├── .gitignore ├── DINE_dist.py ├── DINE_ft.py ├── LICENSE ├── README.md ├── data └── office-home │ ├── Art_list.txt │ ├── Clipart_list.txt │ ├── Product_list.txt │ └── RealWorld_list.txt ├── data_list.py ├── figs ├── method.png ├── problem.png └── result-home.png ├── loss.py └── network.py /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | -------------------------------------------------------------------------------- /DINE_dist.py: -------------------------------------------------------------------------------- 1 | import argparse 2 | import os, sys 3 | import os.path as osp 4 | import torchvision 5 | import numpy as np 6 | import torch 7 | import torch.nn as nn 8 | import torch.optim as optim 9 | from torchvision import transforms 10 | import network 11 | import loss 12 | from torch.utils.data import DataLoader 13 | from data_list import ImageList, ImageList_idx 14 | import random, pdb, math, copy 15 | from tqdm import tqdm 16 | from loss import CrossEntropyLabelSmooth 17 | from scipy.spatial.distance import cdist 18 | from sklearn.metrics import confusion_matrix 19 | 20 | def op_copy(optimizer): 21 | for param_group in optimizer.param_groups: 22 | param_group['lr0'] = param_group['lr'] 23 | return optimizer 24 | 25 | def lr_scheduler(optimizer, iter_num, max_iter, gamma=10, power=0.75): 26 | decay = (1 + gamma * iter_num / max_iter) ** (-power) 27 | for param_group in optimizer.param_groups: 28 | param_group['lr'] = param_group['lr0'] * decay 29 | param_group['weight_decay'] = 1e-3 30 | param_group['momentum'] = 0.9 31 | param_group['nesterov'] = True 32 | return optimizer 33 | 34 | def image_train(resize_size=256, crop_size=224, alexnet=False): 35 | if not alexnet: 36 | normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], 37 | std=[0.229, 0.224, 0.225]) 38 | else: 39 | normalize = Normalize(meanfile='./ilsvrc_2012_mean.npy') 40 | return transforms.Compose([ 41 | transforms.Resize((resize_size, resize_size)), 42 | transforms.RandomCrop(crop_size), 43 | transforms.RandomHorizontalFlip(), 44 | transforms.ToTensor(), 45 | normalize 46 | ]) 47 | 48 | def image_test(resize_size=256, crop_size=224, alexnet=False): 49 | if not alexnet: 50 | normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], 51 | std=[0.229, 0.224, 0.225]) 52 | else: 53 | normalize = Normalize(meanfile='./ilsvrc_2012_mean.npy') 54 | return transforms.Compose([ 55 | transforms.Resize((resize_size, resize_size)), 56 | transforms.CenterCrop(crop_size), 57 | transforms.ToTensor(), 58 | normalize 59 | ]) 60 | 61 | def data_load(args): 62 | ## prepare data 63 | dsets = {} 64 | dset_loaders = {} 65 | train_bs = args.batch_size 66 | txt_src = open(args.s_dset_path).readlines() 67 | txt_tar = open(args.t_dset_path).readlines() 68 | txt_test = open(args.test_dset_path).readlines() 69 | 70 | count = np.zeros(args.class_num) 71 | tr_txt = [] 72 | te_txt = [] 73 | for i in range(len(txt_src)): 74 | line = txt_src[i] 75 | reci = line.strip().split(' ') 76 | if count[int(reci[1])] < 3: 77 | count[int(reci[1])] += 1 78 | te_txt.append(line) 79 | else: 80 | tr_txt.append(line) 81 | 82 | dsets["source_tr"] = ImageList(tr_txt, transform=image_train()) 83 | dset_loaders["source_tr"] = DataLoader(dsets["source_tr"], batch_size=train_bs, shuffle=True, num_workers=args.worker, drop_last=False) 84 | dsets["source_te"] = ImageList(te_txt, transform=image_test()) 85 | dset_loaders["source_te"] = DataLoader(dsets["source_te"], batch_size=train_bs, shuffle=True, num_workers=args.worker, drop_last=False) 86 | dsets["target"] = ImageList_idx(txt_tar, transform=image_train()) 87 | dset_loaders["target"] = DataLoader(dsets["target"], batch_size=train_bs, shuffle=True, num_workers=args.worker, drop_last=False) 88 | dsets["target_te"] = ImageList(txt_tar, transform=image_test()) 89 | dset_loaders["target_te"] = DataLoader(dsets["target_te"], batch_size=train_bs, shuffle=False, num_workers=args.worker, drop_last=False) 90 | dsets["test"] = ImageList(txt_test, transform=image_test()) 91 | dset_loaders["test"] = DataLoader(dsets["test"], batch_size=train_bs*2, shuffle=False, num_workers=args.worker, drop_last=False) 92 | 93 | return dset_loaders 94 | 95 | def cal_acc(loader, netF, netB, netC, flag=False): 96 | start_test = True 97 | with torch.no_grad(): 98 | iter_test = iter(loader) 99 | for i in range(len(loader)): 100 | data = iter_test.next() 101 | inputs = data[0] 102 | labels = data[1] 103 | inputs = inputs.cuda() 104 | if netB is None: 105 | outputs = netC(netF(inputs)) 106 | else: 107 | outputs = netC(netB(netF(inputs))) 108 | if start_test: 109 | all_output = outputs.float().cpu() 110 | all_label = labels.float() 111 | start_test = False 112 | else: 113 | all_output = torch.cat((all_output, outputs.float().cpu()), 0) 114 | all_label = torch.cat((all_label, labels.float()), 0) 115 | 116 | all_output = nn.Softmax(dim=1)(all_output) 117 | _, predict = torch.max(all_output, 1) 118 | accuracy = torch.sum(torch.squeeze(predict).float() == all_label).item() / float(all_label.size()[0]) 119 | mean_ent = torch.mean(loss.Entropy(all_output)).cpu().data.item() / np.log(all_label.size()[0]) 120 | 121 | if flag: 122 | matrix = confusion_matrix(all_label, torch.squeeze(predict).float()) 123 | matrix = matrix[np.unique(all_label).astype(int),:] 124 | acc = matrix.diagonal()/matrix.sum(axis=1) * 100 125 | aacc = acc.mean() 126 | aa = [str(np.round(i, 2)) for i in acc] 127 | acc = ' '.join(aa) 128 | return aacc, acc, mean_ent 129 | else: 130 | return accuracy*100, mean_ent 131 | 132 | def train_source_simp(args): 133 | dset_loaders = data_load(args) 134 | if args.net_src[0:3] == 'res': 135 | netF = network.ResBase(res_name=args.net_src).cuda() 136 | netC = network.feat_classifier_simpl(class_num=args.class_num, feat_dim=netF.in_features).cuda() 137 | 138 | param_group = [] 139 | learning_rate = args.lr_src 140 | for k, v in netF.named_parameters(): 141 | param_group += [{'params': v, 'lr': learning_rate*0.1}] 142 | for k, v in netC.named_parameters(): 143 | param_group += [{'params': v, 'lr': learning_rate}] 144 | optimizer = optim.SGD(param_group) 145 | optimizer = op_copy(optimizer) 146 | 147 | acc_init = 0 148 | max_iter = args.max_epoch * len(dset_loaders["source_tr"]) 149 | interval_iter = max_iter // 10 150 | iter_num = 0 151 | 152 | netF.train() 153 | netC.train() 154 | 155 | while iter_num < max_iter: 156 | try: 157 | inputs_source, labels_source = iter_source.next() 158 | except: 159 | iter_source = iter(dset_loaders["source_tr"]) 160 | inputs_source, labels_source = iter_source.next() 161 | 162 | if inputs_source.size(0) == 1: 163 | continue 164 | 165 | iter_num += 1 166 | lr_scheduler(optimizer, iter_num=iter_num, max_iter=max_iter) 167 | 168 | inputs_source, labels_source = inputs_source.cuda(), labels_source.cuda() 169 | outputs_source = netC(netF(inputs_source)) 170 | classifier_loss = CrossEntropyLabelSmooth(num_classes=args.class_num, epsilon=0.1)(outputs_source, labels_source) 171 | 172 | optimizer.zero_grad() 173 | classifier_loss.backward() 174 | optimizer.step() 175 | 176 | if iter_num % interval_iter == 0 or iter_num == max_iter: 177 | netF.eval() 178 | netC.eval() 179 | acc_s_te, _ = cal_acc(dset_loaders['source_te'], netF, None, netC, False) 180 | log_str = 'Task: {}, Iter:{}/{}; Accuracy = {:.2f}%'.format(args.name_src, iter_num, max_iter, acc_s_te) 181 | args.out_file.write(log_str + '\n') 182 | args.out_file.flush() 183 | print(log_str+'\n') 184 | 185 | if acc_s_te >= acc_init: 186 | acc_init = acc_s_te 187 | best_netF = copy.deepcopy(netF.state_dict()) 188 | best_netC = copy.deepcopy(netC.state_dict()) 189 | 190 | netF.train() 191 | netC.train() 192 | 193 | torch.save(best_netF, osp.join(args.output_dir_src, "source_F.pt")) 194 | torch.save(best_netC, osp.join(args.output_dir_src, "source_C.pt")) 195 | 196 | return netF, netC 197 | 198 | def test_target_simp(args): 199 | dset_loaders = data_load(args) 200 | if args.net_src[0:3] == 'res': 201 | netF = network.ResBase(res_name=args.net_src).cuda() 202 | netC = network.feat_classifier_simpl(class_num = args.class_num, feat_dim=netF.in_features).cuda() 203 | 204 | args.modelpath = args.output_dir_src + '/source_F.pt' 205 | netF.load_state_dict(torch.load(args.modelpath)) 206 | args.modelpath = args.output_dir_src + '/source_C.pt' 207 | netC.load_state_dict(torch.load(args.modelpath)) 208 | netF.eval() 209 | netC.eval() 210 | 211 | acc, _ = cal_acc(dset_loaders['test'], netF, None, netC, False) 212 | log_str = '\nTask: {}, Accuracy = {:.2f}%'.format(args.name, acc) 213 | 214 | args.out_file.write(log_str + '\n') 215 | args.out_file.flush() 216 | print(log_str + '\n') 217 | 218 | def copy_target_simp(args): 219 | dset_loaders = data_load(args) 220 | if args.net_src[0:3] == 'res': 221 | netF = network.ResBase(res_name=args.net_src).cuda() 222 | netC = network.feat_classifier_simpl(class_num=args.class_num, feat_dim=netF.in_features).cuda() 223 | 224 | args.modelpath = args.output_dir_src + '/source_F.pt' 225 | netF.load_state_dict(torch.load(args.modelpath)) 226 | args.modelpath = args.output_dir_src + '/source_C.pt' 227 | netC.load_state_dict(torch.load(args.modelpath)) 228 | source_model = nn.Sequential(netF, netC).cuda() 229 | source_model.eval() 230 | 231 | if args.net[0:3] == 'res': 232 | netF = network.ResBase(res_name=args.net, pretrain=True).cuda() 233 | netB = network.feat_bootleneck(type=args.classifier, feature_dim=netF.in_features, bottleneck_dim=args.bottleneck).cuda() 234 | netC = network.feat_classifier(type=args.layer, class_num = args.class_num, bottleneck_dim=args.bottleneck).cuda() 235 | 236 | param_group = [] 237 | learning_rate = args.lr 238 | for k, v in netF.named_parameters(): 239 | param_group += [{'params': v, 'lr': learning_rate*0.1}] 240 | for k, v in netB.named_parameters(): 241 | param_group += [{'params': v, 'lr': learning_rate}] 242 | for k, v in netC.named_parameters(): 243 | param_group += [{'params': v, 'lr': learning_rate}] 244 | optimizer = optim.SGD(param_group) 245 | optimizer = op_copy(optimizer) 246 | 247 | ent_best = 1.0 248 | max_iter = args.max_epoch * len(dset_loaders["target"]) 249 | interval_iter = max_iter // 10 250 | iter_num = 0 251 | 252 | model = nn.Sequential(netF, netB, netC).cuda() 253 | model.eval() 254 | 255 | start_test = True 256 | with torch.no_grad(): 257 | iter_test = iter(dset_loaders["target_te"]) 258 | for i in range(len(dset_loaders["target_te"])): 259 | data = iter_test.next() 260 | inputs, labels = data[0], data[1] 261 | inputs = inputs.cuda() 262 | outputs = source_model(inputs) 263 | outputs = nn.Softmax(dim=1)(outputs) 264 | _, src_idx = torch.sort(outputs, 1, descending=True) 265 | if args.topk > 0: 266 | topk = np.min([args.topk, args.class_num]) 267 | for i in range(outputs.size()[0]): 268 | outputs[i, src_idx[i, topk:]] = (1.0 - outputs[i, src_idx[i, :topk]].sum())/ (outputs.size()[1] - topk) 269 | 270 | if start_test: 271 | all_output = outputs.float() 272 | all_label = labels 273 | start_test = False 274 | else: 275 | all_output = torch.cat((all_output, outputs.float()), 0) 276 | all_label = torch.cat((all_label, labels), 0) 277 | mem_P = all_output.detach() 278 | 279 | model.train() 280 | while iter_num < max_iter: 281 | 282 | if args.ema < 1.0 and iter_num > 0 and iter_num % interval_iter == 0: 283 | model.eval() 284 | start_test = True 285 | with torch.no_grad(): 286 | iter_test = iter(dset_loaders["target_te"]) 287 | for i in range(len(dset_loaders["target_te"])): 288 | data = iter_test.next() 289 | inputs = data[0] 290 | inputs = inputs.cuda() 291 | outputs = model(inputs) 292 | outputs = nn.Softmax(dim=1)(outputs) 293 | if start_test: 294 | all_output = outputs.float() 295 | start_test = False 296 | else: 297 | all_output = torch.cat((all_output, outputs.float()), 0) 298 | mem_P = mem_P * args.ema + all_output.detach() * (1 - args.ema) 299 | model.train() 300 | 301 | try: 302 | inputs_target, y, tar_idx = iter_target.next() 303 | except: 304 | iter_target = iter(dset_loaders["target"]) 305 | inputs_target, y, tar_idx = iter_target.next() 306 | 307 | if inputs_target.size(0) == 1: 308 | continue 309 | 310 | iter_num += 1 311 | lr_scheduler(optimizer, iter_num=iter_num, max_iter=max_iter, power=1.5) 312 | inputs_target = inputs_target.cuda() 313 | with torch.no_grad(): 314 | outputs_target_by_source = mem_P[tar_idx, :] 315 | _, src_idx = torch.sort(outputs_target_by_source, 1, descending=True) 316 | outputs_target = model(inputs_target) 317 | outputs_target = torch.nn.Softmax(dim=1)(outputs_target) 318 | classifier_loss = nn.KLDivLoss(reduction='batchmean')(outputs_target.log(), outputs_target_by_source) 319 | optimizer.zero_grad() 320 | 321 | entropy_loss = torch.mean(loss.Entropy(outputs_target)) 322 | msoftmax = outputs_target.mean(dim=0) 323 | gentropy_loss = torch.sum(- msoftmax * torch.log(msoftmax + 1e-5)) 324 | entropy_loss -= gentropy_loss 325 | classifier_loss += entropy_loss 326 | 327 | classifier_loss.backward() 328 | 329 | if args.mix > 0: 330 | alpha = 0.3 331 | lam = np.random.beta(alpha, alpha) 332 | index = torch.randperm(inputs_target.size()[0]).cuda() 333 | mixed_input = lam * inputs_target + (1 - lam) * inputs_target[index, :] 334 | mixed_output = (lam * outputs_target + (1 - lam) * outputs_target[index, :]).detach() 335 | 336 | update_batch_stats(model, False) 337 | outputs_target_m = model(mixed_input) 338 | update_batch_stats(model, True) 339 | outputs_target_m = torch.nn.Softmax(dim=1)(outputs_target_m) 340 | classifier_loss = args.mix*nn.KLDivLoss(reduction='batchmean')(outputs_target_m.log(), mixed_output) 341 | classifier_loss.backward() 342 | optimizer.step() 343 | 344 | if iter_num % interval_iter == 0 or iter_num == max_iter: 345 | model.eval() 346 | acc_s_te, mean_ent = cal_acc(dset_loaders['test'], netF, netB, netC, False) 347 | log_str = 'Task: {}, Iter:{}/{}; Accuracy = {:.2f}%, Ent = {:.4f}'.format(args.name, iter_num, max_iter, acc_s_te, mean_ent) 348 | args.out_file.write(log_str + '\n') 349 | args.out_file.flush() 350 | print(log_str+'\n') 351 | model.train() 352 | 353 | torch.save(netF.state_dict(), osp.join(args.output_dir, "source_F.pt")) 354 | torch.save(netB.state_dict(), osp.join(args.output_dir, "source_B.pt")) 355 | torch.save(netC.state_dict(), osp.join(args.output_dir, "source_C.pt")) 356 | 357 | def update_batch_stats(model, flag): 358 | for m in model.modules(): 359 | if isinstance(m, nn.BatchNorm2d): 360 | m.update_batch_stats = flag 361 | 362 | def print_args(args): 363 | s = "==========================================\n" 364 | for arg, content in args.__dict__.items(): 365 | s += "{}:{}\n".format(arg, content) 366 | return s 367 | 368 | if __name__ == "__main__": 369 | parser = argparse.ArgumentParser(description='DINE') 370 | parser.add_argument('--gpu_id', type=str, nargs='?', default='0', help="device id to run") 371 | parser.add_argument('--s', type=int, default=0, help="source") 372 | parser.add_argument('--t', type=int, default=1, help="target") 373 | parser.add_argument('--max_epoch', type=int, default=20, help="max iterations") 374 | parser.add_argument('--batch_size', type=int, default=64, help="batch_size") 375 | parser.add_argument('--worker', type=int, default=4, help="number of workers") 376 | parser.add_argument('--dset', type=str, default='office-home', choices=['VISDA-C', 'office', 'image-clef', 'office-home', 'office-caltech']) 377 | parser.add_argument('--lr', type=float, default=1e-2, help="learning rate") 378 | parser.add_argument('--net', type=str, default='resnet50', help="alexnet, vgg16, resnet18, resnet34, resnet50, resnet101") 379 | parser.add_argument('--output', type=str, default='san') 380 | parser.add_argument('--lr_src', type=float, default=1e-2, help="learning rate") 381 | parser.add_argument('--net_src', type=str, default='resnet50', help="alexnet, vgg16, resnet18, resnet34, resnet50, resnet101") 382 | parser.add_argument('--output_src', type=str, default='san') 383 | 384 | parser.add_argument('--seed', type=int, default=2020, help="random seed") 385 | parser.add_argument('--bottleneck', type=int, default=256) 386 | parser.add_argument('--layer', type=str, default="wn", choices=["linear", "wn"]) 387 | parser.add_argument('--classifier', type=str, default="bn", choices=["ori", "bn"]) 388 | parser.add_argument('--da', type=str, default='uda', choices=['uda', 'pda']) 389 | parser.add_argument('--topk', type=int, default=1) 390 | 391 | parser.add_argument('--distill', action='store_true') 392 | parser.add_argument('--ema', type=float, default=0.6) 393 | parser.add_argument('--mix', type=float, default=1.0) 394 | 395 | args = parser.parse_args() 396 | if args.dset == 'office-home': 397 | names = ['Art', 'Clipart', 'Product', 'RealWorld'] 398 | args.class_num = 65 399 | 400 | os.environ["CUDA_VISIBLE_DEVICES"] = args.gpu_id 401 | SEED = args.seed 402 | torch.manual_seed(SEED) 403 | torch.cuda.manual_seed(SEED) 404 | np.random.seed(SEED) 405 | random.seed(SEED) 406 | # torch.backends.cudnn.deterministic = True 407 | 408 | folder = './data/' 409 | args.s_dset_path = folder + args.dset + '/' + names[args.s] + '_list.txt' 410 | args.t_dset_path = folder + args.dset + '/' + names[args.t] + '_list.txt' 411 | args.test_dset_path = folder + args.dset + '/' + names[args.t] + '_list.txt' 412 | 413 | args.output_dir_src = osp.join(args.output_src, args.net_src, str(args.seed), 'uda', args.dset, names[args.s][0].upper()) 414 | args.name_src = names[args.s][0].upper() 415 | if not osp.exists(args.output_dir_src): 416 | os.system('mkdir -p ' + args.output_dir_src) 417 | if not osp.exists(args.output_dir_src): 418 | os.mkdir(args.output_dir_src) 419 | 420 | if not args.distill: 421 | print(args.output_dir_src + '/source_F.pt') 422 | args.out_file = open(osp.join(args.output_dir_src, 'log.txt'), 'w') 423 | args.out_file.write(print_args(args)+'\n') 424 | args.out_file.flush() 425 | train_source_simp(args) 426 | 427 | args.out_file = open(osp.join(args.output_dir_src, 'log_test.txt'), 'w') 428 | for i in range(len(names)): 429 | if i == args.s: 430 | continue 431 | args.t = i 432 | args.name = names[args.s][0].upper() + names[args.t][0].upper() 433 | args.t_dset_path = folder + args.dset + '/' + names[args.t] + '_list.txt' 434 | args.test_dset_path = folder + args.dset + '/' + names[args.t] + '_list.txt' 435 | 436 | test_target_simp(args) 437 | 438 | if args.distill: 439 | for i in range(len(names)): 440 | if i == args.s: 441 | continue 442 | args.t = i 443 | args.name = names[args.s][0].upper() + names[args.t][0].upper() 444 | 445 | args.output_dir = osp.join(args.output, args.net_src + '_' + args.net, str(args.seed), args.da, args.dset, names[args.s][0].upper()+names[args.t][0].upper()) 446 | if not osp.exists(args.output_dir): 447 | os.system('mkdir -p ' + args.output_dir) 448 | if not osp.exists(args.output_dir): 449 | os.mkdir(args.output_dir) 450 | 451 | args.out_file = open(osp.join(args.output_dir, 'log_tar.txt'), 'w') 452 | args.t_dset_path = folder + args.dset + '/' + names[args.t] + '_list.txt' 453 | args.test_dset_path = folder + args.dset + '/' + names[args.t] + '_list.txt' 454 | 455 | test_target_simp(args) 456 | copy_target_simp(args) 457 | -------------------------------------------------------------------------------- /DINE_ft.py: -------------------------------------------------------------------------------- 1 | import argparse 2 | import os, sys 3 | import os.path as osp 4 | import torchvision 5 | import numpy as np 6 | import torch 7 | import torch.nn as nn 8 | import torch.optim as optim 9 | from torchvision import transforms 10 | import network, loss 11 | from torch.utils.data import DataLoader 12 | from data_list import ImageList, ImageList_idx 13 | import random, pdb, math, copy 14 | from tqdm import tqdm 15 | from scipy.spatial.distance import cdist 16 | from sklearn.metrics import confusion_matrix 17 | 18 | def op_copy(optimizer): 19 | for param_group in optimizer.param_groups: 20 | param_group['lr0'] = param_group['lr'] 21 | return optimizer 22 | 23 | def lr_scheduler(optimizer, iter_num, max_iter, gamma=10, power=0.75): 24 | decay = (11 + gamma * iter_num / max_iter) ** (-power) 25 | # decay = (1 + gamma) ** (-power) 26 | for param_group in optimizer.param_groups: 27 | param_group['lr'] = param_group['lr0'] * decay 28 | param_group['weight_decay'] = 1e-3 29 | param_group['momentum'] = 0.9 30 | param_group['nesterov'] = True 31 | return optimizer 32 | 33 | def image_train(resize_size=256, crop_size=224, alexnet=False): 34 | if not alexnet: 35 | normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], 36 | std=[0.229, 0.224, 0.225]) 37 | else: 38 | normalize = Normalize(meanfile='./ilsvrc_2012_mean.npy') 39 | return transforms.Compose([ 40 | transforms.Resize((resize_size, resize_size)), 41 | transforms.RandomCrop(crop_size), 42 | transforms.RandomHorizontalFlip(), 43 | transforms.ToTensor(), 44 | normalize 45 | ]) 46 | 47 | def image_test(resize_size=256, crop_size=224, alexnet=False): 48 | if not alexnet: 49 | normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], 50 | std=[0.229, 0.224, 0.225]) 51 | else: 52 | normalize = Normalize(meanfile='./ilsvrc_2012_mean.npy') 53 | return transforms.Compose([ 54 | transforms.Resize((resize_size, resize_size)), 55 | transforms.CenterCrop(crop_size), 56 | transforms.ToTensor(), 57 | normalize 58 | ]) 59 | 60 | def data_load(args): 61 | ## prepare data 62 | dsets = {} 63 | dset_loaders = {} 64 | train_bs = args.batch_size 65 | txt_tar = open(args.t_dset_path).readlines() 66 | txt_test = open(args.test_dset_path).readlines() 67 | 68 | dsets["target"] = ImageList_idx(txt_tar, transform=image_train()) 69 | dset_loaders["target"] = DataLoader(dsets["target"], batch_size=train_bs, shuffle=True, num_workers=args.worker, drop_last=False) 70 | dsets["test"] = ImageList_idx(txt_test, transform=image_test()) 71 | dset_loaders["test"] = DataLoader(dsets["test"], batch_size=train_bs*3, shuffle=False, num_workers=args.worker, drop_last=False) 72 | dsets["target_te"] = ImageList(txt_tar, transform=image_test()) 73 | dset_loaders["target_te"] = DataLoader(dsets["target_te"], batch_size=train_bs, shuffle=True, num_workers=args.worker, drop_last=False) 74 | 75 | return dset_loaders 76 | 77 | def cal_acc(loader, netF, netB, netC, flag=False): 78 | start_test = True 79 | with torch.no_grad(): 80 | iter_test = iter(loader) 81 | for i in range(len(loader)): 82 | data = iter_test.next() 83 | inputs = data[0] 84 | labels = data[1] 85 | inputs = inputs.cuda() 86 | outputs = netC(netB(netF(inputs))) 87 | if start_test: 88 | all_output = outputs.float().cpu() 89 | all_label = labels.float() 90 | start_test = False 91 | else: 92 | all_output = torch.cat((all_output, outputs.float().cpu()), 0) 93 | all_label = torch.cat((all_label, labels.float()), 0) 94 | all_output = nn.Softmax(dim=1)(all_output) 95 | _, predict = torch.max(all_output, 1) 96 | accuracy = torch.sum(torch.squeeze(predict).float() == all_label).item() / float(all_label.size()[0]) 97 | mean_ent = torch.mean(loss.Entropy(all_output)).cpu().data.item() / np.log(all_label.size()[0]) 98 | 99 | if flag: 100 | matrix = confusion_matrix(all_label, torch.squeeze(predict).float()) 101 | matrix = matrix[np.unique(all_label).astype(int),:] 102 | acc = matrix.diagonal()/matrix.sum(axis=1) * 100 103 | aacc = acc.mean() 104 | aa = [str(np.round(i, 2)) for i in acc] 105 | acc = ' '.join(aa) 106 | return aacc, acc, predict, mean_ent 107 | else: 108 | return accuracy*100, mean_ent, predict, mean_ent 109 | 110 | def train_target(args): 111 | dset_loaders = data_load(args) 112 | if args.net[0:3] == 'res': 113 | netF = network.ResBase(res_name=args.net).cuda() 114 | 115 | netB = network.feat_bootleneck(type=args.classifier, feature_dim=netF.in_features, bottleneck_dim=args.bottleneck).cuda() 116 | netC = network.feat_classifier(type=args.layer, class_num = args.class_num, bottleneck_dim=args.bottleneck).cuda() 117 | 118 | modelpath = args.output_dir + '/source_F.pt' 119 | netF.load_state_dict(torch.load(modelpath)) 120 | modelpath = args.output_dir + '/source_B.pt' 121 | netB.load_state_dict(torch.load(modelpath)) 122 | modelpath = args.output_dir + '/source_C.pt' 123 | netC.load_state_dict(torch.load(modelpath)) 124 | 125 | param_group = [] 126 | for k, v in netF.named_parameters(): 127 | param_group += [{'params': v, 'lr': args.lr*0.1}] 128 | for k, v in netB.named_parameters(): 129 | param_group += [{'params': v, 'lr': args.lr}] 130 | for k, v in netC.named_parameters(): 131 | param_group += [{'params': v, 'lr': args.lr}] 132 | 133 | optimizer = optim.SGD(param_group) 134 | optimizer = op_copy(optimizer) 135 | 136 | max_iter = args.max_epoch * len(dset_loaders["target"]) 137 | interval_iter = max_iter // 10 138 | iter_num = 0 139 | 140 | netF.eval() 141 | netB.eval() 142 | netC.eval() 143 | acc_s_te, _, pry, mean_ent = cal_acc(dset_loaders['test'], netF, netB, netC, False) 144 | log_str = 'Task: {}, Iter:{}/{}; Accuracy={:.2f}%, Ent={:.3f}'.format(args.name, iter_num, max_iter, acc_s_te, mean_ent) 145 | 146 | args.out_file.write(log_str + '\n') 147 | args.out_file.flush() 148 | print(log_str+'\n') 149 | netF.train() 150 | netB.train() 151 | netC.train() 152 | 153 | old_pry = 0 154 | while iter_num < max_iter: 155 | optimizer.zero_grad() 156 | try: 157 | inputs_test, _, tar_idx = iter_test.next() 158 | except: 159 | iter_test = iter(dset_loaders["target"]) 160 | inputs_test, _, tar_idx = iter_test.next() 161 | 162 | if inputs_test.size(0) == 1: 163 | continue 164 | 165 | inputs_test = inputs_test.cuda() 166 | 167 | iter_num += 1 168 | lr_scheduler(optimizer, iter_num=iter_num, max_iter=max_iter, power=0.75) 169 | 170 | features_test = netB(netF(inputs_test)) 171 | outputs_test = netC(features_test) 172 | 173 | softmax_out = nn.Softmax(dim=1)(outputs_test) 174 | entropy_loss = torch.mean(loss.Entropy(softmax_out)) 175 | 176 | msoftmax = softmax_out.mean(dim=0) 177 | gentropy_loss = -torch.sum(msoftmax * torch.log(msoftmax + 1e-5)) 178 | entropy_loss -= gentropy_loss 179 | entropy_loss.backward() 180 | optimizer.step() 181 | 182 | if iter_num % interval_iter == 0 or iter_num == max_iter: 183 | netF.eval() 184 | netB.eval() 185 | netC.eval() 186 | acc_s_te, _, pry, mean_ent = cal_acc(dset_loaders['test'], netF, netB, netC, False) 187 | log_str = 'Task: {}, Iter:{}/{}; Accuracy={:.2f}%, Ent={:.3f}'.format(args.name, iter_num, max_iter, acc_s_te, mean_ent) 188 | args.out_file.write(log_str + '\n') 189 | args.out_file.flush() 190 | print(log_str+'\n') 191 | netF.train() 192 | netB.train() 193 | netC.train() 194 | 195 | if torch.abs(pry - old_pry).sum() == 0: 196 | break 197 | else: 198 | old_pry = pry.clone() 199 | 200 | return netF, netB, netC 201 | 202 | def print_args(args): 203 | s = "==========================================\n" 204 | for arg, content in args.__dict__.items(): 205 | s += "{}:{}\n".format(arg, content) 206 | return s 207 | 208 | if __name__ == "__main__": 209 | parser = argparse.ArgumentParser(description='DINE') 210 | parser.add_argument('--gpu_id', type=str, nargs='?', default='0', help="device id to run") 211 | parser.add_argument('--s', type=int, default=0, help="source") 212 | parser.add_argument('--t', type=int, default=1, help="target") 213 | parser.add_argument('--max_epoch', type=int, default=30, help="max iterations") 214 | parser.add_argument('--batch_size', type=int, default=64, help="batch_size") 215 | parser.add_argument('--worker', type=int, default=4, help="number of workers") 216 | parser.add_argument('--dset', type=str, default='office-home', choices=['VISDA-C', 'office', 'image-clef', 'office-home', 'office-caltech']) 217 | parser.add_argument('--lr', type=float, default=1e-2, help="learning rate") 218 | parser.add_argument('--net', type=str, default='resnet50', help="alexnet, vgg16, resnet18, resnet50, resnext50") 219 | parser.add_argument('--net_src', type=str, default='resnet50', help="alexnet, vgg16, resnet18, resnet34, resnet50, resnet101") 220 | parser.add_argument('--seed', type=int, default=2021, help="random seed") 221 | 222 | parser.add_argument('--bottleneck', type=int, default=256) 223 | parser.add_argument('--layer', type=str, default="wn", choices=["linear", "wn"]) 224 | parser.add_argument('--classifier', type=str, default="bn", choices=["ori", "bn"]) 225 | parser.add_argument('--output', type=str, default='san') 226 | parser.add_argument('--da', type=str, default='uda', choices=['uda', 'pda']) 227 | 228 | args = parser.parse_args() 229 | if args.dset == 'office-home': 230 | names = ['Art', 'Clipart', 'Product', 'RealWorld'] 231 | args.class_num = 65 232 | 233 | os.environ["CUDA_VISIBLE_DEVICES"] = args.gpu_id 234 | SEED = args.seed 235 | torch.manual_seed(SEED) 236 | torch.cuda.manual_seed(SEED) 237 | np.random.seed(SEED) 238 | random.seed(SEED) 239 | # torch.backends.cudnn.deterministic = True 240 | 241 | folder = './data/' 242 | for i in range(len(names)): 243 | if i == args.s: 244 | continue 245 | args.t = i 246 | args.s_dset_path = folder + args.dset + '/' + names[args.s] + '_list.txt' 247 | args.t_dset_path = folder + args.dset + '/' + names[args.t] + '_list.txt' 248 | args.test_dset_path = folder + args.dset + '/' + names[args.t] + '_list.txt' 249 | 250 | args.output_dir = osp.join(args.output, args.net_src + '_' + args.net, str(args.seed), args.da, args.dset, names[args.s][0].upper()+names[args.t][0].upper()) 251 | args.name = names[args.s][0].upper()+names[args.t][0].upper() 252 | 253 | if not osp.exists(args.output_dir): 254 | os.system('mkdir -p ' + args.output_dir) 255 | if not osp.exists(args.output_dir): 256 | os.mkdir(args.output_dir) 257 | 258 | args.out_file = open(osp.join(args.output_dir, 'log_finetune.txt'), 'w') 259 | args.out_file.write(print_args(args)+'\n') 260 | args.out_file.flush() 261 | 262 | train_target(args) -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2021 tim-learn 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Official implementation for **DINE** 2 | 3 | ## [**DINE: Domain Adaptation from Single and Multiple Black-box Predictors**](https://arxiv.org/abs/2104.01539) 4 | 5 | ### Problem setting (Black-box UDA): 6 | 7 | 8 | 9 | ### Our framework (Distill-and-Finetune): 10 | 11 | 12 | 13 | ### Prerequisites: 14 | - python == 3.6.8 15 | - cudatoolkit == 11.0 16 | - pytorch ==1.7.1 17 | - torchvision == 0.8.2 18 | - numpy, scipy, sklearn, PIL, argparse, tqdm 19 | 20 | ### Demo: 21 | 22 | - [ ] Configure the pytorch environment 23 | 24 | - [ ] Download the dataset and write the correspinding text files via https://github.com/tim-learn/Generate_list (check the file path in the 'data/office-home/**_list.txt' folder) 25 | 26 | - [ ] Run the following code (**reproduce the results for ResNet-50 (source backbone) -> ResNet-50 (target backbone) in upper Table 2**) 27 | 28 | - training the source model first 29 | 30 | > python DINE_dist.py --gpu_id 0 --seed 2021 --output_src ./ckps/src --dset office-home --s 0 --da uda --net_src resnet50 --max_epoch 50 31 | 32 | - the first step (Distill) 33 | 34 | > python DINE_dist.py --gpu_id 0 --seed 2021 --output_src ./ckps/src --dset office-home --s 0 --da uda --net_src resnet50 --max_epoch 30 --net resnet50 --output ./ckps/tar --distill --topk 1 35 | - the second step (Finetune) 36 | 37 | > python DINE_ft.py --gpu_id 0 --seed 2021 --dset office-home --s 0 --da uda --net_src resnet50 --max_epoch 30 --net resnet50 --lr 1e-2 --output ./ckps/tar 38 | 39 | ### Results: 40 | 41 | 42 | 43 | ### Citation 44 | 45 | If you find this code useful for your research, please cite our paper 46 | 47 | > @inproceedings{liang2022dine, 48 | >     title={DINE: Domain Adaptation from Single and Multiple Black-box Predictors}, 49 | >     author={Liang, Jian and Hu, Dapeng and Feng, Jiashi and He, Ran}, 50 | >     booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, 51 | >     year={2022} 52 | > } 53 | 54 | ### Contact 55 | 56 | - [liangjian92@gmail.com](liangjian92@gmail.com) 57 | -------------------------------------------------------------------------------- /data/office-home/Art_list.txt: -------------------------------------------------------------------------------- 1 | /data/jian.liang/datasets/cls//OFFICEHOME/Art/Alarm_Clock/00001.jpg 0 2 | /data/jian.liang/datasets/cls//OFFICEHOME/Art/Alarm_Clock/00002.jpg 0 3 | /data/jian.liang/datasets/cls//OFFICEHOME/Art/Alarm_Clock/00003.jpg 0 4 | 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-------------------------------------------------------------------------------- /data_list.py: -------------------------------------------------------------------------------- 1 | #from __future__ import print_function, division 2 | 3 | import torch 4 | import numpy as np 5 | import random 6 | from PIL import Image 7 | from torch.utils.data import Dataset 8 | import os 9 | import os.path 10 | 11 | import cv2 12 | import torchvision 13 | 14 | def make_dataset(image_list, labels): 15 | if labels: 16 | len_ = len(image_list) 17 | images = [(image_list[i].strip(), labels[i, :]) for i in range(len_)] 18 | else: 19 | if len(image_list[0].split()) > 2: 20 | images = [(val.split()[0], np.array([int(la) for la in val.split()[1:]])) for val in image_list] 21 | else: 22 | images = [(val.split()[0], int(val.split()[1])) for val in image_list] 23 | return images 24 | 25 | 26 | def rgb_loader(path): 27 | with open(path, 'rb') as f: 28 | with Image.open(f) as img: 29 | return img.convert('RGB') 30 | 31 | def l_loader(path): 32 | with open(path, 'rb') as f: 33 | with Image.open(f) as img: 34 | return img.convert('L') 35 | 36 | class ImageList(Dataset): 37 | def __init__(self, image_list, labels=None, transform=None, target_transform=None, mode='RGB'): 38 | imgs = make_dataset(image_list, labels) 39 | if len(imgs) == 0: 40 | raise(RuntimeError("Found 0 images in subfolders of: " + root + "\n" 41 | "Supported image extensions are: " + ",".join(IMG_EXTENSIONS))) 42 | 43 | self.imgs = imgs 44 | self.transform = transform 45 | self.target_transform = target_transform 46 | if mode == 'RGB': 47 | self.loader = rgb_loader 48 | elif mode == 'L': 49 | self.loader = l_loader 50 | 51 | def __getitem__(self, index): 52 | path, target = self.imgs[index] 53 | img = self.loader(path) 54 | if self.transform is not None: 55 | img = self.transform(img) 56 | if self.target_transform is not None: 57 | target = self.target_transform(target) 58 | 59 | return img, target 60 | 61 | def __len__(self): 62 | return len(self.imgs) 63 | 64 | class ImageList_idx(Dataset): 65 | def __init__(self, image_list, labels=None, transform=None, target_transform=None, mode='RGB'): 66 | imgs = make_dataset(image_list, labels) 67 | if len(imgs) == 0: 68 | raise(RuntimeError("Found 0 images in subfolders of: " + root + "\n" 69 | "Supported image extensions are: " + ",".join(IMG_EXTENSIONS))) 70 | 71 | self.imgs = imgs 72 | self.transform = transform 73 | self.target_transform = target_transform 74 | if mode == 'RGB': 75 | self.loader = rgb_loader 76 | elif mode == 'L': 77 | self.loader = l_loader 78 | 79 | def __getitem__(self, index): 80 | path, target = self.imgs[index] 81 | img = self.loader(path) 82 | if self.transform is not None: 83 | img = self.transform(img) 84 | if self.target_transform is not None: 85 | target = self.target_transform(target) 86 | 87 | return img, target, index 88 | 89 | def __len__(self): 90 | return len(self.imgs) -------------------------------------------------------------------------------- /figs/method.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tim-learn/DINE/7ecf9e5e2c4e77f8a773a438c90cec397d360618/figs/method.png -------------------------------------------------------------------------------- /figs/problem.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tim-learn/DINE/7ecf9e5e2c4e77f8a773a438c90cec397d360618/figs/problem.png -------------------------------------------------------------------------------- /figs/result-home.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/tim-learn/DINE/7ecf9e5e2c4e77f8a773a438c90cec397d360618/figs/result-home.png -------------------------------------------------------------------------------- /loss.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import torch 3 | import torch.nn as nn 4 | from torch.autograd import Variable 5 | import math 6 | import torch.nn.functional as F 7 | import pdb 8 | 9 | def Entropy(input_): 10 | bs = input_.size(0) 11 | epsilon = 1e-5 12 | entropy = -input_ * torch.log(input_ + epsilon) 13 | entropy = torch.sum(entropy, dim=1) 14 | return entropy 15 | 16 | class CrossEntropyLabelSmooth(nn.Module): 17 | """Cross entropy loss with label smoothing regularizer. 18 | Reference: 19 | Szegedy et al. Rethinking the Inception Architecture for Computer Vision. CVPR 2016. 20 | Equation: y = (1 - epsilon) * y + epsilon / K. 21 | Args: 22 | num_classes (int): number of classes. 23 | epsilon (float): weight. 24 | """ 25 | 26 | def __init__(self, num_classes, epsilon=0.1, use_gpu=True, reduction=True): 27 | super(CrossEntropyLabelSmooth, self).__init__() 28 | self.num_classes = num_classes 29 | self.epsilon = epsilon 30 | self.use_gpu = use_gpu 31 | self.reduction = reduction 32 | self.logsoftmax = nn.LogSoftmax(dim=1) 33 | 34 | def forward(self, inputs, targets): 35 | """ 36 | Args: 37 | inputs: prediction matrix (before softmax) with shape (batch_size, num_classes) 38 | targets: ground truth labels with shape (num_classes) 39 | """ 40 | log_probs = self.logsoftmax(inputs) 41 | targets = torch.zeros(log_probs.size()).scatter_(1, targets.unsqueeze(1).cpu(), 1) 42 | if self.use_gpu: targets = targets.cuda() 43 | targets = (1 - self.epsilon) * targets + self.epsilon / self.num_classes 44 | loss = (- targets * log_probs).sum(dim=1) 45 | if self.reduction: 46 | return loss.mean() 47 | else: 48 | return loss 49 | return loss -------------------------------------------------------------------------------- /network.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import torch 3 | import torch.nn as nn 4 | import torchvision 5 | from torchvision import models 6 | from torch.autograd import Variable 7 | import math 8 | import pdb 9 | import torch.nn.utils.weight_norm as weightNorm 10 | from collections import OrderedDict 11 | 12 | def init_weights(m): 13 | classname = m.__class__.__name__ 14 | if classname.find('Conv2d') != -1 or classname.find('ConvTranspose2d') != -1: 15 | nn.init.kaiming_uniform_(m.weight) 16 | nn.init.zeros_(m.bias) 17 | elif classname.find('BatchNorm') != -1: 18 | nn.init.normal_(m.weight, 1.0, 0.02) 19 | nn.init.zeros_(m.bias) 20 | elif classname.find('Linear') != -1: 21 | nn.init.xavier_normal_(m.weight) 22 | nn.init.zeros_(m.bias) 23 | 24 | res_dict = {"resnet18":models.resnet18, "resnet34":models.resnet34, "resnet50":models.resnet50, 25 | "resnet101":models.resnet101, "resnet152":models.resnet152, "resnext50":models.resnext50_32x4d, "resnext101":models.resnext101_32x8d} 26 | 27 | class ResBase(nn.Module): 28 | def __init__(self, res_name, pretrain=True): 29 | super(ResBase, self).__init__() 30 | model_resnet = res_dict[res_name](pretrained=pretrain) 31 | self.conv1 = model_resnet.conv1 32 | self.bn1 = model_resnet.bn1 33 | self.relu = model_resnet.relu 34 | self.maxpool = model_resnet.maxpool 35 | self.layer1 = model_resnet.layer1 36 | self.layer2 = model_resnet.layer2 37 | self.layer3 = model_resnet.layer3 38 | self.layer4 = model_resnet.layer4 39 | self.avgpool = model_resnet.avgpool 40 | self.in_features = model_resnet.fc.in_features 41 | 42 | def forward(self, x): 43 | x = self.conv1(x) 44 | x = self.bn1(x) 45 | x = self.relu(x) 46 | x = self.maxpool(x) 47 | x = self.layer1(x) 48 | x = self.layer2(x) 49 | x = self.layer3(x) 50 | x = self.layer4(x) 51 | x = self.avgpool(x) 52 | x = x.view(x.size(0), -1) 53 | return x 54 | 55 | class feat_bootleneck(nn.Module): 56 | def __init__(self, feature_dim, bottleneck_dim=256, type="ori"): 57 | super(feat_bootleneck, self).__init__() 58 | self.bn = nn.BatchNorm1d(bottleneck_dim, affine=True) 59 | self.relu = nn.ReLU(inplace=True) 60 | self.dropout = nn.Dropout(p=0.5) 61 | self.bottleneck = nn.Linear(feature_dim, bottleneck_dim) 62 | self.bottleneck.apply(init_weights) 63 | self.type = type 64 | 65 | def forward(self, x): 66 | x = self.bottleneck(x) 67 | if self.type == "bn" or self.type == "bn_relu" or self.type == "bn_relu_drop": 68 | x = self.bn(x) 69 | if self.type == "bn_relu" or self.type == "bn_relu_drop": 70 | x = self.relu(x) 71 | if self.type == "bn_relu_drop": 72 | x = self.dropout(x) 73 | return x 74 | 75 | class feat_classifier(nn.Module): 76 | def __init__(self, class_num, bottleneck_dim=256, type="linear"): 77 | super(feat_classifier, self).__init__() 78 | self.type = type 79 | if type == 'wn': 80 | self.fc = weightNorm(nn.Linear(bottleneck_dim, class_num), name="weight") 81 | self.fc.apply(init_weights) 82 | elif type == 'linear': 83 | self.fc = nn.Linear(bottleneck_dim, class_num) 84 | self.fc.apply(init_weights) 85 | else: 86 | self.fc = nn.Linear(bottleneck_dim, class_num, bias=False) 87 | nn.init.xavier_normal_(self.fc.weight) 88 | 89 | def forward(self, x): 90 | if not self.type in {'wn', 'linear'}: 91 | w = self.fc.weight 92 | w = torch.nn.functional.normalize(w, dim=1, p=2) 93 | 94 | x = torch.nn.functional.normalize(x, dim=1, p=2) 95 | x = torch.nn.functional.linear(x, w) 96 | else: 97 | x = self.fc(x) 98 | return x 99 | 100 | class feat_classifier_simpl(nn.Module): 101 | def __init__(self, class_num, feat_dim): 102 | super(feat_classifier_simpl, self).__init__() 103 | self.fc = nn.Linear(feat_dim, class_num) 104 | nn.init.xavier_normal_(self.fc.weight) 105 | 106 | def forward(self, x): 107 | x = self.fc(x) 108 | return x --------------------------------------------------------------------------------