20211105 15:35:22 INFO: -------------------- New Experiment --------------------
20211105 15:35:22 INFO: train_sup.py -p sup_deeplabv3plus -m deeplabv3plus_resnet101 --src_data_dir /tmp2/GTA5/
20211105 15:35:22 INFO: Namespace(model_save_dir='sup_deeplabv3plus', model='deeplabv3plus_resnet101', separable_conv=False, output_stride=16, freeze_bn=True, src_dataset='GTA5', src_data_dir='/tmp2/GTA5/', src_datalist='dataloader/init_data/GTA5/train.txt', trg_dataset='cityscapes', trg_data_dir='/tmp2/Cityscapes', trg_datalist='dataloader/init_data/cityscapes/train.txt', val_dataset='cityscapes', val_data_dir='/tmp2/Cityscapes', val_datalist='dataloader/init_data/cityscapes/val.txt', num_classes=19, ignore_idx=255, train_batch_size=1, val_batch_size=4, distributed_training=False, ddp_port=2345, weight_decay=0.0005, total_itrs=100000, val_period=1000, train_lr=0.00025, lr_policy='poly', step_size=10000, loss_type='cross_entropy', train_lr_D=0.00025)
20211105 15:39:53 INFO: **** EVAL ITERATION 000999 ****
20211105 15:40:43 INFO: [Validation Result]
20211105 15:40:43 INFO: 24.35,62.48,22.96,74.44,15.78,0.12,10.27,2.02,0.00,59.50,11.97,78.31,46.18,0.00,66.22,12.17,0.20,0.00,0.00,0.00
20211105 15:40:44 INFO: Current val miou is 24.348 %, while the best val miou is 24.348 %
20211105 15:45:10 INFO: **** EVAL ITERATION 001999 ****
20211105 15:45:52 INFO: [Validation Result]
20211105 15:45:52 INFO: 33.85,76.47,31.17,78.44,24.28,14.26,28.14,18.10,0.00,81.29,29.48,82.48,50.28,0.00,78.54,23.14,27.18,0.00,0.00,0.00
20211105 15:45:53 INFO: Current val miou is 33.855 %, while the best val miou is 33.855 %
20211105 15:50:16 INFO: **** EVAL ITERATION 002999 ****
20211105 15:50:56 INFO: [Validation Result]
20211105 15:50:56 INFO: 32.88,80.16,34.96,74.58,20.33,13.40,28.51,20.94,0.70,83.58,27.48,78.14,53.22,0.10,77.41,17.82,12.38,0.00,1.11,0.00
20211105 15:50:56 INFO: Current val miou is 32.885 %, while the best val miou is 33.855 %
20211105 15:55:23 INFO: **** EVAL ITERATION 003999 ****
20211105 15:56:05 INFO: [Validation Result]
20211105 15:56:05 INFO: 29.49,56.92,21.67,70.43,10.40,4.10,22.73,15.12,0.68,84.44,24.64,82.53,52.68,0.00,68.91,23.33,19.07,0.00,2.64,0.00
20211105 15:56:05 INFO: Current val miou is 29.489 %, while the best val miou is 33.855 %
20211105 16:00:31 INFO: **** EVAL ITERATION 004999 ****
20211105 16:01:12 INFO: [Validation Result]
20211105 16:01:12 INFO: 29.24,21.73,13.70,71.20,16.15,12.55,17.35,22.84,6.36,82.91,35.06,74.68,52.63,0.00,71.67,25.28,25.81,0.00,5.61,0.00
20211105 16:01:12 INFO: Current val miou is 29.238 %, while the best val miou is 33.855 %
20211105 16:05:38 INFO: **** EVAL ITERATION 005999 ****
20211105 16:06:21 INFO: [Validation Result]
20211105 16:06:21 INFO: 32.29,41.32,14.75,74.55,16.34,23.92,30.32,32.14,10.14,84.74,18.97,79.19,53.66,1.94,73.54,21.95,27.13,0.00,8.83,0.00
20211105 16:06:21 INFO: Current val miou is 32.287 %, while the best val miou is 33.855 %
20211105 16:10:46 INFO: **** EVAL ITERATION 006999 ****
20211105 16:11:27 INFO: [Validation Result]
20211105 16:11:27 INFO: 36.21,74.41,24.21,78.80,18.98,14.90,30.60,34.70,9.59,83.20,26.25,82.22,57.57,8.91,78.43,24.15,27.72,0.00,13.42,0.00
20211105 16:11:28 INFO: Current val miou is 36.214 %, while the best val miou is 36.214 %
20211105 16:15:54 INFO: **** EVAL ITERATION 007999 ****
20211105 16:16:35 INFO: [Validation Result]
20211105 16:16:35 INFO: 30.30,14.34,11.76,67.82,16.25,15.89,33.53,34.80,9.42,84.65,26.14,77.99,51.94,1.85,74.12,25.49,20.43,0.00,9.30,0.00
20211105 16:16:35 INFO: Current val miou is 30.301 %, while the best val miou is 36.214 %
20211105 16:21:00 INFO: **** EVAL ITERATION 008999 ****
20211105 16:21:41 INFO: [Validation Result]
20211105 16:21:41 INFO: 34.53,56.36,16.75,74.68,16.26,14.00,31.97,37.17,10.04,81.72,17.91,82.80,58.61,6.29,74.79,29.90,28.52,0.01,18.25,0.00
20211105 16:21:41 INFO: Current val miou is 34.528 %, while the best val miou is 36.214 %
20211105 16:26:04 INFO: **** EVAL ITERATION 009999 ****
20211105 16:26:45 INFO: [Validation Result]
20211105 16:26:45 INFO: 36.77,78.17,24.98,77.16,15.32,18.59,31.13,38.28,15.97,81.74,19.70,82.40,56.30,20.15,76.60,16.51,25.66,4.80,15.13,0.00
20211105 16:26:46 INFO: Current val miou is 36.768 %, while the best val miou is 36.768 %
20211105 16:31:08 INFO: **** EVAL ITERATION 010999 ****
20211105 16:31:49 INFO: [Validation Result]
20211105 16:31:49 INFO: 34.64,58.19,20.20,75.75,22.01,23.72,13.34,33.20,10.58,83.91,25.04,80.58,56.80,5.79,77.94,29.48,25.20,0.08,16.32,0.00
20211105 16:31:49 INFO: Current val miou is 34.638 %, while the best val miou is 36.768 %
20211105 16:36:10 INFO: **** EVAL ITERATION 011999 ****
20211105 16:36:51 INFO: [Validation Result]
20211105 16:36:51 INFO: 35.95,63.19,17.73,79.97,19.13,23.99,32.18,36.74,15.35,82.00,15.12,81.54,58.99,11.74,75.73,16.81,21.72,12.94,18.15,0.00
20211105 16:36:51 INFO: Current val miou is 35.949 %, while the best val miou is 36.768 %
20211105 16:41:12 INFO: **** EVAL ITERATION 012999 ****
20211105 16:41:53 INFO: [Validation Result]
20211105 16:41:53 INFO: 31.67,36.05,18.60,75.56,8.47,24.95,32.75,40.22,15.35,84.65,3.41,71.69,56.54,3.90,69.14,12.33,26.88,0.21,21.01,0.00
20211105 16:41:53 INFO: Current val miou is 31.670 %, while the best val miou is 36.768 %
20211105 16:46:19 INFO: **** EVAL ITERATION 013999 ****
20211105 16:47:01 INFO: [Validation Result]
20211105 16:47:01 INFO: 37.94,75.86,24.16,79.94,20.60,29.62,35.29,36.53,20.45,79.43,19.34,81.97,59.83,14.62,78.03,25.05,20.74,0.06,19.38,0.00
20211105 16:47:02 INFO: Current val miou is 37.943 %, while the best val miou is 37.943 %
20211105 16:51:24 INFO: **** EVAL ITERATION 014999 ****
20211105 16:52:05 INFO: [Validation Result]
20211105 16:52:05 INFO: 38.04,77.25,23.96,81.17,28.55,24.83,33.78,39.38,16.73,81.89,14.46,75.15,60.76,6.89,82.41,20.34,32.35,0.90,21.90,0.00
20211105 16:52:06 INFO: Current val miou is 38.038 %, while the best val miou is 38.038 %
20211105 16:56:29 INFO: **** EVAL ITERATION 015999 ****
20211105 16:57:09 INFO: [Validation Result]
20211105 16:57:09 INFO: 36.99,61.25,20.51,80.95,19.92,28.05,34.14,38.87,15.09,83.04,6.92,79.19,59.83,11.19,69.73,27.65,29.10,15.78,21.59,0.00
20211105 16:57:09 INFO: Current val miou is 36.990 %, while the best val miou is 38.038 %
20211105 17:01:34 INFO: **** EVAL ITERATION 016999 ****
20211105 17:02:15 INFO: [Validation Result]
20211105 17:02:15 INFO: 36.73,67.02,19.84,81.04,25.33,22.98,33.28,36.91,14.10,84.38,9.96,81.86,58.79,10.11,77.72,23.32,28.28,1.89,21.10,0.00
20211105 17:02:15 INFO: Current val miou is 36.732 %, while the best val miou is 38.038 %
20211105 17:06:36 INFO: **** EVAL ITERATION 017999 ****
20211105 17:07:17 INFO: [Validation Result]
20211105 17:07:17 INFO: 33.76,59.64,18.37,77.20,14.42,7.65,26.84,32.29,9.54,84.06,16.23,77.84,57.89,4.53,79.77,23.99,28.50,0.00,22.60,0.00
20211105 17:07:17 INFO: Current val miou is 33.756 %, while the best val miou is 38.038 %
20211105 17:11:42 INFO: **** EVAL ITERATION 018999 ****
20211105 17:12:23 INFO: [Validation Result]
20211105 17:12:23 INFO: 37.26,63.57,20.00,81.24,22.20,19.46,32.15,39.10,16.58,84.01,6.43,82.19,61.58,10.23,81.16,30.25,27.69,9.25,20.83,0.00
20211105 17:12:23 INFO: Current val miou is 37.258 %, while the best val miou is 38.038 %
20211105 17:16:45 INFO: **** EVAL ITERATION 019999 ****
20211105 17:17:26 INFO: [Validation Result]
20211105 17:17:26 INFO: 33.78,61.85,15.63,76.47,18.35,15.57,26.71,36.83,15.84,81.82,6.61,82.44,59.82,4.24,81.21,21.85,13.97,1.69,20.86,0.00
20211105 17:17:26 INFO: Current val miou is 33.778 %, while the best val miou is 38.038 %
20211105 17:21:50 INFO: **** EVAL ITERATION 020999 ****
20211105 17:22:30 INFO: [Validation Result]
20211105 17:22:30 INFO: 37.38,84.05,24.17,79.22,19.82,20.01,31.24,39.46,16.58,84.33,29.50,73.61,59.97,3.80,77.93,20.16,22.33,0.46,23.54,0.00
20211105 17:22:30 INFO: Current val miou is 37.377 %, while the best val miou is 38.038 %
20211105 17:26:54 INFO: **** EVAL ITERATION 021999 ****
20211105 17:27:35 INFO: [Validation Result]
20211105 17:27:35 INFO: 36.93,82.54,11.50,78.65,15.10,17.33,26.65,34.79,9.02,83.49,29.12,80.75,58.21,1.22,68.42,40.78,39.34,0.05,24.76,0.00
20211105 17:27:35 INFO: Current val miou is 36.932 %, while the best val miou is 38.038 %
20211105 17:31:57 INFO: **** EVAL ITERATION 022999 ****
20211105 17:32:38 INFO: [Validation Result]
20211105 17:32:38 INFO: 37.37,73.37,26.03,77.06,19.79,24.60,25.98,39.43,13.03,83.03,24.07,82.93,60.40,7.52,73.46,19.12,37.83,0.47,21.89,0.00
20211105 17:32:38 INFO: Current val miou is 37.369 %, while the best val miou is 38.038 %
20211105 17:37:03 INFO: **** EVAL ITERATION 023999 ****
20211105 17:37:45 INFO: [Validation Result]
20211105 17:37:45 INFO: 40.58,84.08,25.15,82.66,26.02,23.44,33.41,39.12,19.53,83.53,23.40,80.21,60.65,5.37,79.08,35.70,41.79,1.54,26.24,0.00
20211105 17:37:46 INFO: Current val miou is 40.576 %, while the best val miou is 40.576 %
20211105 17:38:28 INFO: %%%%%%%%%%%%%%%%%%%% Experiment Report %%%%%%%%%%%%%%%%%%%%
20211105 17:38:28 INFO: 0. Methods: Fully Supervision
20211105 17:38:28 INFO: 1. Takes: 2h 3m 5s
20211105 17:38:28 INFO: 2. Log dir: sup_deeplabv3plus (with selection json & model checkpoint)
20211105 17:38:28 INFO: 3. Validation mIoU (Be sure to submit to google form)
20211105 17:38:28 INFO: 40.58,84.08,25.15,82.66,26.02,23.44,33.41,39.12,19.53,83.53,23.40,80.21,60.65,5.37,79.08,35.70,41.79,1.54,26.24,0.00
20211105 17:38:28 INFO: %%%%%%%%%%%%%%%%%%%% Experiment End %%%%%%%%%%%%%%%%%%%%