: 0.7406 - val_loss: 0.5244 - val_accuracy: 0.6875\n", 216 | "Epoch 41/200\n", 217 | "7/7 [==============================] - 1s 93ms/step - loss: 0.5251 - accuracy: 0.7642 - val_loss: 0.5219 - val_accuracy: 0.6875\n", 218 | "Epoch 42/200\n", 219 | "7/7 [==============================] - 1s 104ms/step - loss: 0.5266 - accuracy: 0.7264 - val_loss: 0.4934 - val_accuracy: 0.7500\n", 220 | "Epoch 43/200\n", 221 | "7/7 [==============================] - 1s 97ms/step - loss: 0.5522 - accuracy: 0.7264 - val_loss: 0.5613 - val_accuracy: 0.6875\n", 222 | "Epoch 44/200\n", 223 | "7/7 [==============================] - 1s 104ms/step - loss: 0.5430 - accuracy: 0.7453 - val_loss: 0.5765 - val_accuracy: 0.7188\n", 224 | "Epoch 45/200\n", 225 | "7/7 [==============================] - 1s 94ms/step - loss: 0.5410 - accuracy: 0.7358 - val_loss: 0.5391 - val_accuracy: 0.7188\n", 226 | "Epoch 46/200\n", 227 | "7/7 [==============================] - 1s 99ms/step - loss: 0.5380 - accuracy: 0.7453 - val_loss: 0.5589 - val_accuracy: 0.7188\n", 228 | "Epoch 47/200\n", 229 | "7/7 [==============================] - 1s 104ms/step - loss: 0.5418 - accuracy: 0.7217 - val_loss: 0.5024 - val_accuracy: 0.7500\n", 230 | "Epoch 48/200\n", 231 | "7/7 [==============================] - 1s 96ms/step - loss: 0.5175 - accuracy: 0.7500 - val_loss: 0.5657 - val_accuracy: 0.7500\n", 232 | "Epoch 49/200\n", 233 | "7/7 [==============================] - 1s 100ms/step - loss: 0.5331 - accuracy: 0.7594 - val_loss: 0.5383 - val_accuracy: 0.7812\n", 234 | "Epoch 50/200\n", 235 | "7/7 [==============================] - 1s 94ms/step - loss: 0.5365 - accuracy: 0.7170 - val_loss: 0.6250 - val_accuracy: 0.6875\n", 236 | "Epoch 51/200\n", 237 | "7/7 [==============================] - 1s 92ms/step - loss: 0.5213 - accuracy: 0.7264 - val_loss: 0.5641 - val_accuracy: 0.7188\n", 238 | "Epoch 52/200\n", 239 | "7/7 [==============================] - 1s 105ms/step - loss: 0.5405 - accuracy: 0.7264 - val_loss: 0.5782 - val_accuracy: 0.6562\n", 240 | "Epoch 53/200\n", 241 | "7/7 [==============================] - 1s 98ms/step - loss: 0.5205 - accuracy: 0.7217 - val_loss: 0.5531 - val_accuracy: 0.7500\n", 242 | "Epoch 54/200\n", 243 | "7/7 [==============================] - 1s 96ms/step - loss: 0.5350 - accuracy: 0.7453 - val_loss: 0.5204 - val_accuracy: 0.7500\n", 244 | "Epoch 55/200\n", 245 | "7/7 [==============================] - 1s 95ms/step - loss: 0.5193 - accuracy: 0.7311 - val_loss: 0.6164 - val_accuracy: 0.7188\n", 246 | "Epoch 56/200\n", 247 | "7/7 [==============================] - 1s 94ms/step - loss: 0.5173 - accuracy: 0.7406 - val_loss: 0.4939 - val_accuracy: 0.8125\n", 248 | "Epoch 57/200\n", 249 | "7/7 [==============================] - 1s 93ms/step - loss: 0.5261 - accuracy: 0.7736 - val_loss: 0.4980 - val_accuracy: 0.8125\n", 250 | "Epoch 58/200\n", 251 | "7/7 [==============================] - 1s 100ms/step - loss: 0.5394 - accuracy: 0.7311 - val_loss: 0.4995 - val_accuracy: 0.7500\n", 252 | "Epoch 59/200\n" 253 | ] 254 | }, 255 | { 256 | "name": "stdout", 257 | "output_type": "stream", 258 | "text": [ 259 | "7/7 [==============================] - 1s 98ms/step - loss: 0.5205 - accuracy: 0.7358 - val_loss: 0.6128 - val_accuracy: 0.7188\n", 260 | "Epoch 60/200\n", 261 | "7/7 [==============================] - 1s 97ms/step - loss: 0.5214 - accuracy: 0.7264 - val_loss: 0.6023 - val_accuracy: 0.6875\n", 262 | "Epoch 61/200\n", 263 | "7/7 [==============================] - 1s 100ms/step - loss: 0.5104 - accuracy: 0.7877 - val_loss: 0.4950 - val_accuracy: 0.7812\n", 264 | "Epoch 62/200\n", 265 | "7/7 [==============================] - 1s 99ms/step - loss: 0.5070 - accuracy: 0.7500 - val_loss: 0.4870 - val_accuracy: 0.8750\n", 266 | "Epoch 63/200\n", 267 | "7/7 [==============================] - 1s 95ms/step - loss: 0.5066 - accuracy: 0.7642 - val_loss: 0.6095 - val_accuracy: 0.7188\n", 268 | "Epoch 64/200\n", 269 | "7/7 [==============================] - 1s 100ms/step - loss: 0.4890 - accuracy: 0.7500 - val_loss: 0.5882 - val_accuracy: 0.6875\n", 270 | "Epoch 65/200\n", 271 | "7/7 [==============================] - 1s 95ms/step - loss: 0.4961 - accuracy: 0.7736 - val_loss: 0.5753 - val_accuracy: 0.7812\n", 272 | "Epoch 66/200\n", 273 | "7/7 [==============================] - 1s 96ms/step - loss: 0.5348 - accuracy: 0.7358 - val_loss: 0.6168 - val_accuracy: 0.7188\n", 274 | "Epoch 67/200\n", 275 | "7/7 [==============================] - 1s 93ms/step - loss: 0.5011 - accuracy: 0.7594 - val_loss: 0.6042 - val_accuracy: 0.7500\n", 276 | "Epoch 68/200\n", 277 | "7/7 [==============================] - 1s 91ms/step - loss: 0.4985 - accuracy: 0.7500 - val_loss: 0.5592 - val_accuracy: 0.7500\n", 278 | "Epoch 69/200\n", 279 | "7/7 [==============================] - 1s 95ms/step - loss: 0.4927 - accuracy: 0.7689 - val_loss: 0.4411 - val_accuracy: 0.7812\n", 280 | "Epoch 70/200\n", 281 | "7/7 [==============================] - 1s 94ms/step - loss: 0.5086 - accuracy: 0.7500 - val_loss: 0.6573 - val_accuracy: 0.7500\n", 282 | "Epoch 71/200\n", 283 | "7/7 [==============================] - 1s 89ms/step - loss: 0.5006 - accuracy: 0.7594 - val_loss: 0.4629 - val_accuracy: 0.7812\n", 284 | "Epoch 72/200\n", 285 | "7/7 [==============================] - 1s 105ms/step - loss: 0.4630 - accuracy: 0.7594 - val_loss: 0.5725 - val_accuracy: 0.7812\n", 286 | "Epoch 73/200\n", 287 | "7/7 [==============================] - 1s 106ms/step - loss: 0.4958 - accuracy: 0.7689 - val_loss: 0.6027 - val_accuracy: 0.7188\n", 288 | "Epoch 74/200\n", 289 | "7/7 [==============================] - 1s 100ms/step - loss: 0.5009 - accuracy: 0.7406 - val_loss: 0.4764 - val_accuracy: 0.8125\n", 290 | "Epoch 75/200\n", 291 | "7/7 [==============================] - 1s 97ms/step - loss: 0.5244 - accuracy: 0.7453 - val_loss: 0.5033 - val_accuracy: 0.8125\n", 292 | "Epoch 76/200\n", 293 | "7/7 [==============================] - 1s 101ms/step - loss: 0.5289 - accuracy: 0.7453 - val_loss: 0.6117 - val_accuracy: 0.7188\n", 294 | "Epoch 77/200\n", 295 | "7/7 [==============================] - 1s 91ms/step - loss: 0.4973 - accuracy: 0.7500 - val_loss: 0.5012 - val_accuracy: 0.8438\n", 296 | "Epoch 78/200\n", 297 | "7/7 [==============================] - 1s 97ms/step - loss: 0.5110 - accuracy: 0.7264 - val_loss: 0.5456 - val_accuracy: 0.7812\n", 298 | "Epoch 79/200\n", 299 | "7/7 [==============================] - 1s 95ms/step - loss: 0.4788 - accuracy: 0.7925 - val_loss: 0.4527 - val_accuracy: 0.8750\n", 300 | "Epoch 80/200\n", 301 | "7/7 [==============================] - 1s 97ms/step - loss: 0.4989 - accuracy: 0.7594 - val_loss: 0.5655 - val_accuracy: 0.8125\n", 302 | "Epoch 81/200\n", 303 | "7/7 [==============================] - 1s 98ms/step - loss: 0.5021 - accuracy: 0.7500 - val_loss: 0.5976 - val_accuracy: 0.7812\n", 304 | "Epoch 82/200\n", 305 | "7/7 [==============================] - 1s 92ms/step - loss: 0.4449 - accuracy: 0.8160 - val_loss: 0.5558 - val_accuracy: 0.7500\n", 306 | "Epoch 83/200\n", 307 | "7/7 [==============================] - 1s 98ms/step - loss: 0.4742 - accuracy: 0.7877 - val_loss: 0.5464 - val_accuracy: 0.7500\n", 308 | "Epoch 84/200\n", 309 | "7/7 [==============================] - 1s 94ms/step - loss: 0.5030 - accuracy: 0.7453 - val_loss: 0.5106 - val_accuracy: 0.7500\n", 310 | "Epoch 85/200\n", 311 | "7/7 [==============================] - 1s 90ms/step - loss: 0.4852 - accuracy: 0.8019 - val_loss: 0.5390 - val_accuracy: 0.8125\n", 312 | "Epoch 86/200\n", 313 | "7/7 [==============================] - 1s 96ms/step - loss: 0.5228 - accuracy: 0.7689 - val_loss: 0.6248 - val_accuracy: 0.7812\n", 314 | "Epoch 87/200\n", 315 | "7/7 [==============================] - 1s 94ms/step - loss: 0.4500 - accuracy: 0.7689 - val_loss: 0.5632 - val_accuracy: 0.6875\n", 316 | "Epoch 88/200\n", 317 | "7/7 [==============================] - 1s 97ms/step - loss: 0.4705 - accuracy: 0.7736 - val_loss: 0.4899 - val_accuracy: 0.7812\n", 318 | "Epoch 89/200\n", 319 | "7/7 [==============================] - 1s 96ms/step - loss: 0.4873 - accuracy: 0.7736 - val_loss: 0.5640 - val_accuracy: 0.7812\n", 320 | "Epoch 90/200\n", 321 | "7/7 [==============================] - 1s 93ms/step - loss: 0.4430 - accuracy: 0.7877 - val_loss: 0.5583 - val_accuracy: 0.7500\n", 322 | "Epoch 91/200\n", 323 | "7/7 [==============================] - 1s 97ms/step - loss: 0.5101 - accuracy: 0.7453 - val_loss: 0.5475 - val_accuracy: 0.7188\n", 324 | "Epoch 92/200\n", 325 | "7/7 [==============================] - 1s 98ms/step - loss: 0.4765 - accuracy: 0.7500 - val_loss: 0.6063 - val_accuracy: 0.7812\n", 326 | "Epoch 93/200\n", 327 | "7/7 [==============================] - 1s 93ms/step - loss: 0.4639 - accuracy: 0.7830 - val_loss: 0.4542 - val_accuracy: 0.8125\n", 328 | "Epoch 94/200\n", 329 | "7/7 [==============================] - 1s 93ms/step - loss: 0.5167 - accuracy: 0.7311 - val_loss: 0.6200 - val_accuracy: 0.7812\n", 330 | "Epoch 95/200\n", 331 | "7/7 [==============================] - 1s 92ms/step - loss: 0.4570 - accuracy: 0.7500 - val_loss: 0.5478 - val_accuracy: 0.7500\n", 332 | "Epoch 96/200\n", 333 | "7/7 [==============================] - 1s 94ms/step - loss: 0.4738 - accuracy: 0.7830 - val_loss: 0.5148 - val_accuracy: 0.8125\n", 334 | "Epoch 97/200\n", 335 | "7/7 [==============================] - 1s 93ms/step - loss: 0.4558 - accuracy: 0.7642 - val_loss: 0.3798 - val_accuracy: 0.8750\n", 336 | "Epoch 98/200\n", 337 | "7/7 [==============================] - 1s 91ms/step - loss: 0.4414 - accuracy: 0.8349 - val_loss: 0.5146 - val_accuracy: 0.7812\n", 338 | "Epoch 99/200\n", 339 | "7/7 [==============================] - 1s 98ms/step - loss: 0.4028 - accuracy: 0.8066 - val_loss: 0.4204 - val_accuracy: 0.8750\n", 340 | "Epoch 100/200\n", 341 | "7/7 [==============================] - 1s 96ms/step - loss: 0.4985 - accuracy: 0.7264 - val_loss: 0.4959 - val_accuracy: 0.8438\n", 342 | "Epoch 101/200\n", 343 | "7/7 [==============================] - 1s 96ms/step - loss: 0.4636 - accuracy: 0.7500 - val_loss: 0.4374 - val_accuracy: 0.8438\n", 344 | "Epoch 102/200\n", 345 | "7/7 [==============================] - 1s 101ms/step - loss: 0.4671 - accuracy: 0.7925 - val_loss: 0.5724 - val_accuracy: 0.7812\n", 346 | "Epoch 103/200\n", 347 | "7/7 [==============================] - 1s 101ms/step - loss: 0.4320 - accuracy: 0.8066 - val_loss: 0.5860 - val_accuracy: 0.7812\n", 348 | "Epoch 104/200\n", 349 | "7/7 [==============================] - 1s 99ms/step - loss: 0.4885 - accuracy: 0.7689 - val_loss: 0.5781 - val_accuracy: 0.6875\n", 350 | "Epoch 105/200\n", 351 | "7/7 [==============================] - 1s 97ms/step - loss: 0.4873 - accuracy: 0.7594 - val_loss: 0.5227 - val_accuracy: 0.8125\n", 352 | "Epoch 106/200\n", 353 | "7/7 [==============================] - 1s 98ms/step - loss: 0.4494 - accuracy: 0.8066 - val_loss: 0.5048 - val_accuracy: 0.7812\n", 354 | "Epoch 107/200\n", 355 | "7/7 [==============================] - 1s 96ms/step - loss: 0.4733 - accuracy: 0.8160 - val_loss: 0.6979 - val_accuracy: 0.7812\n", 356 | "Epoch 108/200\n", 357 | "7/7 [==============================] - 1s 100ms/step - loss: 0.4663 - accuracy: 0.7925 - val_loss: 0.5771 - val_accuracy: 0.7500\n", 358 | "Epoch 109/200\n", 359 | "7/7 [==============================] - 1s 96ms/step - loss: 0.4472 - accuracy: 0.7736 - val_loss: 0.4382 - val_accuracy: 0.7812\n", 360 | "Epoch 110/200\n", 361 | "7/7 [==============================] - 1s 96ms/step - loss: 0.4423 - accuracy: 0.8066 - val_loss: 0.7446 - val_accuracy: 0.6875\n", 362 | "Epoch 111/200\n", 363 | "7/7 [==============================] - 1s 93ms/step - loss: 0.4530 - accuracy: 0.7736 - val_loss: 0.4907 - val_accuracy: 0.7812\n", 364 | "Epoch 112/200\n", 365 | "7/7 [==============================] - 1s 95ms/step - loss: 0.4592 - accuracy: 0.7877 - val_loss: 0.4838 - val_accuracy: 0.8125\n", 366 | "Epoch 113/200\n", 367 | "7/7 [==============================] - 1s 97ms/step - loss: 0.4367 - accuracy: 0.8208 - val_loss: 0.5588 - val_accuracy: 0.7500\n", 368 | "Epoch 114/200\n", 369 | "7/7 [==============================] - 1s 93ms/step - loss: 0.4698 - accuracy: 0.7783 - val_loss: 0.6104 - val_accuracy: 0.7812\n", 370 | "Epoch 115/200\n", 371 | "7/7 [==============================] - 1s 95ms/step - loss: 0.4347 - accuracy: 0.8160 - val_loss: 0.6099 - val_accuracy: 0.8125\n", 372 | "Epoch 116/200\n", 373 | "7/7 [==============================] - 1s 95ms/step - loss: 0.4708 - accuracy: 0.7830 - val_loss: 0.5473 - val_accuracy: 0.7812\n", 374 | "Epoch 117/200\n" 375 | ] 376 | }, 377 | { 378 | "name": "stdout", 379 | "output_type": "stream", 380 | "text": [ 381 | "7/7 [==============================] - 1s 95ms/step - loss: 0.3757 - accuracy: 0.8491 - val_loss: 0.5376 - val_accuracy: 0.7812\n", 382 | "Epoch 118/200\n", 383 | "7/7 [==============================] - 1s 87ms/step - loss: 0.4298 - accuracy: 0.7736 - val_loss: 0.5988 - val_accuracy: 0.7812\n", 384 | "Epoch 119/200\n", 385 | "7/7 [==============================] - 1s 96ms/step - loss: 0.4273 - accuracy: 0.7736 - val_loss: 0.4678 - val_accuracy: 0.8125\n", 386 | "Epoch 120/200\n", 387 | "7/7 [==============================] - 1s 96ms/step - loss: 0.4448 - accuracy: 0.8160 - val_loss: 0.4108 - val_accuracy: 0.8438\n", 388 | "Epoch 121/200\n", 389 | "7/7 [==============================] - 1s 95ms/step - loss: 0.4270 - accuracy: 0.7925 - val_loss: 0.4862 - val_accuracy: 0.7812\n", 390 | "Epoch 122/200\n", 391 | "7/7 [==============================] - 1s 92ms/step - loss: 0.4585 - accuracy: 0.8066 - val_loss: 0.6613 - val_accuracy: 0.7812\n", 392 | "Epoch 123/200\n", 393 | "7/7 [==============================] - 1s 98ms/step - loss: 0.3952 - accuracy: 0.8491 - val_loss: 0.5976 - val_accuracy: 0.7812\n", 394 | "Epoch 124/200\n", 395 | "7/7 [==============================] - 1s 94ms/step - loss: 0.5292 - accuracy: 0.7311 - val_loss: 0.5403 - val_accuracy: 0.8125\n", 396 | "Epoch 125/200\n", 397 | "7/7 [==============================] - 1s 97ms/step - loss: 0.4894 - accuracy: 0.7406 - val_loss: 0.5914 - val_accuracy: 0.7812\n", 398 | "Epoch 126/200\n", 399 | "7/7 [==============================] - 1s 97ms/step - loss: 0.4115 - accuracy: 0.8255 - val_loss: 0.6193 - val_accuracy: 0.7500\n", 400 | "Epoch 127/200\n", 401 | "7/7 [==============================] - 1s 97ms/step - loss: 0.4406 - accuracy: 0.7972 - val_loss: 0.6156 - val_accuracy: 0.7812\n", 402 | "Epoch 128/200\n", 403 | "7/7 [==============================] - 1s 95ms/step - loss: 0.4480 - accuracy: 0.8019 - val_loss: 0.5878 - val_accuracy: 0.7812\n", 404 | "Epoch 129/200\n", 405 | "7/7 [==============================] - 1s 99ms/step - loss: 0.4230 - accuracy: 0.8019 - val_loss: 0.5353 - val_accuracy: 0.8125\n", 406 | "Epoch 130/200\n", 407 | "7/7 [==============================] - 1s 97ms/step - loss: 0.4325 - accuracy: 0.8019 - val_loss: 0.4442 - val_accuracy: 0.8438\n", 408 | "Epoch 131/200\n", 409 | "3/7 [===========>..................] - ETA: 0s - loss: 0.4937 - accuracy: 0.8125" 410 | ] 411 | } 412 | ], 413 | "source": [ 414 | "model.fit_generator(x_train ,steps_per_epoch = 7 ,epochs = 200,validation_data= x_test , validation_steps = 1)\n", 415 | "# model.fit_generator(x_train ,steps_per_epoch = 24 ,epochs = 100,validation_data= x_test , validation_steps = 8)" 416 | ] 417 | }, 418 | { 419 | "cell_type": "code", 420 | "execution_count": null, 421 | "metadata": {}, 422 | "outputs": [], 423 | "source": [ 424 | "model.save(\"BTD2.h5\")" 425 | ] 426 | }, 427 | { 428 | "cell_type": "code", 429 | "execution_count": null, 430 | "metadata": {}, 431 | "outputs": [], 432 | "source": [] 433 | } 434 | ], 435 | "metadata": { 436 | "kernelspec": { 437 | "display_name": "Python 3 (ipykernel)", 438 | "language": "python", 439 | "name": "python3" 440 | }, 441 | "language_info": { 442 | "codemirror_mode": { 443 | "name": "ipython", 444 | "version": 3 445 | }, 446 | "file_extension": ".py", 447 | "mimetype": "text/x-python", 448 | "name": "python", 449 | "nbconvert_exporter": "python", 450 | "pygments_lexer": "ipython3", 451 | "version": "3.8.10" 452 | } 453 | }, 454 | "nbformat": 4, 455 | "nbformat_minor": 2 456 | } 457 | -------------------------------------------------------------------------------- /BTD Pred.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# BTD PREDICTION\n" 8 | ] 9 | }, 10 | { 11 | "cell_type": "code", 12 | "execution_count": 1, 13 | "metadata": {}, 14 | "outputs": [ 15 | { 16 | "name": "stderr", 17 | "output_type": "stream", 18 | "text": [ 19 | "2021-10-17 18:04:17.028335: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudart.so.11.0\n" 20 | ] 21 | } 22 | ], 23 | "source": [ 24 | "from tensorflow.keras.models import load_model\n", 25 | "from tensorflow.keras.preprocessing import image\n", 26 | "import cv2 \n", 27 | "import numpy as np" 28 | ] 29 | }, 30 | { 31 | "cell_type": "code", 32 | "execution_count": 2, 33 | "metadata": {}, 34 | "outputs": [], 35 | "source": [ 36 | "index = [\"no\",\"yes\"]" 37 | ] 38 | }, 39 | { 40 | "cell_type": "code", 41 | "execution_count": 3, 42 | "metadata": {}, 43 | "outputs": [ 44 | { 45 | "name": "stderr", 46 | "output_type": "stream", 47 | "text": [ 48 | "2021-10-17 18:04:17.800498: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcuda.so.1\n", 49 | "2021-10-17 18:04:17.824017: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:937] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n", 50 | "2021-10-17 18:04:17.824482: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1733] Found device 0 with properties: \n", 51 | "pciBusID: 0000:26:00.0 name: NVIDIA GeForce RTX 2060 computeCapability: 7.5\n", 52 | "coreClock: 1.71GHz coreCount: 30 deviceMemorySize: 5.79GiB deviceMemoryBandwidth: 312.97GiB/s\n", 53 | "2021-10-17 18:04:17.824502: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcudart.so.11.0\n", 54 | "2021-10-17 18:04:17.828094: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcublas.so.11\n", 55 | "2021-10-17 18:04:17.828140: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcublasLt.so.11\n", 56 | "2021-10-17 18:04:17.830137: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcufft.so.10\n", 57 | "2021-10-17 18:04:17.830398: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcurand.so.10\n", 58 | "2021-10-17 18:04:17.830940: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcusolver.so.11\n", 59 | "2021-10-17 18:04:17.831472: I tensorflow/stream_executor/platform/default/dso_loader.cc:53] Successfully opened dynamic library libcusparse.so.11\n", 60 | "2021-10-17 18:04:17.831545: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudnn.so.8'; dlerror: libcudnn.so.8: cannot open shared object file: No such file or directory\n", 61 | "2021-10-17 18:04:17.831552: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1766] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.\n", 62 | "Skipping registering GPU devices...\n", 63 | "2021-10-17 18:04:17.831836: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", 64 | "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", 65 | "2021-10-17 18:04:17.832196: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1258] Device interconnect StreamExecutor with strength 1 edge matrix:\n", 66 | "2021-10-17 18:04:17.832204: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1264] \n" 67 | ] 68 | } 69 | ], 70 | "source": [ 71 | "model = load_model(\"BTD2.h5\")" 72 | ] 73 | }, 74 | { 75 | "cell_type": "code", 76 | "execution_count": 4, 77 | "metadata": {}, 78 | "outputs": [], 79 | "source": [ 80 | "img = image.load_img(\"./testing/Y5.JPG\",target_size = (64,64))" 81 | ] 82 | }, 83 | { 84 | "cell_type": "code", 85 | "execution_count": 5, 86 | "metadata": {}, 87 | "outputs": [ 88 | { 89 | "data": { 90 | "text/plain": [ 91 | "PIL.Image.Image" 92 | ] 93 | }, 94 | "execution_count": 5, 95 | "metadata": {}, 96 | "output_type": "execute_result" 97 | } 98 | ], 99 | "source": [ 100 | "type(img)" 101 | ] 102 | }, 103 | { 104 | "cell_type": "code", 105 | "execution_count": 6, 106 | "metadata": {}, 107 | "outputs": [], 108 | "source": [ 109 | "x = image.img_to_array(img)" 110 | ] 111 | }, 112 | { 113 | "cell_type": "code", 114 | "execution_count": 7, 115 | "metadata": {}, 116 | "outputs": [], 117 | "source": [ 118 | "x = np.expand_dims(x,axis=0)" 119 | ] 120 | }, 121 | { 122 | "cell_type": "code", 123 | "execution_count": 8, 124 | "metadata": {}, 125 | "outputs": [ 126 | { 127 | "name": "stderr", 128 | "output_type": "stream", 129 | "text": [ 130 | "/home/theinhumaneme/Desktop/Git Repo/Brain-Tumor-Detection/venv/lib/python3.8/site-packages/tensorflow/python/keras/engine/sequential.py:455: UserWarning: `model.predict_classes()` is deprecated and will be removed after 2021-01-01. Please use instead:* `np.argmax(model.predict(x), axis=-1)`, if your model does multi-class classification (e.g. if it uses a `softmax` last-layer activation).* `(model.predict(x) > 0.5).astype(\"int32\")`, if your model does binary classification (e.g. if it uses a `sigmoid` last-layer activation).\n", 131 | " warnings.warn('`model.predict_classes()` is deprecated and '\n", 132 | "2021-10-17 18:04:18.227365: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:176] None of the MLIR Optimization Passes are enabled (registered 2)\n", 133 | "2021-10-17 18:04:18.227642: I tensorflow/core/platform/profile_utils/cpu_utils.cc:114] CPU Frequency: 3600080000 Hz\n" 134 | ] 135 | } 136 | ], 137 | "source": [ 138 | "pred = model.predict_classes(x) " 139 | ] 140 | }, 141 | { 142 | "cell_type": "code", 143 | "execution_count": 9, 144 | "metadata": {}, 145 | "outputs": [ 146 | { 147 | "data": { 148 | "text/plain": [ 149 | "array([1])" 150 | ] 151 | }, 152 | "execution_count": 9, 153 | "metadata": {}, 154 | "output_type": "execute_result" 155 | } 156 | ], 157 | "source": [ 158 | "pred" 159 | ] 160 | }, 161 | { 162 | "cell_type": "code", 163 | "execution_count": 10, 164 | "metadata": {}, 165 | "outputs": [ 166 | { 167 | "name": "stdout", 168 | "output_type": "stream", 169 | "text": [ 170 | "yes\n" 171 | ] 172 | } 173 | ], 174 | "source": [ 175 | "print(index[pred[0]])" 176 | ] 177 | }, 178 | { 179 | "cell_type": "code", 180 | "execution_count": null, 181 | "metadata": {}, 182 | "outputs": [], 183 | "source": [] 184 | }, 185 | { 186 | "cell_type": "code", 187 | "execution_count": null, 188 | "metadata": {}, 189 | "outputs": [], 190 | "source": [] 191 | }, 192 | { 193 | "cell_type": "code", 194 | "execution_count": null, 195 | "metadata": {}, 196 | "outputs": [], 197 | "source": [] 198 | } 199 | ], 200 | "metadata": { 201 | "kernelspec": { 202 | "display_name": "Python 3 (ipykernel)", 203 | "language": "python", 204 | "name": "python3" 205 | }, 206 | "language_info": { 207 | "codemirror_mode": { 208 | "name": "ipython", 209 | "version": 3 210 | }, 211 | "file_extension": ".py", 212 | "mimetype": "text/x-python", 213 | "name": "python", 214 | "nbconvert_exporter": "python", 215 | "pygments_lexer": "ipython3", 216 | "version": "3.8.10" 217 | } 218 | }, 219 | "nbformat": 4, 220 | "nbformat_minor": 2 221 | } 222 | -------------------------------------------------------------------------------- /BTD/test/no/1 no.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/1 no.jpeg -------------------------------------------------------------------------------- /BTD/test/no/10 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/10 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/11 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/11 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/12 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/12 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/13 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/13 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/14 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/14 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/15 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/15 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/17 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/17 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/18 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/18 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/19 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/19 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/2 no.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/2 no.jpeg -------------------------------------------------------------------------------- /BTD/test/no/20 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/20 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/21 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/21 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/3 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/3 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/4 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/4 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/5 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/5 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/6 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/6 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/7 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/7 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/8 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/8 no.jpg -------------------------------------------------------------------------------- /BTD/test/no/9 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/no/9 no.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y1.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y10.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y10.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y11.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y11.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y12.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y12.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y13.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y13.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y14.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y14.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y15.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y15.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y16.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y16.JPG -------------------------------------------------------------------------------- /BTD/test/yes/Y17.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y17.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y18.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y18.JPG -------------------------------------------------------------------------------- /BTD/test/yes/Y19.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y19.JPG -------------------------------------------------------------------------------- /BTD/test/yes/Y2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y2.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y20.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y20.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y21.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y21.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y22.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y22.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y3.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y4.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y6.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y6.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y7.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y7.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y8.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y8.jpg -------------------------------------------------------------------------------- /BTD/test/yes/Y9.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/test/yes/Y9.jpg -------------------------------------------------------------------------------- /BTD/train/no/22 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/22 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/23 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/23 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/24 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/24 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/25 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/25 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/26 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/26 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/27 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/27 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/28 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/28 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/29 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/29 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/30 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/30 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/31 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/31 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/32 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/32 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/33 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/33 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/34 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/34 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/35 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/35 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/36 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/36 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/37 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/37 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/38 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/38 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/39 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/39 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/40 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/40 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/41 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/41 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/42 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/42 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/43 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/43 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/44no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/44no.jpg -------------------------------------------------------------------------------- /BTD/train/no/45 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/45 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/46 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/46 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/47 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/47 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/48 no.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/48 no.jpeg -------------------------------------------------------------------------------- /BTD/train/no/49 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/49 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/50 no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/50 no.jpg -------------------------------------------------------------------------------- /BTD/train/no/N1.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N1.JPG -------------------------------------------------------------------------------- /BTD/train/no/N11.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N11.jpg -------------------------------------------------------------------------------- /BTD/train/no/N15.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N15.jpg -------------------------------------------------------------------------------- /BTD/train/no/N16.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N16.jpg -------------------------------------------------------------------------------- /BTD/train/no/N17.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N17.jpg -------------------------------------------------------------------------------- /BTD/train/no/N19.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N19.JPG -------------------------------------------------------------------------------- /BTD/train/no/N2.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N2.JPG -------------------------------------------------------------------------------- /BTD/train/no/N20.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N20.JPG -------------------------------------------------------------------------------- /BTD/train/no/N21.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N21.jpg -------------------------------------------------------------------------------- /BTD/train/no/N22.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N22.JPG -------------------------------------------------------------------------------- /BTD/train/no/N26.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N26.JPG -------------------------------------------------------------------------------- /BTD/train/no/N3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N3.jpg -------------------------------------------------------------------------------- /BTD/train/no/N5.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N5.jpg -------------------------------------------------------------------------------- /BTD/train/no/N6.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/N6.jpg -------------------------------------------------------------------------------- /BTD/train/no/No11.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No11.jpg -------------------------------------------------------------------------------- /BTD/train/no/No12.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No12.jpg -------------------------------------------------------------------------------- /BTD/train/no/No13.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No13.jpg -------------------------------------------------------------------------------- /BTD/train/no/No14.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No14.jpg -------------------------------------------------------------------------------- /BTD/train/no/No15.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No15.jpg -------------------------------------------------------------------------------- /BTD/train/no/No16.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No16.jpg -------------------------------------------------------------------------------- /BTD/train/no/No17.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No17.jpg -------------------------------------------------------------------------------- /BTD/train/no/No18.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No18.jpg -------------------------------------------------------------------------------- /BTD/train/no/No19.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No19.jpg -------------------------------------------------------------------------------- /BTD/train/no/No20.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No20.jpg -------------------------------------------------------------------------------- /BTD/train/no/No21.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No21.jpg -------------------------------------------------------------------------------- /BTD/train/no/No22.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/No22.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 1.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 10.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 10.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 100.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 100.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 2.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 3.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 4.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 5.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 5.jpeg -------------------------------------------------------------------------------- /BTD/train/no/no 6.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 6.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 7.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 7.jpeg -------------------------------------------------------------------------------- /BTD/train/no/no 8.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 8.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 89.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 89.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 9.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 9.png -------------------------------------------------------------------------------- /BTD/train/no/no 90.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 90.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 91.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 91.jpeg -------------------------------------------------------------------------------- /BTD/train/no/no 92.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 92.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 923.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 923.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 94.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 94.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 95.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 95.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 96.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 96.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 97.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 97.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 98.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 98.jpg -------------------------------------------------------------------------------- /BTD/train/no/no 99.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no 99.jpg -------------------------------------------------------------------------------- /BTD/train/no/no.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/no/no.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y100.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y100.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y101.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y101.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y102.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y102.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y103.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y103.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y104.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y104.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y105.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y105.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y106.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y106.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y107.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y107.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y108.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y108.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y109.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y109.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y111.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y111.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y112.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y112.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y113.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y113.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y114.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y114.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y115.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y115.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y116.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y116.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y117.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y117.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y120.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y120.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y146.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y146.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y147.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y147.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y148.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y148.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y153.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y153.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y154.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y154.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y155.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y155.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y156.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y156.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y157.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y157.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y158.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y158.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y159.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y159.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y160.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y160.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y161.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y161.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y162.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y162.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y163.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y163.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y164.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y164.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y165.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y165.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y166.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y166.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y167.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y167.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y168.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y168.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y169.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y169.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y170.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y170.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y180.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y180.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y181.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y181.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y182.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y182.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y183.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y183.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y184.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y184.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y185.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y185.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y186.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y186.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y187.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y187.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y188.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y188.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y192.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y192.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y193.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y193.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y194.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y194.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y195.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y195.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y23.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y23.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y24.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y24.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y242.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y242.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y243.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y243.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y244.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y244.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y245.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y245.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y246.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y246.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y247.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y247.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y248.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y248.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y249.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y249.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y25.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y25.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y250.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y250.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y251.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y251.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y252.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y252.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y253.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y253.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y254.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y254.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y255.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y255.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y256.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y256.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y257.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y257.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y258.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y258.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y259.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y259.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y26.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y26.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y27.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y27.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y28.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y28.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y29.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y29.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y30.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y30.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y31.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y31.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y32.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y32.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y33.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y33.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y34.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y34.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y35.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y35.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y36.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y36.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y37.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y37.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y38.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y38.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y39.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y39.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y40.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y40.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y41.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y41.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y42.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y42.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y44.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y44.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y45.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y45.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y46.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y46.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y47.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y47.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y49.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y49.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y50.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y50.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y51.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y51.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y52.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y52.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y53.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y53.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y54.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y54.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y55.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y55.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y56.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y56.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y58.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y58.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y59.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y59.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y60.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y60.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y61.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y61.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y62.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y62.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y65.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y65.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y66.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y66.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y67.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y67.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y69.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y69.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y70.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y70.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y71.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y71.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y73.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y73.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y74.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y74.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y75.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y75.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y76.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y76.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y77.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y77.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y78.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y78.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y79.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y79.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y81.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y81.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y82.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y82.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y85.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y85.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y86.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y86.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y89.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y89.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y90.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y90.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y91.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y91.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y92.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y92.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y92.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y92.png -------------------------------------------------------------------------------- /BTD/train/yes/Y95.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y95.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y96.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y96.jpg -------------------------------------------------------------------------------- /BTD/train/yes/Y97.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y97.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y98.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y98.JPG -------------------------------------------------------------------------------- /BTD/train/yes/Y99.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD/train/yes/Y99.JPG -------------------------------------------------------------------------------- /BTD2.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/BTD2.h5 -------------------------------------------------------------------------------- /Documentation.docx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/Documentation.docx -------------------------------------------------------------------------------- /EXTERNSHIP PPT.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/EXTERNSHIP PPT.pptx -------------------------------------------------------------------------------- /Readme.md: -------------------------------------------------------------------------------- 1 | # Brain Tumor Prediction Using CNN (SI-GuidedProject-2330-1622050371) 2 | 3 | In this project we have used Convolutional Neural Networks(CNN) to train a model that can predict if a MRI scan of the brain has a tumor or not we have trainedmodel using **IBM Cloud Services** and have acheived accuracy over 95% and deployed it using a Flask Application 4 | 5 | Libraries used: 6 | - 7 | - [Tensorflow](https://www.tensorflow.org/) 8 | - [Flask](https://flask.palletsprojects.com/en/2.0.x/) 9 | - [Numpy](https://numpy.org/) 10 | - [Flask-WTF](https://flask-wtf.readthedocs.io/en/0.15.x/) 11 | - [Pillow(Python Imaging Library)](https://pillow.readthedocs.io/en/stable/#) 12 | 13 | Frameworks used: 14 | - 15 | - [Bootstrap 5](https://getbootstrap.com/docs/5.0/getting-started/introduction/) 16 | 17 | Project Related Files: 18 | - 19 | 20 | - [Dataset](https://drive.google.com/drive/folders/1YYzKsrg2J7N0lGR3Z8i_mX7OA8uhCAT_?usp=sharing) 21 | - [Model](https://drive.google.com/file/d/1NH83hYtN99ct__d1oWDGjBoCMoGDOPga/view?usp=sharing) 22 | - [Video Explanation](https://drive.google.com/file/d/1QHGl7nJM-lukYF98eFhArpOYZLT3pSST/view?usp=sharing) 23 | 24 | Project Members 25 | - 26 | - [Kalyan Mudumby](https://github.com/theinhumaneme) 27 | -------------------------------------------------------------------------------- /Testing images/N1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/Testing images/N1.jpg -------------------------------------------------------------------------------- /Testing images/N4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/Testing images/N4.jpg -------------------------------------------------------------------------------- /Testing images/N5.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/Testing images/N5.jpg -------------------------------------------------------------------------------- /Testing images/Y1.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/Testing images/Y1.JPG -------------------------------------------------------------------------------- /Testing images/Y2.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/Testing images/Y2.JPG -------------------------------------------------------------------------------- /Testing images/Y3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/Testing images/Y3.jpg -------------------------------------------------------------------------------- /Testing images/Y4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/Testing images/Y4.jpg -------------------------------------------------------------------------------- /Testing images/Y5.JPG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/Testing images/Y5.JPG -------------------------------------------------------------------------------- /app.py: -------------------------------------------------------------------------------- 1 | from flask import Flask ,render_template,request 2 | from flask.helpers import flash 3 | from flask_wtf import FlaskForm 4 | from six import print_ 5 | from wtforms import StringField 6 | from wtforms.fields.simple import FileField 7 | from wtforms.validators import DataRequired 8 | from wtforms.fields import FileField 9 | from flask_wtf.file import FileAllowed, FileRequired 10 | from prediction import prediction 11 | from PIL import Image 12 | import secrets 13 | import os 14 | 15 | 16 | class MRIFileForm(FlaskForm): 17 | file = FileField("MRI image",validators=[FileRequired(),FileAllowed(["jpg","jpeg","png"])]) 18 | 19 | app = Flask(__name__) 20 | app.config['SECRET_KEY'] = '123456789' 21 | # app is routed 22 | def save_picture(file): 23 | random_hex = secrets.token_hex(8) 24 | _, f_ext = os.path.splitext(file.filename) 25 | picture_fn = random_hex + f_ext 26 | picture_path = os.path.join('./static/TI/',picture_fn) 27 | i = Image.open(file) 28 | i.save(picture_path) 29 | print(picture_path) 30 | return picture_fn 31 | 32 | @app.route('/',methods=["GET","POST"]) 33 | def display(): 34 | form = MRIFileForm() 35 | if request.method == "GET": 36 | return render_template("index.html",form=form) 37 | elif request.method == "POST": 38 | if form.validate_on_submit(): 39 | file = form.file.data 40 | saved_picture = save_picture(file) 41 | result = prediction(saved_picture) 42 | if result == "no": 43 | alert = "success" 44 | flash('No tumor has been Detected!!',alert) 45 | elif result == "yes": 46 | alert="danger" 47 | flash('Tumor has been Detected!!',alert) 48 | return render_template('index.html',form=form) 49 | 50 | 51 | if __name__ == '__main__': 52 | app.run(debug = True) 53 | 54 | 55 | 56 | 57 | 58 | 59 | -------------------------------------------------------------------------------- /prediction.py: -------------------------------------------------------------------------------- 1 | from tensorflow.keras.models import load_model 2 | from tensorflow.keras.preprocessing import image 3 | import cv2 4 | import numpy as np 5 | def prediction(saved_image): 6 | index = ["no","yes"] 7 | model = load_model("BTD2.h5") 8 | img = image.load_img("./static/TI/"+saved_image,target_size = (64,64)) 9 | x = image.img_to_array(img) 10 | x = np.expand_dims(x,axis=0) 11 | pred = model.predict_classes(x) 12 | print(index[pred[0]]) 13 | return index[pred[0]] -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | Flask==2.0.2 2 | Flask-WTF==0.15.1 3 | flatbuffers==1.12 4 | opencv-python==4.5.3.56 5 | Pillow==8.4.0 6 | scipy==1.7.1 7 | tensorflow==2.5.0 8 | jupyter==1.0.0 9 | -------------------------------------------------------------------------------- /static/CSS/index.css: -------------------------------------------------------------------------------- 1 | /* font-family: 'Montserrat', sans-serif; 2 | font-family: 'Open Sans', sans-serif; */ 3 | 4 | .main-heading{ 5 | padding: 5%; 6 | /* margin: 5%; */ 7 | text-align: center; 8 | color:white; 9 | /* background-color: #591fce; */ 10 | /* background-color: #77acf1; */ 11 | /* background-color: #fed049; */ 12 | background-color: #a7bbc7; 13 | font-size: 3rem; 14 | font-family: 'Open Sans', sans-serif; 15 | font-weight: 600; 16 | } 17 | .BTD-desc{ 18 | font-size: 1.5rem; 19 | line-height: 1.6; 20 | padding: 3%; 21 | font-family: 'Montserrat', sans-serif; 22 | font-weight: 400; 23 | } 24 | .main-wrapper{ 25 | padding: 2.5%; 26 | /* background-color: #dbe6fd; */ 27 | /* background-color: #77acf1; */ 28 | /* background-color: #fed049; */ 29 | background-color: #a7bbc7; 30 | color: white; 31 | } 32 | .project-desc{ 33 | padding: 2.5%; 34 | } 35 | .project-image{ 36 | /* height: 75%; */ 37 | height: auto; 38 | /* width: auto; */ 39 | width: auto; 40 | padding: 7% 1% 5% 2.5%; 41 | } 42 | .project-heading{ 43 | padding: 0% 5% 0% 2.5%; 44 | text-align: center; 45 | font-family: 'Open Sans', sans-serif; 46 | font-weight: 600; 47 | font-size: 2rem; 48 | } 49 | 50 | .bottom-section{ 51 | padding: 2.5% 5% 2.5% 2.5%; 52 | } 53 | .group-members{ 54 | padding: 3% 3% 3% 3%; 55 | background-color: #77acf1; 56 | color: white; 57 | } 58 | .proj-heading{ 59 | padding-left: 5%; 60 | padding-right: 5%; 61 | text-align: center; 62 | font-family: 'Open Sans', sans-serif; 63 | font-weight: 400; 64 | font-size: 2rem; 65 | } 66 | .grp-mem-desc{ 67 | /* padding-top: 5%; 68 | padding-left: 5%; 69 | padding-right: 5%; */ 70 | padding: 5%; 71 | text-align: center; 72 | font-size: 1.5rem; 73 | line-height: 1.5; 74 | font-family: 'Montserrat', sans-serif; 75 | font-weight: 400; 76 | } 77 | .group-members li{ 78 | text-align: center; 79 | list-style: none; 80 | font-family: 'Open Sans', sans-serif; 81 | font-weight: 400; 82 | font-size: 1.2; 83 | 84 | } 85 | .group-members-list{ 86 | padding-top: 5%; 87 | } 88 | .member{ 89 | font-size: 1.5rem; 90 | line-height: 1.5; 91 | font-weight: 600; 92 | margin: 1rem; 93 | } 94 | .upload-files{ 95 | padding: 0% 5% 0% 2.5%; 96 | } 97 | .form-upload{ 98 | width: 50%; 99 | text-align: center; 100 | } 101 | .form-main{ 102 | padding: 0% 8% 0% 2.5%; 103 | margin-left: 2%; 104 | } 105 | .tumor-alert{ 106 | margin: 2.5%; 107 | } 108 | 109 | -------------------------------------------------------------------------------- /static/assets/tumor_scan.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/smartinternz02/Brain-Tumor-Prediction-using-CNN/cff4a8cd433b1dd9a3cc865b7e20ddad072cfcd9/static/assets/tumor_scan.png -------------------------------------------------------------------------------- /templates/index.html: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 12 | 15 | 16 | 17 | 18 | 19 | Brain Tumor 20 | 21 | 22 | 23 |
24 |

Brain Tumor Detection

25 |

Brain tumor is one of the most rigorous diseases in the medical 26 | science. An effective and efficient analysis is always a key concern for the radiologist in the premature 27 | phase of tumor growth. Histological grading, based on a stereotactic biopsy test, is the gold standard and 28 | the convention for detecting the grade of a brain tumor. 29 | Tumor biopsy being challenging for brain tumor patients, non-invasive imaging techniques like Magnetic 30 | Resonance Imaging (MRI) have been extensively employed in diagnosing brain tumors. Therefore, development of 31 | systems for the detection and prediction of the grade of tumors based on MRI data has become necessary.

32 |
33 |
34 |
35 |
36 | image-for-BTD 37 | 38 |
39 |
40 |

Brain Tumor Detection using CNN

41 |

Neural Networks (NN) form the base of deep learning, a subfield of machine 42 | learning where the algorithms are inspired by the structure of the human brain. NN take in 43 | data, train themselves to recognize the patterns in this data and then predict the outputs 44 | for a new set of similar data. NN are made up of layers of neurons. These neurons are the 45 | core processing units of the network.Classifier models can be basically divided into two 46 | categories respectively which are generative models based on hand- crafted features and 47 | discriminative models. CNN identifies features from images and trains itself to distinguish 48 | between a tumor infected scan and a healthy one

49 |
50 |
51 |
52 |
53 |
54 |
55 |
56 |
57 |

Use our CNN model

58 |
59 |
60 |

Upload your MRI file here while our state-of-the-art machines predict the result 61 | for you

62 |
63 | {{ form.hidden_tag() }} 64 |
65 | {{ form.file(class="form-control") }} 66 | 67 |
68 |
69 | {% with messages = get_flashed_messages(with_categories=true) %} 70 | {% if messages %} 71 | {% for category, message in messages %} 72 | 77 | 81 |
82 | {% endfor %} 83 | {% endif%} 84 | {% endwith %} 85 |
86 |
87 |

Our CNN model has been trained on over 200+ Images of real-world Brain Tumor 88 | cases we have achieved an accuracy of over 99.5% using our advanced algorithms you can rest easy 89 | and avoid yourself a doctor's visit using our CNN model

90 |
91 |
92 |
93 |
94 |

This is our Final project by our team as part of our Externship Project at 95 | SmartBridge

96 |

Project Members

97 | 105 |
106 |
107 | 108 | 109 | 110 | 111 | 112 | --------------------------------------------------------------------------------