{'num_workers': 12, 'voc12_root': 'data/VOC2012/', 'train_list': 'voc12/train_aug.txt', 'val_list': 'voc12/val.txt', 'infer_list': 'voc12/train_aug.txt', 'chainer_eval_set': 'train', 'cam_network': 'net.resnet50_clims', 'feature_dim': 2048, 'cam_crop_size': 512, 'cam_batch_size': 16, 'cam_num_epoches': 5, 'cam_learning_rate': 0.1, 'cam_weight_decay': 0.0001, 'cam_eval_thres': 0.15, 'cam_scales': (1.0, 0.5, 1.5, 2.0), 'num_cores_eval': 8, 'clims_network': 'net.resnet50_clims', 'clims_num_epoches': 15, 'clims_learning_rate': 0.00025, 'hyper': '10,24,1,0.2', 'clip': 'ViT-B/32', 'conf_fg_thres': 0.3, 'conf_bg_thres': 0.1, 'irn_network': 'net.resnet50_irn', 'irn_crop_size': 512, 'irn_batch_size': 32, 'irn_num_epoches': 3, 'irn_learning_rate': 0.1, 'irn_weight_decay': 0.0001, 'beta': 10, 'exp_times': 8, 'sem_seg_bg_thres': 0.2, 'work_space': 'clims_voc12', 'log_name': 'clims_voc12/sample_train_eval', 'cam_weights_name': 'clims_voc12/res50_cam.pth', 'irn_weights_name': 'clims_voc12/res50_irn.pth', 'cam_out_dir': 'clims_voc12/cam_mask', 'ir_label_out_dir': 'clims_voc12/ir_label', 'sem_seg_out_dir': 'clims_voc12/sem_seg', 'ins_seg_out_dir': 'clims_voc12/ins_seg', 'clims_weights_name': 'clims_voc12/res50_clims', 'train_cam_pass': False, 'train_clims_pass': True, 'make_cam_pass': False, 'make_clims_pass': True, 'eval_cam_pass': True, 'cam_to_ir_label_pass': False, 'train_irn_pass': False, 'make_ins_seg_pass': False, 'eval_ins_seg_pass': False, 'make_sem_seg_pass': False, 'eval_sem_seg_pass': False}
step.train_clims: Sun Feb 12 19:42:30 2023
model pretrained initialized
Use CBSLoss! threshold: 0.26
[10.0, 24.0, 1.0, 0.2]
Epoch 1/15
step:    0/ 9915 loss:22.4167 L_OTM:1.3301 L_BTM:0.2744 L_CBS:2.5254 L_REG:0.0524 imps:6.4 lr: 0.0003 etc:Mon Feb 13 02:38:42 2023
step:  200/ 9915 loss:22.3421 L_OTM:1.2940 L_BTM:0.2857 L_CBS:2.5349 L_REG:0.0440 imps:34.2 lr: 0.0002 etc:Sun Feb 12 20:59:54 2023
step:  400/ 9915 loss:22.2503 L_OTM:1.2893 L_BTM:0.2846 L_CBS:2.5178 L_REG:0.0439 imps:34.3 lr: 0.0002 etc:Sun Feb 12 20:59:37 2023
step:  600/ 9915 loss:21.9755 L_OTM:1.2858 L_BTM:0.2828 L_CBS:2.3213 L_REG:0.0480 imps:34.5 lr: 0.0002 etc:Sun Feb 12 20:59:17 2023
Epoch 2/15
step:  800/ 9915 loss:21.9845 L_OTM:1.2863 L_BTM:0.2821 L_CBS:2.3405 L_REG:0.0517 imps:34.4 lr: 0.0002 etc:Sun Feb 12 20:59:17 2023
step: 1000/ 9915 loss:21.8530 L_OTM:1.2844 L_BTM:0.2803 L_CBS:2.2702 L_REG:0.0548 imps:34.4 lr: 0.0002 etc:Sun Feb 12 20:59:17 2023
step: 1200/ 9915 loss:22.0297 L_OTM:1.2856 L_BTM:0.2792 L_CBS:2.4612 L_REG:0.0576 imps:34.5 lr: 0.0002 etc:Sun Feb 12 20:59:15 2023
Epoch 3/15
step: 1400/ 9915 loss:21.7491 L_OTM:1.2863 L_BTM:0.2790 L_CBS:2.1768 L_REG:0.0589 imps:33.4 lr: 0.0002 etc:Sun Feb 12 20:59:20 2023
step: 1600/ 9915 loss:21.8162 L_OTM:1.2850 L_BTM:0.2790 L_CBS:2.2589 L_REG:0.0609 imps:34.0 lr: 0.0002 etc:Sun Feb 12 20:59:23 2023
step: 1800/ 9915 loss:21.6748 L_OTM:1.2848 L_BTM:0.2788 L_CBS:2.1224 L_REG:0.0612 imps:34.3 lr: 0.0002 etc:Sun Feb 12 20:59:18 2023
Epoch 4/15
step: 2000/ 9915 loss:21.7891 L_OTM:1.2799 L_BTM:0.2777 L_CBS:2.3146 L_REG:0.0625 imps:31.6 lr: 0.0002 etc:Sun Feb 12 20:59:19 2023
step: 2200/ 9915 loss:21.8106 L_OTM:1.2840 L_BTM:0.2777 L_CBS:2.2940 L_REG:0.0640 imps:34.2 lr: 0.0002 etc:Sun Feb 12 20:59:19 2023
step: 2400/ 9915 loss:21.7623 L_OTM:1.2829 L_BTM:0.2769 L_CBS:2.2743 L_REG:0.0656 imps:34.5 lr: 0.0002 etc:Sun Feb 12 20:59:16 2023
step: 2600/ 9915 loss:21.6211 L_OTM:1.2820 L_BTM:0.2770 L_CBS:2.1386 L_REG:0.0660 imps:34.4 lr: 0.0002 etc:Sun Feb 12 20:59:18 2023
Epoch 5/15
step: 2800/ 9915 loss:21.7335 L_OTM:1.2821 L_BTM:0.2766 L_CBS:2.2611 L_REG:0.0673 imps:33.8 lr: 0.0002 etc:Sun Feb 12 20:59:23 2023
step: 3000/ 9915 loss:21.6288 L_OTM:1.2815 L_BTM:0.2776 L_CBS:2.1378 L_REG:0.0675 imps:34.1 lr: 0.0002 etc:Sun Feb 12 20:59:24 2023
step: 3200/ 9915 loss:21.6044 L_OTM:1.2824 L_BTM:0.2774 L_CBS:2.1090 L_REG:0.0680 imps:34.2 lr: 0.0002 etc:Sun Feb 12 20:59:25 2023
Epoch 6/15
step: 3400/ 9915 loss:21.5138 L_OTM:1.2808 L_BTM:0.2765 L_CBS:2.0565 L_REG:0.0684 imps:33.4 lr: 0.0002 etc:Sun Feb 12 20:59:29 2023
step: 3600/ 9915 loss:21.5870 L_OTM:1.2800 L_BTM:0.2779 L_CBS:2.1048 L_REG:0.0690 imps:33.9 lr: 0.0002 etc:Sun Feb 12 20:59:31 2023
step: 3800/ 9915 loss:21.6669 L_OTM:1.2830 L_BTM:0.2750 L_CBS:2.2244 L_REG:0.0696 imps:34.1 lr: 0.0002 etc:Sun Feb 12 20:59:31 2023
Epoch 7/15
step: 4000/ 9915 loss:21.6697 L_OTM:1.2791 L_BTM:0.2762 L_CBS:2.2359 L_REG:0.0697 imps:33.3 lr: 0.0002 etc:Sun Feb 12 20:59:32 2023
step: 4200/ 9915 loss:21.6526 L_OTM:1.2827 L_BTM:0.2756 L_CBS:2.1965 L_REG:0.0699 imps:34.3 lr: 0.0002 etc:Sun Feb 12 20:59:31 2023
step: 4400/ 9915 loss:21.6503 L_OTM:1.2793 L_BTM:0.2764 L_CBS:2.2096 L_REG:0.0704 imps:34.4 lr: 0.0001 etc:Sun Feb 12 20:59:30 2023
step: 4600/ 9915 loss:21.5892 L_OTM:1.2786 L_BTM:0.2766 L_CBS:2.1501 L_REG:0.0703 imps:34.4 lr: 0.0001 etc:Sun Feb 12 20:59:30 2023
Epoch 8/15
step: 4800/ 9915 loss:21.7248 L_OTM:1.2787 L_BTM:0.2763 L_CBS:2.2945 L_REG:0.0703 imps:34.2 lr: 0.0001 etc:Sun Feb 12 20:59:30 2023
step: 5000/ 9915 loss:21.5978 L_OTM:1.2809 L_BTM:0.2767 L_CBS:2.1318 L_REG:0.0709 imps:34.5 lr: 0.0001 etc:Sun Feb 12 20:59:28 2023
step: 5200/ 9915 loss:21.4965 L_OTM:1.2806 L_BTM:0.2757 L_CBS:2.0610 L_REG:0.0701 imps:34.6 lr: 0.0001 etc:Sun Feb 12 20:59:26 2023
Epoch 9/15
step: 5400/ 9915 loss:21.5002 L_OTM:1.2786 L_BTM:0.2753 L_CBS:2.0917 L_REG:0.0698 imps:33.9 lr: 0.0001 etc:Sun Feb 12 20:59:27 2023
step: 5600/ 9915 loss:21.6896 L_OTM:1.2794 L_BTM:0.2762 L_CBS:2.2518 L_REG:0.0701 imps:34.3 lr: 0.0001 etc:Sun Feb 12 20:59:27 2023
step: 5800/ 9915 loss:21.4835 L_OTM:1.2793 L_BTM:0.2759 L_CBS:2.0548 L_REG:0.0699 imps:34.3 lr: 0.0001 etc:Sun Feb 12 20:59:27 2023
Epoch 10/15
step: 6000/ 9915 loss:21.5842 L_OTM:1.2794 L_BTM:0.2761 L_CBS:2.1506 L_REG:0.0704 imps:33.1 lr: 0.0001 etc:Sun Feb 12 20:59:30 2023
step: 6200/ 9915 loss:21.4903 L_OTM:1.2774 L_BTM:0.2764 L_CBS:2.0680 L_REG:0.0709 imps:34.2 lr: 0.0001 etc:Sun Feb 12 20:59:29 2023
step: 6400/ 9915 loss:21.4434 L_OTM:1.2781 L_BTM:0.2753 L_CBS:2.0420 L_REG:0.0710 imps:34.4 lr: 0.0001 etc:Sun Feb 12 20:59:28 2023
step: 6600/ 9915 loss:21.6055 L_OTM:1.2803 L_BTM:0.2753 L_CBS:2.1821 L_REG:0.0717 imps:34.5 lr: 0.0001 etc:Sun Feb 12 20:59:27 2023
Epoch 11/15
step: 6800/ 9915 loss:21.5614 L_OTM:1.2786 L_BTM:0.2757 L_CBS:2.1436 L_REG:0.0712 imps:34.3 lr: 0.0001 etc:Sun Feb 12 20:59:28 2023
step: 7000/ 9915 loss:21.5353 L_OTM:1.2757 L_BTM:0.2757 L_CBS:2.1482 L_REG:0.0708 imps:34.3 lr: 0.0001 etc:Sun Feb 12 20:59:28 2023
step: 7200/ 9915 loss:21.5223 L_OTM:1.2810 L_BTM:0.2750 L_CBS:2.0985 L_REG:0.0709 imps:34.4 lr: 0.0001 etc:Sun Feb 12 20:59:27 2023
Epoch 12/15
step: 7400/ 9915 loss:21.5379 L_OTM:1.2772 L_BTM:0.2761 L_CBS:2.1241 L_REG:0.0702 imps:34.4 lr: 0.0001 etc:Sun Feb 12 20:59:26 2023
step: 7600/ 9915 loss:21.4999 L_OTM:1.2808 L_BTM:0.2749 L_CBS:2.0786 L_REG:0.0708 imps:34.5 lr: 0.0001 etc:Sun Feb 12 20:59:26 2023
step: 7800/ 9915 loss:21.5806 L_OTM:1.2779 L_BTM:0.2755 L_CBS:2.1755 L_REG:0.0708 imps:34.6 lr: 0.0001 etc:Sun Feb 12 20:59:25 2023
Epoch 13/15
step: 8000/ 9915 loss:21.4900 L_OTM:1.2804 L_BTM:0.2746 L_CBS:2.0811 L_REG:0.0712 imps:33.6 lr: 0.0001 etc:Sun Feb 12 20:59:25 2023
step: 8200/ 9915 loss:21.5261 L_OTM:1.2782 L_BTM:0.2757 L_CBS:2.1118 L_REG:0.0713 imps:34.5 lr: 0.0001 etc:Sun Feb 12 20:59:24 2023
step: 8400/ 9915 loss:21.4964 L_OTM:1.2779 L_BTM:0.2753 L_CBS:2.0948 L_REG:0.0709 imps:34.6 lr: 0.0000 etc:Sun Feb 12 20:59:23 2023
Epoch 14/15
step: 8600/ 9915 loss:21.5302 L_OTM:1.2770 L_BTM:0.2754 L_CBS:2.1367 L_REG:0.0714 imps:28.2 lr: 0.0000 etc:Sun Feb 12 20:59:24 2023
step: 8800/ 9915 loss:21.4094 L_OTM:1.2787 L_BTM:0.2757 L_CBS:1.9932 L_REG:0.0712 imps:34.2 lr: 0.0000 etc:Sun Feb 12 20:59:24 2023
step: 9000/ 9915 loss:21.6172 L_OTM:1.2797 L_BTM:0.2751 L_CBS:2.2030 L_REG:0.0714 imps:34.3 lr: 0.0000 etc:Sun Feb 12 20:59:23 2023
step: 9200/ 9915 loss:21.4398 L_OTM:1.2777 L_BTM:0.2755 L_CBS:2.0374 L_REG:0.0711 imps:34.4 lr: 0.0000 etc:Sun Feb 12 20:59:23 2023
Epoch 15/15
step: 9400/ 9915 loss:21.4014 L_OTM:1.2771 L_BTM:0.2752 L_CBS:2.0113 L_REG:0.0713 imps:34.0 lr: 0.0000 etc:Sun Feb 12 20:59:23 2023
step: 9600/ 9915 loss:21.5212 L_OTM:1.2798 L_BTM:0.2748 L_CBS:2.1131 L_REG:0.0714 imps:34.4 lr: 0.0000 etc:Sun Feb 12 20:59:23 2023
step: 9800/ 9915 loss:21.3643 L_OTM:1.2757 L_BTM:0.2751 L_CBS:1.9897 L_REG:0.0713 imps:34.5 lr: 0.0000 etc:Sun Feb 12 20:59:22 2023
step.make_clims: Sun Feb 12 20:59:23 2023
model pretrained initialized
[ ]
step.eval_cam: Sun Feb 12 21:21:51 2023
{'aeroplane': 0.4702455659256117, 'bicycle': 0.33163585325291145, 'bird': 0.5626920735626318, 'boat': 0.47483598478853906, 'bottle': 0.5524609767407905, 'bus': 0.7399675895162329, 'car': 0.6499716146371353, 'cat': 0.7593749285368293, 'chair': 0.3107634811670129, 'cow': 0.6315448502681454, 'dining table': 0.503219241474427, 'dog': 0.702781568006799, 'horse': 0.6503301422177094, 'motorbike': 0.713372683350136, 'player': 0.6220090351311071, 'potted plant': 0.5059354272147595, 'sheep': 0.684964193080497, 'sofa': 0.5155279970335207, 'train': 0.5392961902466044, 'tv monitor': 0.47320721569726376}
threshold: 0.15 miou: 0.5827159301307814 i_imgs 1464
among_predfg_bg 0.2468186318715088