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fpn_80k_nextvit_base.log
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fpn_80k_nextvit_base.log
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2022-08-05 12:38:28,964 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters
2022-08-05 12:39:06,677 - mmseg - INFO - Iter [50/40000] lr: 9.989e-05, eta: 5:57:20, time: 0.537, data_time: 0.009, memory: 37569, decode.loss_ce: 3.1333, decode.acc_seg: 35.3509, loss: 3.1333
2022-08-05 12:39:20,299 - mmseg - INFO - Iter [100/40000] lr: 9.978e-05, eta: 4:28:53, time: 0.272, data_time: 0.006, memory: 37569, decode.loss_ce: 2.0892, decode.acc_seg: 50.0357, loss: 2.0892
2022-08-05 12:39:33,979 - mmseg - INFO - Iter [150/40000] lr: 9.967e-05, eta: 3:59:41, time: 0.274, data_time: 0.007, memory: 37569, decode.loss_ce: 1.8278, decode.acc_seg: 54.3658, loss: 1.8278
2022-08-05 12:39:47,607 - mmseg - INFO - Iter [200/40000] lr: 9.956e-05, eta: 3:44:40, time: 0.272, data_time: 0.006, memory: 37569, decode.loss_ce: 1.6811, decode.acc_seg: 56.7419, loss: 1.6811
2022-08-05 12:40:01,193 - mmseg - INFO - Iter [250/40000] lr: 9.945e-05, eta: 3:35:34, time: 0.272, data_time: 0.007, memory: 37569, decode.loss_ce: 1.5355, decode.acc_seg: 59.0854, loss: 1.5355
2022-08-05 12:40:14,760 - mmseg - INFO - Iter [300/40000] lr: 9.933e-05, eta: 3:29:20, time: 0.271, data_time: 0.006, memory: 37569, decode.loss_ce: 1.5113, decode.acc_seg: 58.9365, loss: 1.5113
2022-08-05 12:40:28,388 - mmseg - INFO - Iter [350/40000] lr: 9.922e-05, eta: 3:24:56, time: 0.272, data_time: 0.006, memory: 37569, decode.loss_ce: 1.3817, decode.acc_seg: 62.2422, loss: 1.3817
2022-08-05 12:40:41,968 - mmseg - INFO - Iter [400/40000] lr: 9.911e-05, eta: 3:21:30, time: 0.272, data_time: 0.006, memory: 37569, decode.loss_ce: 1.3244, decode.acc_seg: 61.9926, loss: 1.3244
2022-08-05 12:40:55,661 - mmseg - INFO - Iter [450/40000] lr: 9.900e-05, eta: 3:18:55, time: 0.274, data_time: 0.006, memory: 37569, decode.loss_ce: 1.3223, decode.acc_seg: 62.2561, loss: 1.3223
2022-08-05 12:41:09,155 - mmseg - INFO - Iter [500/40000] lr: 9.889e-05, eta: 3:16:34, time: 0.270, data_time: 0.007, memory: 37569, decode.loss_ce: 1.2615, decode.acc_seg: 62.7724, loss: 1.2615
2022-08-05 12:41:22,657 - mmseg - INFO - Iter [550/40000] lr: 9.878e-05, eta: 3:14:37, time: 0.270, data_time: 0.007, memory: 37569, decode.loss_ce: 1.2415, decode.acc_seg: 63.7563, loss: 1.2415
2022-08-05 12:41:36,473 - mmseg - INFO - Iter [600/40000] lr: 9.866e-05, eta: 3:13:18, time: 0.276, data_time: 0.006, memory: 37569, decode.loss_ce: 1.2104, decode.acc_seg: 63.8866, loss: 1.2104
2022-08-05 12:41:52,740 - mmseg - INFO - Iter [650/40000] lr: 9.855e-05, eta: 3:14:37, time: 0.325, data_time: 0.055, memory: 37569, decode.loss_ce: 1.2380, decode.acc_seg: 63.6017, loss: 1.2380
2022-08-05 12:42:09,307 - mmseg - INFO - Iter [700/40000] lr: 9.844e-05, eta: 3:15:59, time: 0.331, data_time: 0.006, memory: 37569, decode.loss_ce: 1.1393, decode.acc_seg: 65.6446, loss: 1.1393
2022-08-05 12:42:22,939 - mmseg - INFO - Iter [750/40000] lr: 9.833e-05, eta: 3:14:34, time: 0.272, data_time: 0.007, memory: 37569, decode.loss_ce: 1.1045, decode.acc_seg: 65.7447, loss: 1.1045
2022-08-05 12:42:36,466 - mmseg - INFO - Iter [800/40000] lr: 9.822e-05, eta: 3:13:14, time: 0.271, data_time: 0.007, memory: 37569, decode.loss_ce: 1.1500, decode.acc_seg: 64.2835, loss: 1.1500
2022-08-05 12:42:49,992 - mmseg - INFO - Iter [850/40000] lr: 9.811e-05, eta: 3:12:01, time: 0.270, data_time: 0.007, memory: 37569, decode.loss_ce: 1.1007, decode.acc_seg: 65.9163, loss: 1.1007
2022-08-05 12:43:03,645 - mmseg - INFO - Iter [900/40000] lr: 9.800e-05, eta: 3:11:00, time: 0.273, data_time: 0.007, memory: 37569, decode.loss_ce: 1.0794, decode.acc_seg: 66.3363, loss: 1.0794
2022-08-05 12:43:17,143 - mmseg - INFO - Iter [950/40000] lr: 9.788e-05, eta: 3:09:58, time: 0.270, data_time: 0.007, memory: 37569, decode.loss_ce: 1.0955, decode.acc_seg: 65.4852, loss: 1.0955
2022-08-05 12:43:30,758 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 12:43:30,759 - mmseg - INFO - Iter [1000/40000] lr: 9.777e-05, eta: 3:09:05, time: 0.272, data_time: 0.007, memory: 37569, decode.loss_ce: 1.0772, decode.acc_seg: 66.0354, loss: 1.0772
2022-08-05 12:43:44,427 - mmseg - INFO - Iter [1050/40000] lr: 9.766e-05, eta: 3:08:18, time: 0.273, data_time: 0.007, memory: 37569, decode.loss_ce: 1.0567, decode.acc_seg: 66.3604, loss: 1.0567
2022-08-05 12:43:57,963 - mmseg - INFO - Iter [1100/40000] lr: 9.755e-05, eta: 3:07:29, time: 0.271, data_time: 0.006, memory: 37569, decode.loss_ce: 1.0450, decode.acc_seg: 67.2394, loss: 1.0450
2022-08-05 12:44:11,487 - mmseg - INFO - Iter [1150/40000] lr: 9.744e-05, eta: 3:06:43, time: 0.270, data_time: 0.006, memory: 37569, decode.loss_ce: 1.0549, decode.acc_seg: 66.6935, loss: 1.0549
2022-08-05 12:44:25,147 - mmseg - INFO - Iter [1200/40000] lr: 9.733e-05, eta: 3:06:04, time: 0.273, data_time: 0.006, memory: 37569, decode.loss_ce: 1.0154, decode.acc_seg: 67.6238, loss: 1.0154
2022-08-05 12:44:38,776 - mmseg - INFO - Iter [1250/40000] lr: 9.721e-05, eta: 3:05:26, time: 0.273, data_time: 0.007, memory: 37569, decode.loss_ce: 0.9733, decode.acc_seg: 68.4859, loss: 0.9733
2022-08-05 12:44:55,013 - mmseg - INFO - Iter [1300/40000] lr: 9.710e-05, eta: 3:06:07, time: 0.324, data_time: 0.054, memory: 37569, decode.loss_ce: 0.9597, decode.acc_seg: 68.7552, loss: 0.9597
2022-08-05 12:45:08,348 - mmseg - INFO - Iter [1350/40000] lr: 9.699e-05, eta: 3:05:22, time: 0.267, data_time: 0.007, memory: 37569, decode.loss_ce: 0.9850, decode.acc_seg: 67.9532, loss: 0.9850
2022-08-05 12:45:21,820 - mmseg - INFO - Iter [1400/40000] lr: 9.688e-05, eta: 3:04:42, time: 0.269, data_time: 0.007, memory: 37569, decode.loss_ce: 0.9410, decode.acc_seg: 68.9185, loss: 0.9410
2022-08-05 12:45:35,303 - mmseg - INFO - Iter [1450/40000] lr: 9.677e-05, eta: 3:04:05, time: 0.270, data_time: 0.006, memory: 37569, decode.loss_ce: 0.9570, decode.acc_seg: 69.0380, loss: 0.9570
2022-08-05 12:45:48,787 - mmseg - INFO - Iter [1500/40000] lr: 9.665e-05, eta: 3:03:28, time: 0.269, data_time: 0.007, memory: 37569, decode.loss_ce: 0.9327, decode.acc_seg: 69.4289, loss: 0.9327
2022-08-05 12:46:02,130 - mmseg - INFO - Iter [1550/40000] lr: 9.654e-05, eta: 3:02:50, time: 0.267, data_time: 0.007, memory: 37569, decode.loss_ce: 0.9546, decode.acc_seg: 68.5601, loss: 0.9546
2022-08-05 12:46:15,675 - mmseg - INFO - Iter [1600/40000] lr: 9.643e-05, eta: 3:02:19, time: 0.271, data_time: 0.007, memory: 37569, decode.loss_ce: 0.8901, decode.acc_seg: 70.7133, loss: 0.8901
2022-08-05 12:46:29,181 - mmseg - INFO - Iter [1650/40000] lr: 9.632e-05, eta: 3:01:48, time: 0.270, data_time: 0.007, memory: 37569, decode.loss_ce: 0.9549, decode.acc_seg: 68.7221, loss: 0.9549
2022-08-05 12:46:42,685 - mmseg - INFO - Iter [1700/40000] lr: 9.621e-05, eta: 3:01:17, time: 0.270, data_time: 0.006, memory: 37569, decode.loss_ce: 0.9447, decode.acc_seg: 68.8305, loss: 0.9447
2022-08-05 12:46:56,181 - mmseg - INFO - Iter [1750/40000] lr: 9.610e-05, eta: 3:00:48, time: 0.270, data_time: 0.007, memory: 37569, decode.loss_ce: 0.9169, decode.acc_seg: 69.2418, loss: 0.9169
2022-08-05 12:47:09,656 - mmseg - INFO - Iter [1800/40000] lr: 9.598e-05, eta: 3:00:19, time: 0.270, data_time: 0.006, memory: 37569, decode.loss_ce: 0.8945, decode.acc_seg: 70.3007, loss: 0.8945
2022-08-05 12:47:23,025 - mmseg - INFO - Iter [1850/40000] lr: 9.587e-05, eta: 2:59:48, time: 0.267, data_time: 0.006, memory: 37569, decode.loss_ce: 0.9071, decode.acc_seg: 70.2063, loss: 0.9071
2022-08-05 12:47:39,258 - mmseg - INFO - Iter [1900/40000] lr: 9.576e-05, eta: 3:00:16, time: 0.324, data_time: 0.068, memory: 37569, decode.loss_ce: 0.9165, decode.acc_seg: 69.5317, loss: 0.9165
2022-08-05 12:47:52,666 - mmseg - INFO - Iter [1950/40000] lr: 9.565e-05, eta: 2:59:46, time: 0.268, data_time: 0.007, memory: 37569, decode.loss_ce: 0.8779, decode.acc_seg: 70.4784, loss: 0.8779
2022-08-05 12:48:06,169 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 12:48:06,170 - mmseg - INFO - Iter [2000/40000] lr: 9.554e-05, eta: 2:59:19, time: 0.270, data_time: 0.007, memory: 37569, decode.loss_ce: 0.8669, decode.acc_seg: 70.6779, loss: 0.8669
2022-08-05 12:48:19,670 - mmseg - INFO - Iter [2050/40000] lr: 9.542e-05, eta: 2:58:53, time: 0.270, data_time: 0.007, memory: 37569, decode.loss_ce: 0.8721, decode.acc_seg: 70.8752, loss: 0.8721
2022-08-05 12:48:33,101 - mmseg - INFO - Iter [2100/40000] lr: 9.531e-05, eta: 2:58:26, time: 0.269, data_time: 0.006, memory: 37569, decode.loss_ce: 0.8424, decode.acc_seg: 71.3100, loss: 0.8424
2022-08-05 12:48:46,544 - mmseg - INFO - Iter [2150/40000] lr: 9.520e-05, eta: 2:58:00, time: 0.269, data_time: 0.007, memory: 37569, decode.loss_ce: 0.8491, decode.acc_seg: 71.7594, loss: 0.8491
2022-08-05 12:48:59,974 - mmseg - INFO - Iter [2200/40000] lr: 9.509e-05, eta: 2:57:34, time: 0.269, data_time: 0.006, memory: 37569, decode.loss_ce: 0.8198, decode.acc_seg: 72.0569, loss: 0.8198
2022-08-05 12:49:13,316 - mmseg - INFO - Iter [2250/40000] lr: 9.498e-05, eta: 2:57:07, time: 0.267, data_time: 0.006, memory: 37569, decode.loss_ce: 0.8336, decode.acc_seg: 72.1053, loss: 0.8336
2022-08-05 12:49:26,761 - mmseg - INFO - Iter [2300/40000] lr: 9.486e-05, eta: 2:56:43, time: 0.269, data_time: 0.006, memory: 37569, decode.loss_ce: 0.8757, decode.acc_seg: 70.5191, loss: 0.8757
2022-08-05 12:49:40,249 - mmseg - INFO - Iter [2350/40000] lr: 9.475e-05, eta: 2:56:20, time: 0.269, data_time: 0.007, memory: 37569, decode.loss_ce: 0.8460, decode.acc_seg: 70.7031, loss: 0.8460
2022-08-05 12:49:53,655 - mmseg - INFO - Iter [2400/40000] lr: 9.464e-05, eta: 2:55:56, time: 0.268, data_time: 0.007, memory: 37569, decode.loss_ce: 0.8654, decode.acc_seg: 70.2835, loss: 0.8654
2022-08-05 12:50:07,233 - mmseg - INFO - Iter [2450/40000] lr: 9.453e-05, eta: 2:55:35, time: 0.272, data_time: 0.006, memory: 37569, decode.loss_ce: 0.8294, decode.acc_seg: 71.8958, loss: 0.8294
2022-08-05 12:50:20,918 - mmseg - INFO - Iter [2500/40000] lr: 9.442e-05, eta: 2:55:15, time: 0.274, data_time: 0.006, memory: 37569, decode.loss_ce: 0.8571, decode.acc_seg: 71.5439, loss: 0.8571
2022-08-05 12:50:37,321 - mmseg - INFO - Iter [2550/40000] lr: 9.430e-05, eta: 2:55:36, time: 0.328, data_time: 0.055, memory: 37569, decode.loss_ce: 0.8344, decode.acc_seg: 71.6430, loss: 0.8344
2022-08-05 12:50:50,763 - mmseg - INFO - Iter [2600/40000] lr: 9.419e-05, eta: 2:55:13, time: 0.269, data_time: 0.006, memory: 37569, decode.loss_ce: 0.8176, decode.acc_seg: 71.7381, loss: 0.8176
2022-08-05 12:51:04,322 - mmseg - INFO - Iter [2650/40000] lr: 9.408e-05, eta: 2:54:52, time: 0.271, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7883, decode.acc_seg: 72.4972, loss: 0.7883
2022-08-05 12:51:17,758 - mmseg - INFO - Iter [2700/40000] lr: 9.397e-05, eta: 2:54:30, time: 0.269, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7826, decode.acc_seg: 73.3113, loss: 0.7826
2022-08-05 12:51:31,228 - mmseg - INFO - Iter [2750/40000] lr: 9.386e-05, eta: 2:54:08, time: 0.269, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7565, decode.acc_seg: 74.2677, loss: 0.7565
2022-08-05 12:51:44,748 - mmseg - INFO - Iter [2800/40000] lr: 9.374e-05, eta: 2:53:47, time: 0.270, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7951, decode.acc_seg: 72.1114, loss: 0.7951
2022-08-05 12:51:58,331 - mmseg - INFO - Iter [2850/40000] lr: 9.363e-05, eta: 2:53:27, time: 0.271, data_time: 0.007, memory: 37569, decode.loss_ce: 0.7982, decode.acc_seg: 72.5537, loss: 0.7982
2022-08-05 12:52:11,873 - mmseg - INFO - Iter [2900/40000] lr: 9.352e-05, eta: 2:53:08, time: 0.271, data_time: 0.007, memory: 37569, decode.loss_ce: 0.8039, decode.acc_seg: 72.2747, loss: 0.8039
2022-08-05 12:52:25,410 - mmseg - INFO - Iter [2950/40000] lr: 9.341e-05, eta: 2:52:48, time: 0.271, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7757, decode.acc_seg: 73.2708, loss: 0.7757
2022-08-05 12:52:38,810 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 12:52:38,810 - mmseg - INFO - Iter [3000/40000] lr: 9.329e-05, eta: 2:52:26, time: 0.268, data_time: 0.006, memory: 37569, decode.loss_ce: 0.8055, decode.acc_seg: 72.0755, loss: 0.8055
2022-08-05 12:52:52,397 - mmseg - INFO - Iter [3050/40000] lr: 9.318e-05, eta: 2:52:08, time: 0.272, data_time: 0.006, memory: 37569, decode.loss_ce: 0.8150, decode.acc_seg: 72.0296, loss: 0.8150
2022-08-05 12:53:06,226 - mmseg - INFO - Iter [3100/40000] lr: 9.307e-05, eta: 2:51:52, time: 0.277, data_time: 0.007, memory: 37569, decode.loss_ce: 0.7968, decode.acc_seg: 71.7896, loss: 0.7968
2022-08-05 12:53:19,553 - mmseg - INFO - Iter [3150/40000] lr: 9.296e-05, eta: 2:51:30, time: 0.267, data_time: 0.007, memory: 37569, decode.loss_ce: 0.7905, decode.acc_seg: 72.7813, loss: 0.7905
2022-08-05 12:53:35,985 - mmseg - INFO - Iter [3200/40000] lr: 9.284e-05, eta: 2:51:45, time: 0.329, data_time: 0.067, memory: 37569, decode.loss_ce: 0.7594, decode.acc_seg: 73.7651, loss: 0.7594
2022-08-05 12:53:49,532 - mmseg - INFO - Iter [3250/40000] lr: 9.273e-05, eta: 2:51:26, time: 0.271, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7332, decode.acc_seg: 74.0843, loss: 0.7332
2022-08-05 12:54:02,983 - mmseg - INFO - Iter [3300/40000] lr: 9.262e-05, eta: 2:51:06, time: 0.269, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7257, decode.acc_seg: 74.4450, loss: 0.7257
2022-08-05 12:54:16,384 - mmseg - INFO - Iter [3350/40000] lr: 9.251e-05, eta: 2:50:45, time: 0.268, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7488, decode.acc_seg: 74.0451, loss: 0.7488
2022-08-05 12:54:29,793 - mmseg - INFO - Iter [3400/40000] lr: 9.240e-05, eta: 2:50:25, time: 0.268, data_time: 0.007, memory: 37569, decode.loss_ce: 0.7672, decode.acc_seg: 72.8690, loss: 0.7672
2022-08-05 12:54:43,189 - mmseg - INFO - Iter [3450/40000] lr: 9.228e-05, eta: 2:50:05, time: 0.268, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7703, decode.acc_seg: 73.0270, loss: 0.7703
2022-08-05 12:54:56,771 - mmseg - INFO - Iter [3500/40000] lr: 9.217e-05, eta: 2:49:47, time: 0.272, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7294, decode.acc_seg: 74.4397, loss: 0.7294
2022-08-05 12:55:10,142 - mmseg - INFO - Iter [3550/40000] lr: 9.206e-05, eta: 2:49:27, time: 0.267, data_time: 0.007, memory: 37569, decode.loss_ce: 0.7579, decode.acc_seg: 73.4987, loss: 0.7579
2022-08-05 12:55:23,541 - mmseg - INFO - Iter [3600/40000] lr: 9.195e-05, eta: 2:49:08, time: 0.268, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7582, decode.acc_seg: 73.5019, loss: 0.7582
2022-08-05 12:55:36,998 - mmseg - INFO - Iter [3650/40000] lr: 9.183e-05, eta: 2:48:49, time: 0.269, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7812, decode.acc_seg: 72.6378, loss: 0.7812
2022-08-05 12:55:50,621 - mmseg - INFO - Iter [3700/40000] lr: 9.172e-05, eta: 2:48:32, time: 0.273, data_time: 0.007, memory: 37569, decode.loss_ce: 0.7384, decode.acc_seg: 73.7023, loss: 0.7384
2022-08-05 12:56:04,402 - mmseg - INFO - Iter [3750/40000] lr: 9.161e-05, eta: 2:48:17, time: 0.276, data_time: 0.007, memory: 37569, decode.loss_ce: 0.7543, decode.acc_seg: 73.7064, loss: 0.7543
2022-08-05 12:56:20,491 - mmseg - INFO - Iter [3800/40000] lr: 9.150e-05, eta: 2:48:23, time: 0.322, data_time: 0.061, memory: 37569, decode.loss_ce: 0.7224, decode.acc_seg: 74.4471, loss: 0.7224
2022-08-05 12:56:33,813 - mmseg - INFO - Iter [3850/40000] lr: 9.138e-05, eta: 2:48:03, time: 0.266, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7245, decode.acc_seg: 74.3308, loss: 0.7245
2022-08-05 12:56:47,370 - mmseg - INFO - Iter [3900/40000] lr: 9.127e-05, eta: 2:47:46, time: 0.271, data_time: 0.006, memory: 37569, decode.loss_ce: 0.7069, decode.acc_seg: 74.5251, loss: 0.7069
2022-08-05 12:57:00,781 - mmseg - INFO - Iter [3950/40000] lr: 9.116e-05, eta: 2:47:27, time: 0.268, data_time: 0.007, memory: 37569, decode.loss_ce: 0.7240, decode.acc_seg: 74.2791, loss: 0.7240
2022-08-05 12:57:14,165 - mmseg - INFO - Saving checkpoint at 4000 iterations
2022-08-05 12:57:15,516 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 12:57:15,516 - mmseg - INFO - Iter [4000/40000] lr: 9.105e-05, eta: 2:47:20, time: 0.295, data_time: 0.007, memory: 37569, decode.loss_ce: 0.7095, decode.acc_seg: 74.5617, loss: 0.7095
2022-08-05 13:08:38,075 - mmseg - INFO - per class results:
2022-08-05 13:08:38,082 - mmseg - INFO -
+---------------------+-------+-------+
| Class | IoU | Acc |
+---------------------+-------+-------+
| wall | 70.84 | 84.54 |
| building | 79.11 | 92.41 |
| sky | 93.18 | 97.35 |
| floor | 77.19 | 84.61 |
| tree | 69.97 | 89.12 |
| ceiling | 79.49 | 91.7 |
| road | 76.43 | 91.58 |
| bed | 82.09 | 91.42 |
| windowpane | 51.77 | 75.63 |
| grass | 63.37 | 77.66 |
| cabinet | 50.23 | 67.77 |
| sidewalk | 49.89 | 62.34 |
| person | 75.42 | 90.61 |
| earth | 32.58 | 42.7 |
| door | 28.59 | 39.3 |
| table | 45.09 | 66.85 |
| mountain | 51.2 | 61.86 |
| plant | 44.07 | 54.43 |
| curtain | 63.0 | 80.57 |
| chair | 42.77 | 60.92 |
| car | 79.07 | 90.25 |
| water | 51.92 | 65.42 |
| painting | 60.39 | 80.92 |
| sofa | 52.25 | 75.27 |
| shelf | 34.7 | 53.72 |
| house | 48.11 | 61.39 |
| sea | 58.26 | 76.79 |
| mirror | 43.93 | 58.7 |
| rug | 51.94 | 82.46 |
| field | 29.42 | 58.29 |
| armchair | 20.47 | 33.57 |
| seat | 52.12 | 67.44 |
| fence | 26.56 | 33.39 |
| desk | 32.14 | 50.3 |
| rock | 44.42 | 71.34 |
| wardrobe | 39.33 | 54.15 |
| lamp | 47.53 | 60.39 |
| bathtub | 50.93 | 58.09 |
| railing | 30.74 | 42.35 |
| cushion | 41.96 | 63.11 |
| base | 10.32 | 14.77 |
| box | 16.14 | 22.76 |
| column | 37.03 | 45.55 |
| signboard | 28.18 | 37.86 |
| chest of drawers | 31.57 | 46.49 |
| counter | 21.82 | 29.13 |
| sand | 28.22 | 45.28 |
| sink | 51.83 | 68.48 |
| skyscraper | 40.36 | 44.26 |
| fireplace | 44.09 | 73.35 |
| refrigerator | 50.11 | 70.79 |
| grandstand | 30.26 | 64.27 |
| path | 6.59 | 7.98 |
| stairs | 27.46 | 32.5 |
| runway | 69.08 | 91.31 |
| case | 45.72 | 72.24 |
| pool table | 83.72 | 94.97 |
| pillow | 38.32 | 44.98 |
| screen door | 48.34 | 52.89 |
| stairway | 25.92 | 35.8 |
| river | 15.24 | 23.62 |
| bridge | 19.6 | 22.2 |
| bookcase | 28.26 | 50.31 |
| blind | 6.47 | 6.5 |
| coffee table | 39.56 | 64.64 |
| toilet | 67.63 | 85.54 |
| flower | 24.62 | 35.52 |
| book | 36.68 | 51.02 |
| hill | 5.05 | 5.75 |
| bench | 39.38 | 44.78 |
| countertop | 44.18 | 56.9 |
| stove | 50.71 | 68.47 |
| palm | 41.55 | 52.87 |
| kitchen island | 22.11 | 42.3 |
| computer | 52.59 | 65.77 |
| swivel chair | 32.83 | 57.68 |
| boat | 66.54 | 76.62 |
| bar | 2.67 | 2.74 |
| arcade machine | 25.37 | 26.98 |
| hovel | 38.58 | 42.24 |
| bus | 72.61 | 80.82 |
| towel | 45.44 | 64.19 |
| light | 17.36 | 18.31 |
| truck | 16.99 | 25.54 |
| tower | 15.02 | 17.07 |
| chandelier | 51.89 | 66.11 |
| awning | 4.45 | 4.67 |
| streetlight | 8.01 | 10.26 |
| booth | 8.59 | 9.07 |
| television receiver | 54.06 | 71.43 |
| airplane | 48.66 | 54.07 |
| dirt track | 0.0 | 0.0 |
| apparel | 23.3 | 39.33 |
| pole | 10.84 | 13.71 |
| land | 0.0 | 0.0 |
| bannister | 3.0 | 3.22 |
| escalator | 4.71 | 5.59 |
| ottoman | 4.11 | 4.12 |
| bottle | 14.24 | 15.49 |
| buffet | 23.59 | 28.85 |
| poster | 0.1 | 0.11 |
| stage | 6.56 | 12.92 |
| van | 3.77 | 4.08 |
| ship | 0.01 | 0.01 |
| fountain | 17.94 | 20.63 |
| conveyer belt | 54.55 | 83.84 |
| canopy | 0.04 | 0.04 |
| washer | 55.76 | 74.05 |
| plaything | 10.08 | 13.39 |
| swimming pool | 33.67 | 73.96 |
| stool | 0.0 | 0.0 |
| barrel | 5.44 | 64.19 |
| basket | 10.81 | 13.08 |
| waterfall | 55.34 | 95.51 |
| tent | 77.91 | 98.71 |
| bag | 0.0 | 0.0 |
| minibike | 44.18 | 48.8 |
| cradle | 63.75 | 90.27 |
| oven | 0.93 | 1.02 |
| ball | 16.15 | 19.83 |
| food | 51.28 | 59.76 |
| step | 0.0 | 0.0 |
| tank | 0.11 | 0.11 |
| trade name | 4.04 | 4.13 |
| microwave | 63.47 | 72.02 |
| pot | 20.78 | 23.84 |
| animal | 53.13 | 56.25 |
| bicycle | 41.69 | 71.81 |
| lake | 0.0 | 0.0 |
| dishwasher | 12.04 | 13.2 |
| screen | 69.89 | 86.02 |
| blanket | 0.0 | 0.0 |
| sculpture | 30.33 | 34.14 |
| hood | 13.68 | 14.07 |
| sconce | 0.0 | 0.0 |
| vase | 20.28 | 40.7 |
| traffic light | 4.68 | 4.86 |
| tray | 0.02 | 0.02 |
| ashcan | 23.03 | 27.65 |
| fan | 30.02 | 34.61 |
| pier | 8.67 | 27.93 |
| crt screen | 0.34 | 0.39 |
| plate | 28.42 | 31.19 |
| monitor | 46.93 | 72.74 |
| bulletin board | 8.98 | 9.29 |
| shower | 0.0 | 0.0 |
| radiator | 0.0 | 0.0 |
| glass | 0.39 | 0.39 |
| clock | 3.53 | 3.53 |
| flag | 21.4 | 21.7 |
+---------------------+-------+-------+
2022-08-05 13:08:38,082 - mmseg - INFO - Summary:
2022-08-05 13:08:38,083 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 77.86 | 33.05 | 43.84 |
+-------+-------+-------+
2022-08-05 13:08:38,085 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:08:38,085 - mmseg - INFO - Iter(val) [250] aAcc: 0.7786, mIoU: 0.3305, mAcc: 0.4384, IoU.wall: 0.7084, IoU.building: 0.7911, IoU.sky: 0.9318, IoU.floor: 0.7719, IoU.tree: 0.6997, IoU.ceiling: 0.7949, IoU.road: 0.7643, IoU.bed : 0.8209, IoU.windowpane: 0.5177, IoU.grass: 0.6337, IoU.cabinet: 0.5023, IoU.sidewalk: 0.4989, IoU.person: 0.7542, IoU.earth: 0.3258, IoU.door: 0.2859, IoU.table: 0.4509, IoU.mountain: 0.5120, IoU.plant: 0.4407, IoU.curtain: 0.6300, IoU.chair: 0.4277, IoU.car: 0.7907, IoU.water: 0.5192, IoU.painting: 0.6039, IoU.sofa: 0.5225, IoU.shelf: 0.3470, IoU.house: 0.4811, IoU.sea: 0.5826, IoU.mirror: 0.4393, IoU.rug: 0.5194, IoU.field: 0.2942, IoU.armchair: 0.2047, IoU.seat: 0.5212, IoU.fence: 0.2656, IoU.desk: 0.3214, IoU.rock: 0.4442, IoU.wardrobe: 0.3933, IoU.lamp: 0.4753, IoU.bathtub: 0.5093, IoU.railing: 0.3074, IoU.cushion: 0.4196, IoU.base: 0.1032, IoU.box: 0.1614, IoU.column: 0.3703, IoU.signboard: 0.2818, IoU.chest of drawers: 0.3157, IoU.counter: 0.2182, IoU.sand: 0.2822, IoU.sink: 0.5183, IoU.skyscraper: 0.4036, IoU.fireplace: 0.4409, IoU.refrigerator: 0.5011, IoU.grandstand: 0.3026, IoU.path: 0.0659, IoU.stairs: 0.2746, IoU.runway: 0.6908, IoU.case: 0.4572, IoU.pool table: 0.8372, IoU.pillow: 0.3832, IoU.screen door: 0.4834, IoU.stairway: 0.2592, IoU.river: 0.1524, IoU.bridge: 0.1960, IoU.bookcase: 0.2826, IoU.blind: 0.0647, IoU.coffee table: 0.3956, IoU.toilet: 0.6763, IoU.flower: 0.2462, IoU.book: 0.3668, IoU.hill: 0.0505, IoU.bench: 0.3938, IoU.countertop: 0.4418, IoU.stove: 0.5071, IoU.palm: 0.4155, IoU.kitchen island: 0.2211, IoU.computer: 0.5259, IoU.swivel chair: 0.3283, IoU.boat: 0.6654, IoU.bar: 0.0267, IoU.arcade machine: 0.2537, IoU.hovel: 0.3858, IoU.bus: 0.7261, IoU.towel: 0.4544, IoU.light: 0.1736, IoU.truck: 0.1699, IoU.tower: 0.1502, IoU.chandelier: 0.5189, IoU.awning: 0.0445, IoU.streetlight: 0.0801, IoU.booth: 0.0859, IoU.television receiver: 0.5406, IoU.airplane: 0.4866, IoU.dirt track: 0.0000, IoU.apparel: 0.2330, IoU.pole: 0.1084, IoU.land: 0.0000, IoU.bannister: 0.0300, IoU.escalator: 0.0471, IoU.ottoman: 0.0411, IoU.bottle: 0.1424, IoU.buffet: 0.2359, IoU.poster: 0.0010, IoU.stage: 0.0656, IoU.van: 0.0377, IoU.ship: 0.0001, IoU.fountain: 0.1794, IoU.conveyer belt: 0.5455, IoU.canopy: 0.0004, IoU.washer: 0.5576, IoU.plaything: 0.1008, IoU.swimming pool: 0.3367, IoU.stool: 0.0000, IoU.barrel: 0.0544, IoU.basket: 0.1081, IoU.waterfall: 0.5534, IoU.tent: 0.7791, IoU.bag: 0.0000, IoU.minibike: 0.4418, IoU.cradle: 0.6375, IoU.oven: 0.0093, IoU.ball: 0.1615, IoU.food: 0.5128, IoU.step: 0.0000, IoU.tank: 0.0011, IoU.trade name: 0.0404, IoU.microwave: 0.6347, IoU.pot: 0.2078, IoU.animal: 0.5313, IoU.bicycle: 0.4169, IoU.lake: 0.0000, IoU.dishwasher: 0.1204, IoU.screen: 0.6989, IoU.blanket: 0.0000, IoU.sculpture: 0.3033, IoU.hood: 0.1368, IoU.sconce: 0.0000, IoU.vase: 0.2028, IoU.traffic light: 0.0468, IoU.tray: 0.0002, IoU.ashcan: 0.2303, IoU.fan: 0.3002, IoU.pier: 0.0867, IoU.crt screen: 0.0034, IoU.plate: 0.2842, IoU.monitor: 0.4693, IoU.bulletin board: 0.0898, IoU.shower: 0.0000, IoU.radiator: 0.0000, IoU.glass: 0.0039, IoU.clock: 0.0353, IoU.flag: 0.2140, Acc.wall: 0.8454, Acc.building: 0.9241, Acc.sky: 0.9735, Acc.floor: 0.8461, Acc.tree: 0.8912, Acc.ceiling: 0.9170, Acc.road: 0.9158, Acc.bed : 0.9142, Acc.windowpane: 0.7563, Acc.grass: 0.7766, Acc.cabinet: 0.6777, Acc.sidewalk: 0.6234, Acc.person: 0.9061, Acc.earth: 0.4270, Acc.door: 0.3930, Acc.table: 0.6685, Acc.mountain: 0.6186, Acc.plant: 0.5443, Acc.curtain: 0.8057, Acc.chair: 0.6092, Acc.car: 0.9025, Acc.water: 0.6542, Acc.painting: 0.8092, Acc.sofa: 0.7527, Acc.shelf: 0.5372, Acc.house: 0.6139, Acc.sea: 0.7679, Acc.mirror: 0.5870, Acc.rug: 0.8246, Acc.field: 0.5829, Acc.armchair: 0.3357, Acc.seat: 0.6744, Acc.fence: 0.3339, Acc.desk: 0.5030, Acc.rock: 0.7134, Acc.wardrobe: 0.5415, Acc.lamp: 0.6039, Acc.bathtub: 0.5809, Acc.railing: 0.4235, Acc.cushion: 0.6311, Acc.base: 0.1477, Acc.box: 0.2276, Acc.column: 0.4555, Acc.signboard: 0.3786, Acc.chest of drawers: 0.4649, Acc.counter: 0.2913, Acc.sand: 0.4528, Acc.sink: 0.6848, Acc.skyscraper: 0.4426, Acc.fireplace: 0.7335, Acc.refrigerator: 0.7079, Acc.grandstand: 0.6427, Acc.path: 0.0798, Acc.stairs: 0.3250, Acc.runway: 0.9131, Acc.case: 0.7224, Acc.pool table: 0.9497, Acc.pillow: 0.4498, Acc.screen door: 0.5289, Acc.stairway: 0.3580, Acc.river: 0.2362, Acc.bridge: 0.2220, Acc.bookcase: 0.5031, Acc.blind: 0.0650, Acc.coffee table: 0.6464, Acc.toilet: 0.8554, Acc.flower: 0.3552, Acc.book: 0.5102, Acc.hill: 0.0575, Acc.bench: 0.4478, Acc.countertop: 0.5690, Acc.stove: 0.6847, Acc.palm: 0.5287, Acc.kitchen island: 0.4230, Acc.computer: 0.6577, Acc.swivel chair: 0.5768, Acc.boat: 0.7662, Acc.bar: 0.0274, Acc.arcade machine: 0.2698, Acc.hovel: 0.4224, Acc.bus: 0.8082, Acc.towel: 0.6419, Acc.light: 0.1831, Acc.truck: 0.2554, Acc.tower: 0.1707, Acc.chandelier: 0.6611, Acc.awning: 0.0467, Acc.streetlight: 0.1026, Acc.booth: 0.0907, Acc.television receiver: 0.7143, Acc.airplane: 0.5407, Acc.dirt track: 0.0000, Acc.apparel: 0.3933, Acc.pole: 0.1371, Acc.land: 0.0000, Acc.bannister: 0.0322, Acc.escalator: 0.0559, Acc.ottoman: 0.0412, Acc.bottle: 0.1549, Acc.buffet: 0.2885, Acc.poster: 0.0011, Acc.stage: 0.1292, Acc.van: 0.0408, Acc.ship: 0.0001, Acc.fountain: 0.2063, Acc.conveyer belt: 0.8384, Acc.canopy: 0.0004, Acc.washer: 0.7405, Acc.plaything: 0.1339, Acc.swimming pool: 0.7396, Acc.stool: 0.0000, Acc.barrel: 0.6419, Acc.basket: 0.1308, Acc.waterfall: 0.9551, Acc.tent: 0.9871, Acc.bag: 0.0000, Acc.minibike: 0.4880, Acc.cradle: 0.9027, Acc.oven: 0.0102, Acc.ball: 0.1983, Acc.food: 0.5976, Acc.step: 0.0000, Acc.tank: 0.0011, Acc.trade name: 0.0413, Acc.microwave: 0.7202, Acc.pot: 0.2384, Acc.animal: 0.5625, Acc.bicycle: 0.7181, Acc.lake: 0.0000, Acc.dishwasher: 0.1320, Acc.screen: 0.8602, Acc.blanket: 0.0000, Acc.sculpture: 0.3414, Acc.hood: 0.1407, Acc.sconce: 0.0000, Acc.vase: 0.4070, Acc.traffic light: 0.0486, Acc.tray: 0.0002, Acc.ashcan: 0.2765, Acc.fan: 0.3461, Acc.pier: 0.2793, Acc.crt screen: 0.0039, Acc.plate: 0.3119, Acc.monitor: 0.7274, Acc.bulletin board: 0.0929, Acc.shower: 0.0000, Acc.radiator: 0.0000, Acc.glass: 0.0039, Acc.clock: 0.0353, Acc.flag: 0.2170
2022-08-05 13:08:51,581 - mmseg - INFO - Iter [4050/40000] lr: 9.093e-05, eta: 4:28:01, time: 13.921, data_time: 13.658, memory: 68629, decode.loss_ce: 0.7152, decode.acc_seg: 75.0253, loss: 0.7152
2022-08-05 13:09:05,111 - mmseg - INFO - Iter [4100/40000] lr: 9.082e-05, eta: 4:26:21, time: 0.271, data_time: 0.007, memory: 68629, decode.loss_ce: 0.7089, decode.acc_seg: 73.8801, loss: 0.7089
2022-08-05 13:09:18,562 - mmseg - INFO - Iter [4150/40000] lr: 9.071e-05, eta: 4:24:43, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.7475, decode.acc_seg: 73.3701, loss: 0.7475
2022-08-05 13:09:32,033 - mmseg - INFO - Iter [4200/40000] lr: 9.060e-05, eta: 4:23:07, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.7233, decode.acc_seg: 74.5611, loss: 0.7233
2022-08-05 13:09:45,563 - mmseg - INFO - Iter [4250/40000] lr: 9.048e-05, eta: 4:21:33, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.7037, decode.acc_seg: 74.7226, loss: 0.7037
2022-08-05 13:09:59,156 - mmseg - INFO - Iter [4300/40000] lr: 9.037e-05, eta: 4:20:02, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.7198, decode.acc_seg: 74.6805, loss: 0.7198
2022-08-05 13:10:13,083 - mmseg - INFO - Iter [4350/40000] lr: 9.026e-05, eta: 4:18:35, time: 0.278, data_time: 0.006, memory: 68629, decode.loss_ce: 0.7439, decode.acc_seg: 74.0343, loss: 0.7439
2022-08-05 13:10:26,661 - mmseg - INFO - Iter [4400/40000] lr: 9.015e-05, eta: 4:17:07, time: 0.272, data_time: 0.007, memory: 68629, decode.loss_ce: 0.7222, decode.acc_seg: 74.2371, loss: 0.7222
2022-08-05 13:10:42,852 - mmseg - INFO - Iter [4450/40000] lr: 9.003e-05, eta: 4:16:02, time: 0.324, data_time: 0.060, memory: 68629, decode.loss_ce: 0.6700, decode.acc_seg: 76.0717, loss: 0.6700
2022-08-05 13:10:56,282 - mmseg - INFO - Iter [4500/40000] lr: 8.992e-05, eta: 4:14:36, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6992, decode.acc_seg: 74.8781, loss: 0.6992
2022-08-05 13:11:09,775 - mmseg - INFO - Iter [4550/40000] lr: 8.981e-05, eta: 4:13:11, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6756, decode.acc_seg: 75.5122, loss: 0.6756
2022-08-05 13:11:23,199 - mmseg - INFO - Iter [4600/40000] lr: 8.969e-05, eta: 4:11:49, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6812, decode.acc_seg: 75.4928, loss: 0.6812
2022-08-05 13:11:36,766 - mmseg - INFO - Iter [4650/40000] lr: 8.958e-05, eta: 4:10:28, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6647, decode.acc_seg: 75.9296, loss: 0.6647
2022-08-05 13:11:50,287 - mmseg - INFO - Iter [4700/40000] lr: 8.947e-05, eta: 4:09:09, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6981, decode.acc_seg: 75.2529, loss: 0.6981
2022-08-05 13:12:03,702 - mmseg - INFO - Iter [4750/40000] lr: 8.936e-05, eta: 4:07:50, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6932, decode.acc_seg: 75.4675, loss: 0.6932
2022-08-05 13:12:17,336 - mmseg - INFO - Iter [4800/40000] lr: 8.924e-05, eta: 4:06:34, time: 0.273, data_time: 0.006, memory: 68629, decode.loss_ce: 0.7007, decode.acc_seg: 75.2961, loss: 0.7007
2022-08-05 13:12:30,796 - mmseg - INFO - Iter [4850/40000] lr: 8.913e-05, eta: 4:05:18, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.7057, decode.acc_seg: 75.4620, loss: 0.7057
2022-08-05 13:12:44,240 - mmseg - INFO - Iter [4900/40000] lr: 8.902e-05, eta: 4:04:04, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6795, decode.acc_seg: 75.3788, loss: 0.6795
2022-08-05 13:12:57,992 - mmseg - INFO - Iter [4950/40000] lr: 8.890e-05, eta: 4:02:53, time: 0.275, data_time: 0.006, memory: 68629, decode.loss_ce: 0.7054, decode.acc_seg: 75.0965, loss: 0.7054
2022-08-05 13:13:11,437 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:13:11,438 - mmseg - INFO - Iter [5000/40000] lr: 8.879e-05, eta: 4:01:40, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6891, decode.acc_seg: 75.3146, loss: 0.6891
2022-08-05 13:13:27,799 - mmseg - INFO - Iter [5050/40000] lr: 8.868e-05, eta: 4:00:50, time: 0.327, data_time: 0.053, memory: 68629, decode.loss_ce: 0.6715, decode.acc_seg: 76.1104, loss: 0.6715
2022-08-05 13:13:41,282 - mmseg - INFO - Iter [5100/40000] lr: 8.857e-05, eta: 3:59:40, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6593, decode.acc_seg: 76.3010, loss: 0.6593
2022-08-05 13:13:54,802 - mmseg - INFO - Iter [5150/40000] lr: 8.845e-05, eta: 3:58:31, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6647, decode.acc_seg: 75.4205, loss: 0.6647
2022-08-05 13:14:08,291 - mmseg - INFO - Iter [5200/40000] lr: 8.834e-05, eta: 3:57:23, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6579, decode.acc_seg: 76.0408, loss: 0.6579
2022-08-05 13:14:21,819 - mmseg - INFO - Iter [5250/40000] lr: 8.823e-05, eta: 3:56:17, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6624, decode.acc_seg: 76.0010, loss: 0.6624
2022-08-05 13:14:35,124 - mmseg - INFO - Iter [5300/40000] lr: 8.811e-05, eta: 3:55:10, time: 0.266, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6533, decode.acc_seg: 76.7746, loss: 0.6533
2022-08-05 13:14:48,692 - mmseg - INFO - Iter [5350/40000] lr: 8.800e-05, eta: 3:54:06, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6550, decode.acc_seg: 76.2921, loss: 0.6550
2022-08-05 13:15:02,186 - mmseg - INFO - Iter [5400/40000] lr: 8.789e-05, eta: 3:53:02, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6582, decode.acc_seg: 76.1126, loss: 0.6582
2022-08-05 13:15:15,683 - mmseg - INFO - Iter [5450/40000] lr: 8.778e-05, eta: 3:52:00, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6691, decode.acc_seg: 75.5158, loss: 0.6691
2022-08-05 13:15:29,159 - mmseg - INFO - Iter [5500/40000] lr: 8.766e-05, eta: 3:50:58, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6768, decode.acc_seg: 75.4749, loss: 0.6768
2022-08-05 13:15:42,666 - mmseg - INFO - Iter [5550/40000] lr: 8.755e-05, eta: 3:49:57, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6882, decode.acc_seg: 75.1582, loss: 0.6882
2022-08-05 13:15:56,425 - mmseg - INFO - Iter [5600/40000] lr: 8.744e-05, eta: 3:48:58, time: 0.275, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6710, decode.acc_seg: 76.0604, loss: 0.6710
2022-08-05 13:16:10,002 - mmseg - INFO - Iter [5650/40000] lr: 8.732e-05, eta: 3:47:59, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.7043, decode.acc_seg: 74.9389, loss: 0.7043
2022-08-05 13:16:26,287 - mmseg - INFO - Iter [5700/40000] lr: 8.721e-05, eta: 3:47:18, time: 0.326, data_time: 0.059, memory: 68629, decode.loss_ce: 0.6679, decode.acc_seg: 75.6300, loss: 0.6679
2022-08-05 13:16:39,748 - mmseg - INFO - Iter [5750/40000] lr: 8.710e-05, eta: 3:46:20, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6360, decode.acc_seg: 77.0126, loss: 0.6360
2022-08-05 13:16:53,323 - mmseg - INFO - Iter [5800/40000] lr: 8.698e-05, eta: 3:45:23, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6383, decode.acc_seg: 76.7989, loss: 0.6383
2022-08-05 13:17:06,761 - mmseg - INFO - Iter [5850/40000] lr: 8.687e-05, eta: 3:44:26, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6422, decode.acc_seg: 77.0500, loss: 0.6422
2022-08-05 13:17:20,485 - mmseg - INFO - Iter [5900/40000] lr: 8.676e-05, eta: 3:43:32, time: 0.275, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6691, decode.acc_seg: 75.8107, loss: 0.6691
2022-08-05 13:17:33,831 - mmseg - INFO - Iter [5950/40000] lr: 8.664e-05, eta: 3:42:36, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6325, decode.acc_seg: 76.9479, loss: 0.6325
2022-08-05 13:17:47,253 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:17:47,254 - mmseg - INFO - Iter [6000/40000] lr: 8.653e-05, eta: 3:41:41, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6355, decode.acc_seg: 77.1862, loss: 0.6355
2022-08-05 13:18:00,708 - mmseg - INFO - Iter [6050/40000] lr: 8.642e-05, eta: 3:40:47, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6518, decode.acc_seg: 76.4580, loss: 0.6518
2022-08-05 13:18:14,135 - mmseg - INFO - Iter [6100/40000] lr: 8.630e-05, eta: 3:39:54, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6582, decode.acc_seg: 76.3247, loss: 0.6582
2022-08-05 13:18:27,595 - mmseg - INFO - Iter [6150/40000] lr: 8.619e-05, eta: 3:39:02, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6569, decode.acc_seg: 76.2611, loss: 0.6569
2022-08-05 13:18:41,289 - mmseg - INFO - Iter [6200/40000] lr: 8.608e-05, eta: 3:38:11, time: 0.274, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6352, decode.acc_seg: 76.8255, loss: 0.6352
2022-08-05 13:18:54,899 - mmseg - INFO - Iter [6250/40000] lr: 8.596e-05, eta: 3:37:21, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6722, decode.acc_seg: 76.0912, loss: 0.6722
2022-08-05 13:19:08,450 - mmseg - INFO - Iter [6300/40000] lr: 8.585e-05, eta: 3:36:30, time: 0.271, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6448, decode.acc_seg: 76.7966, loss: 0.6448
2022-08-05 13:19:24,539 - mmseg - INFO - Iter [6350/40000] lr: 8.574e-05, eta: 3:35:54, time: 0.322, data_time: 0.062, memory: 68629, decode.loss_ce: 0.6415, decode.acc_seg: 77.2422, loss: 0.6415
2022-08-05 13:19:37,971 - mmseg - INFO - Iter [6400/40000] lr: 8.562e-05, eta: 3:35:04, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6614, decode.acc_seg: 76.2357, loss: 0.6614
2022-08-05 13:19:51,447 - mmseg - INFO - Iter [6450/40000] lr: 8.551e-05, eta: 3:34:15, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6094, decode.acc_seg: 77.7723, loss: 0.6094
2022-08-05 13:20:04,854 - mmseg - INFO - Iter [6500/40000] lr: 8.540e-05, eta: 3:33:27, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5983, decode.acc_seg: 77.8196, loss: 0.5983
2022-08-05 13:20:18,376 - mmseg - INFO - Iter [6550/40000] lr: 8.528e-05, eta: 3:32:39, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6229, decode.acc_seg: 77.1764, loss: 0.6229
2022-08-05 13:20:31,939 - mmseg - INFO - Iter [6600/40000] lr: 8.517e-05, eta: 3:31:52, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6351, decode.acc_seg: 76.9486, loss: 0.6351
2022-08-05 13:20:45,476 - mmseg - INFO - Iter [6650/40000] lr: 8.506e-05, eta: 3:31:05, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6362, decode.acc_seg: 76.7430, loss: 0.6362
2022-08-05 13:20:59,061 - mmseg - INFO - Iter [6700/40000] lr: 8.494e-05, eta: 3:30:20, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6293, decode.acc_seg: 77.5748, loss: 0.6293
2022-08-05 13:21:12,510 - mmseg - INFO - Iter [6750/40000] lr: 8.483e-05, eta: 3:29:33, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6374, decode.acc_seg: 77.2647, loss: 0.6374
2022-08-05 13:21:26,205 - mmseg - INFO - Iter [6800/40000] lr: 8.472e-05, eta: 3:28:49, time: 0.274, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6478, decode.acc_seg: 76.2951, loss: 0.6478
2022-08-05 13:21:39,954 - mmseg - INFO - Iter [6850/40000] lr: 8.460e-05, eta: 3:28:05, time: 0.275, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6402, decode.acc_seg: 77.0520, loss: 0.6402
2022-08-05 13:21:53,431 - mmseg - INFO - Iter [6900/40000] lr: 8.449e-05, eta: 3:27:21, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6214, decode.acc_seg: 77.3232, loss: 0.6214
2022-08-05 13:22:09,489 - mmseg - INFO - Iter [6950/40000] lr: 8.438e-05, eta: 3:26:49, time: 0.321, data_time: 0.059, memory: 68629, decode.loss_ce: 0.6729, decode.acc_seg: 75.5946, loss: 0.6729
2022-08-05 13:22:22,828 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:22:22,828 - mmseg - INFO - Iter [7000/40000] lr: 8.426e-05, eta: 3:26:05, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5994, decode.acc_seg: 78.0368, loss: 0.5994
2022-08-05 13:22:36,205 - mmseg - INFO - Iter [7050/40000] lr: 8.415e-05, eta: 3:25:21, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5897, decode.acc_seg: 78.4913, loss: 0.5897
2022-08-05 13:22:49,687 - mmseg - INFO - Iter [7100/40000] lr: 8.404e-05, eta: 3:24:38, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6104, decode.acc_seg: 77.8269, loss: 0.6104
2022-08-05 13:23:03,009 - mmseg - INFO - Iter [7150/40000] lr: 8.392e-05, eta: 3:23:55, time: 0.266, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6351, decode.acc_seg: 77.1459, loss: 0.6351
2022-08-05 13:23:16,568 - mmseg - INFO - Iter [7200/40000] lr: 8.381e-05, eta: 3:23:13, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5916, decode.acc_seg: 78.1715, loss: 0.5916
2022-08-05 13:23:30,040 - mmseg - INFO - Iter [7250/40000] lr: 8.370e-05, eta: 3:22:32, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6107, decode.acc_seg: 77.8096, loss: 0.6107
2022-08-05 13:23:43,588 - mmseg - INFO - Iter [7300/40000] lr: 8.358e-05, eta: 3:21:51, time: 0.271, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6130, decode.acc_seg: 77.4740, loss: 0.6130
2022-08-05 13:23:57,044 - mmseg - INFO - Iter [7350/40000] lr: 8.347e-05, eta: 3:21:10, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6226, decode.acc_seg: 77.3808, loss: 0.6226
2022-08-05 13:24:10,578 - mmseg - INFO - Iter [7400/40000] lr: 8.335e-05, eta: 3:20:29, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6292, decode.acc_seg: 77.0943, loss: 0.6292
2022-08-05 13:24:24,135 - mmseg - INFO - Iter [7450/40000] lr: 8.324e-05, eta: 3:19:49, time: 0.271, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5864, decode.acc_seg: 79.0079, loss: 0.5864
2022-08-05 13:24:37,460 - mmseg - INFO - Iter [7500/40000] lr: 8.313e-05, eta: 3:19:09, time: 0.267, data_time: 0.007, memory: 68629, decode.loss_ce: 0.6223, decode.acc_seg: 77.2436, loss: 0.6223
2022-08-05 13:24:51,116 - mmseg - INFO - Iter [7550/40000] lr: 8.301e-05, eta: 3:18:30, time: 0.273, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6528, decode.acc_seg: 76.5721, loss: 0.6528
2022-08-05 13:25:07,081 - mmseg - INFO - Iter [7600/40000] lr: 8.290e-05, eta: 3:18:02, time: 0.320, data_time: 0.055, memory: 68629, decode.loss_ce: 0.6143, decode.acc_seg: 77.2913, loss: 0.6143
2022-08-05 13:25:20,614 - mmseg - INFO - Iter [7650/40000] lr: 8.279e-05, eta: 3:17:23, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6060, decode.acc_seg: 77.7278, loss: 0.6060
2022-08-05 13:25:34,122 - mmseg - INFO - Iter [7700/40000] lr: 8.267e-05, eta: 3:16:45, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5955, decode.acc_seg: 77.9512, loss: 0.5955
2022-08-05 13:25:47,584 - mmseg - INFO - Iter [7750/40000] lr: 8.256e-05, eta: 3:16:06, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5770, decode.acc_seg: 78.7772, loss: 0.5770
2022-08-05 13:26:01,026 - mmseg - INFO - Iter [7800/40000] lr: 8.244e-05, eta: 3:15:28, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6206, decode.acc_seg: 77.2782, loss: 0.6206
2022-08-05 13:26:14,464 - mmseg - INFO - Iter [7850/40000] lr: 8.233e-05, eta: 3:14:50, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6008, decode.acc_seg: 78.1700, loss: 0.6008
2022-08-05 13:26:27,841 - mmseg - INFO - Iter [7900/40000] lr: 8.222e-05, eta: 3:14:13, time: 0.268, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5783, decode.acc_seg: 78.1524, loss: 0.5783
2022-08-05 13:26:41,273 - mmseg - INFO - Iter [7950/40000] lr: 8.210e-05, eta: 3:13:36, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5967, decode.acc_seg: 78.3937, loss: 0.5967
2022-08-05 13:26:54,688 - mmseg - INFO - Saving checkpoint at 8000 iterations
2022-08-05 13:26:56,532 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:26:56,533 - mmseg - INFO - Iter [8000/40000] lr: 8.199e-05, eta: 3:13:06, time: 0.305, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6093, decode.acc_seg: 77.6729, loss: 0.6093
2022-08-05 13:27:15,179 - mmseg - INFO - per class results:
2022-08-05 13:27:15,185 - mmseg - INFO -
+---------------------+-------+-------+
| Class | IoU | Acc |
+---------------------+-------+-------+
| wall | 72.4 | 86.49 |
| building | 80.66 | 90.31 |
| sky | 93.21 | 96.91 |
| floor | 78.68 | 88.57 |
| tree | 71.86 | 84.13 |
| ceiling | 77.95 | 86.25 |
| road | 75.91 | 83.06 |
| bed | 83.92 | 92.61 |
| windowpane | 55.76 | 70.46 |
| grass | 66.71 | 80.76 |
| cabinet | 51.75 | 66.48 |
| sidewalk | 57.13 | 70.57 |
| person | 76.36 | 89.7 |
| earth | 29.97 | 45.07 |
| door | 37.86 | 51.74 |
| table | 46.94 | 63.06 |
| mountain | 52.17 | 67.49 |
| plant | 48.7 | 58.64 |
| curtain | 66.3 | 84.1 |
| chair | 47.41 | 62.89 |
| car | 76.59 | 93.5 |
| water | 44.74 | 57.72 |
| painting | 64.51 | 82.0 |
| sofa | 52.09 | 86.22 |
| shelf | 37.77 | 53.34 |
| house | 50.32 | 70.81 |
| sea | 48.8 | 84.09 |
| mirror | 47.01 | 59.77 |
| rug | 53.88 | 64.33 |
| field | 27.21 | 47.91 |
| armchair | 19.49 | 29.6 |
| seat | 59.66 | 73.47 |
| fence | 32.6 | 45.59 |
| desk | 33.77 | 55.35 |
| rock | 48.47 | 73.34 |
| wardrobe | 40.83 | 69.26 |
| lamp | 52.1 | 69.59 |
| bathtub | 61.12 | 77.05 |
| railing | 30.02 | 40.29 |
| cushion | 40.5 | 49.82 |
| base | 14.19 | 20.35 |
| box | 18.48 | 32.58 |
| column | 42.91 | 50.98 |
| signboard | 33.93 | 47.69 |
| chest of drawers | 33.62 | 54.65 |
| counter | 24.89 | 31.17 |
| sand | 30.34 | 52.92 |
| sink | 60.44 | 67.52 |
| skyscraper | 64.38 | 92.76 |
| fireplace | 58.64 | 71.18 |
| refrigerator | 53.43 | 82.94 |
| grandstand | 32.08 | 63.79 |
| path | 12.99 | 17.82 |
| stairs | 32.62 | 39.06 |
| runway | 70.74 | 94.81 |
| case | 48.6 | 74.53 |
| pool table | 89.61 | 95.81 |
| pillow | 53.11 | 74.8 |
| screen door | 42.83 | 84.32 |
| stairway | 30.3 | 39.39 |
| river | 18.98 | 38.02 |
| bridge | 55.73 | 82.7 |
| bookcase | 29.07 | 48.48 |
| blind | 26.73 | 29.74 |
| coffee table | 39.71 | 80.64 |
| toilet | 72.16 | 90.75 |
| flower | 34.16 | 49.52 |
| book | 41.07 | 57.22 |
| hill | 2.43 | 2.51 |
| bench | 50.2 | 59.99 |
| countertop | 50.74 | 63.86 |
| stove | 58.43 | 72.6 |
| palm | 41.79 | 73.28 |
| kitchen island | 25.08 | 59.57 |
| computer | 53.91 | 64.26 |
| swivel chair | 40.31 | 63.63 |
| boat | 54.53 | 81.01 |
| bar | 11.52 | 13.92 |
| arcade machine | 17.71 | 18.11 |
| hovel | 28.54 | 29.2 |
| bus | 67.9 | 84.3 |
| towel | 46.69 | 66.34 |
| light | 33.8 | 39.56 |
| truck | 7.93 | 10.89 |
| tower | 41.12 | 64.01 |
| chandelier | 56.6 | 70.12 |
| awning | 12.73 | 14.47 |
| streetlight | 12.29 | 14.17 |
| booth | 25.71 | 32.45 |
| television receiver | 54.57 | 84.01 |
| airplane | 36.37 | 70.3 |
| dirt track | 14.72 | 18.98 |
| apparel | 17.47 | 24.57 |
| pole | 19.54 | 25.76 |
| land | 0.07 | 0.08 |
| bannister | 0.38 | 0.46 |
| escalator | 8.6 | 10.34 |
| ottoman | 41.09 | 49.49 |
| bottle | 10.49 | 10.95 |
| buffet | 40.92 | 52.2 |
| poster | 4.43 | 4.95 |
| stage | 5.88 | 13.08 |
| van | 10.04 | 11.92 |
| ship | 22.87 | 25.22 |
| fountain | 33.35 | 34.65 |
| conveyer belt | 76.14 | 93.35 |
| canopy | 20.3 | 24.79 |
| washer | 60.4 | 75.29 |
| plaything | 16.2 | 23.31 |
| swimming pool | 35.2 | 78.56 |
| stool | 23.6 | 30.29 |
| barrel | 48.47 | 64.02 |
| basket | 19.11 | 27.7 |
| waterfall | 61.68 | 93.43 |
| tent | 82.26 | 98.32 |
| bag | 1.94 | 2.11 |
| minibike | 54.37 | 69.15 |
| cradle | 71.46 | 94.66 |
| oven | 7.68 | 19.71 |
| ball | 41.04 | 45.99 |
| food | 51.15 | 59.73 |
| step | 0.03 | 0.03 |
| tank | 50.86 | 59.91 |
| trade name | 17.6 | 19.69 |
| microwave | 37.72 | 45.64 |
| pot | 25.17 | 30.11 |
| animal | 58.9 | 62.72 |
| bicycle | 56.66 | 72.99 |
| lake | 0.0 | 0.0 |
| dishwasher | 38.82 | 44.76 |
| screen | 65.46 | 89.52 |
| blanket | 4.77 | 5.19 |
| sculpture | 46.78 | 52.2 |
| hood | 41.38 | 44.21 |
| sconce | 13.0 | 14.37 |
| vase | 23.85 | 32.65 |
| traffic light | 18.73 | 24.33 |
| tray | 0.04 | 0.04 |
| ashcan | 29.63 | 33.31 |
| fan | 41.23 | 48.47 |
| pier | 14.63 | 69.79 |
| crt screen | 0.0 | 0.01 |
| plate | 44.54 | 66.41 |
| monitor | 13.85 | 18.73 |
| bulletin board | 43.1 | 58.15 |
| shower | 0.0 | 0.0 |
| radiator | 47.71 | 52.42 |
| glass | 5.54 | 5.84 |
| clock | 23.22 | 24.92 |
| flag | 28.24 | 31.7 |
+---------------------+-------+-------+
2022-08-05 13:27:15,185 - mmseg - INFO - Summary:
2022-08-05 13:27:15,185 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 79.01 | 39.21 | 52.08 |
+-------+-------+-------+
2022-08-05 13:27:15,187 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:27:15,187 - mmseg - INFO - Iter(val) [250] aAcc: 0.7901, mIoU: 0.3921, mAcc: 0.5208, IoU.wall: 0.7240, IoU.building: 0.8066, IoU.sky: 0.9321, IoU.floor: 0.7868, IoU.tree: 0.7186, IoU.ceiling: 0.7795, IoU.road: 0.7591, IoU.bed : 0.8392, IoU.windowpane: 0.5576, IoU.grass: 0.6671, IoU.cabinet: 0.5175, IoU.sidewalk: 0.5713, IoU.person: 0.7636, IoU.earth: 0.2997, IoU.door: 0.3786, IoU.table: 0.4694, IoU.mountain: 0.5217, IoU.plant: 0.4870, IoU.curtain: 0.6630, IoU.chair: 0.4741, IoU.car: 0.7659, IoU.water: 0.4474, IoU.painting: 0.6451, IoU.sofa: 0.5209, IoU.shelf: 0.3777, IoU.house: 0.5032, IoU.sea: 0.4880, IoU.mirror: 0.4701, IoU.rug: 0.5388, IoU.field: 0.2721, IoU.armchair: 0.1949, IoU.seat: 0.5966, IoU.fence: 0.3260, IoU.desk: 0.3377, IoU.rock: 0.4847, IoU.wardrobe: 0.4083, IoU.lamp: 0.5210, IoU.bathtub: 0.6112, IoU.railing: 0.3002, IoU.cushion: 0.4050, IoU.base: 0.1419, IoU.box: 0.1848, IoU.column: 0.4291, IoU.signboard: 0.3393, IoU.chest of drawers: 0.3362, IoU.counter: 0.2489, IoU.sand: 0.3034, IoU.sink: 0.6044, IoU.skyscraper: 0.6438, IoU.fireplace: 0.5864, IoU.refrigerator: 0.5343, IoU.grandstand: 0.3208, IoU.path: 0.1299, IoU.stairs: 0.3262, IoU.runway: 0.7074, IoU.case: 0.4860, IoU.pool table: 0.8961, IoU.pillow: 0.5311, IoU.screen door: 0.4283, IoU.stairway: 0.3030, IoU.river: 0.1898, IoU.bridge: 0.5573, IoU.bookcase: 0.2907, IoU.blind: 0.2673, IoU.coffee table: 0.3971, IoU.toilet: 0.7216, IoU.flower: 0.3416, IoU.book: 0.4107, IoU.hill: 0.0243, IoU.bench: 0.5020, IoU.countertop: 0.5074, IoU.stove: 0.5843, IoU.palm: 0.4179, IoU.kitchen island: 0.2508, IoU.computer: 0.5391, IoU.swivel chair: 0.4031, IoU.boat: 0.5453, IoU.bar: 0.1152, IoU.arcade machine: 0.1771, IoU.hovel: 0.2854, IoU.bus: 0.6790, IoU.towel: 0.4669, IoU.light: 0.3380, IoU.truck: 0.0793, IoU.tower: 0.4112, IoU.chandelier: 0.5660, IoU.awning: 0.1273, IoU.streetlight: 0.1229, IoU.booth: 0.2571, IoU.television receiver: 0.5457, IoU.airplane: 0.3637, IoU.dirt track: 0.1472, IoU.apparel: 0.1747, IoU.pole: 0.1954, IoU.land: 0.0007, IoU.bannister: 0.0038, IoU.escalator: 0.0860, IoU.ottoman: 0.4109, IoU.bottle: 0.1049, IoU.buffet: 0.4092, IoU.poster: 0.0443, IoU.stage: 0.0588, IoU.van: 0.1004, IoU.ship: 0.2287, IoU.fountain: 0.3335, IoU.conveyer belt: 0.7614, IoU.canopy: 0.2030, IoU.washer: 0.6040, IoU.plaything: 0.1620, IoU.swimming pool: 0.3520, IoU.stool: 0.2360, IoU.barrel: 0.4847, IoU.basket: 0.1911, IoU.waterfall: 0.6168, IoU.tent: 0.8226, IoU.bag: 0.0194, IoU.minibike: 0.5437, IoU.cradle: 0.7146, IoU.oven: 0.0768, IoU.ball: 0.4104, IoU.food: 0.5115, IoU.step: 0.0003, IoU.tank: 0.5086, IoU.trade name: 0.1760, IoU.microwave: 0.3772, IoU.pot: 0.2517, IoU.animal: 0.5890, IoU.bicycle: 0.5666, IoU.lake: 0.0000, IoU.dishwasher: 0.3882, IoU.screen: 0.6546, IoU.blanket: 0.0477, IoU.sculpture: 0.4678, IoU.hood: 0.4138, IoU.sconce: 0.1300, IoU.vase: 0.2385, IoU.traffic light: 0.1873, IoU.tray: 0.0004, IoU.ashcan: 0.2963, IoU.fan: 0.4123, IoU.pier: 0.1463, IoU.crt screen: 0.0000, IoU.plate: 0.4454, IoU.monitor: 0.1385, IoU.bulletin board: 0.4310, IoU.shower: 0.0000, IoU.radiator: 0.4771, IoU.glass: 0.0554, IoU.clock: 0.2322, IoU.flag: 0.2824, Acc.wall: 0.8649, Acc.building: 0.9031, Acc.sky: 0.9691, Acc.floor: 0.8857, Acc.tree: 0.8413, Acc.ceiling: 0.8625, Acc.road: 0.8306, Acc.bed : 0.9261, Acc.windowpane: 0.7046, Acc.grass: 0.8076, Acc.cabinet: 0.6648, Acc.sidewalk: 0.7057, Acc.person: 0.8970, Acc.earth: 0.4507, Acc.door: 0.5174, Acc.table: 0.6306, Acc.mountain: 0.6749, Acc.plant: 0.5864, Acc.curtain: 0.8410, Acc.chair: 0.6289, Acc.car: 0.9350, Acc.water: 0.5772, Acc.painting: 0.8200, Acc.sofa: 0.8622, Acc.shelf: 0.5334, Acc.house: 0.7081, Acc.sea: 0.8409, Acc.mirror: 0.5977, Acc.rug: 0.6433, Acc.field: 0.4791, Acc.armchair: 0.2960, Acc.seat: 0.7347, Acc.fence: 0.4559, Acc.desk: 0.5535, Acc.rock: 0.7334, Acc.wardrobe: 0.6926, Acc.lamp: 0.6959, Acc.bathtub: 0.7705, Acc.railing: 0.4029, Acc.cushion: 0.4982, Acc.base: 0.2035, Acc.box: 0.3258, Acc.column: 0.5098, Acc.signboard: 0.4769, Acc.chest of drawers: 0.5465, Acc.counter: 0.3117, Acc.sand: 0.5292, Acc.sink: 0.6752, Acc.skyscraper: 0.9276, Acc.fireplace: 0.7118, Acc.refrigerator: 0.8294, Acc.grandstand: 0.6379, Acc.path: 0.1782, Acc.stairs: 0.3906, Acc.runway: 0.9481, Acc.case: 0.7453, Acc.pool table: 0.9581, Acc.pillow: 0.7480, Acc.screen door: 0.8432, Acc.stairway: 0.3939, Acc.river: 0.3802, Acc.bridge: 0.8270, Acc.bookcase: 0.4848, Acc.blind: 0.2974, Acc.coffee table: 0.8064, Acc.toilet: 0.9075, Acc.flower: 0.4952, Acc.book: 0.5722, Acc.hill: 0.0251, Acc.bench: 0.5999, Acc.countertop: 0.6386, Acc.stove: 0.7260, Acc.palm: 0.7328, Acc.kitchen island: 0.5957, Acc.computer: 0.6426, Acc.swivel chair: 0.6363, Acc.boat: 0.8101, Acc.bar: 0.1392, Acc.arcade machine: 0.1811, Acc.hovel: 0.2920, Acc.bus: 0.8430, Acc.towel: 0.6634, Acc.light: 0.3956, Acc.truck: 0.1089, Acc.tower: 0.6401, Acc.chandelier: 0.7012, Acc.awning: 0.1447, Acc.streetlight: 0.1417, Acc.booth: 0.3245, Acc.television receiver: 0.8401, Acc.airplane: 0.7030, Acc.dirt track: 0.1898, Acc.apparel: 0.2457, Acc.pole: 0.2576, Acc.land: 0.0008, Acc.bannister: 0.0046, Acc.escalator: 0.1034, Acc.ottoman: 0.4949, Acc.bottle: 0.1095, Acc.buffet: 0.5220, Acc.poster: 0.0495, Acc.stage: 0.1308, Acc.van: 0.1192, Acc.ship: 0.2522, Acc.fountain: 0.3465, Acc.conveyer belt: 0.9335, Acc.canopy: 0.2479, Acc.washer: 0.7529, Acc.plaything: 0.2331, Acc.swimming pool: 0.7856, Acc.stool: 0.3029, Acc.barrel: 0.6402, Acc.basket: 0.2770, Acc.waterfall: 0.9343, Acc.tent: 0.9832, Acc.bag: 0.0211, Acc.minibike: 0.6915, Acc.cradle: 0.9466, Acc.oven: 0.1971, Acc.ball: 0.4599, Acc.food: 0.5973, Acc.step: 0.0003, Acc.tank: 0.5991, Acc.trade name: 0.1969, Acc.microwave: 0.4564, Acc.pot: 0.3011, Acc.animal: 0.6272, Acc.bicycle: 0.7299, Acc.lake: 0.0000, Acc.dishwasher: 0.4476, Acc.screen: 0.8952, Acc.blanket: 0.0519, Acc.sculpture: 0.5220, Acc.hood: 0.4421, Acc.sconce: 0.1437, Acc.vase: 0.3265, Acc.traffic light: 0.2433, Acc.tray: 0.0004, Acc.ashcan: 0.3331, Acc.fan: 0.4847, Acc.pier: 0.6979, Acc.crt screen: 0.0001, Acc.plate: 0.6641, Acc.monitor: 0.1873, Acc.bulletin board: 0.5815, Acc.shower: 0.0000, Acc.radiator: 0.5242, Acc.glass: 0.0584, Acc.clock: 0.2492, Acc.flag: 0.3170
2022-08-05 13:27:28,636 - mmseg - INFO - Iter [8050/40000] lr: 8.188e-05, eta: 3:13:43, time: 0.642, data_time: 0.379, memory: 68629, decode.loss_ce: 0.5988, decode.acc_seg: 78.2016, loss: 0.5988
2022-08-05 13:27:42,414 - mmseg - INFO - Iter [8100/40000] lr: 8.176e-05, eta: 3:13:08, time: 0.276, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5757, decode.acc_seg: 78.3341, loss: 0.5757
2022-08-05 13:27:55,919 - mmseg - INFO - Iter [8150/40000] lr: 8.165e-05, eta: 3:12:32, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6029, decode.acc_seg: 77.4169, loss: 0.6029
2022-08-05 13:28:09,136 - mmseg - INFO - Iter [8200/40000] lr: 8.153e-05, eta: 3:11:54, time: 0.264, data_time: 0.006, memory: 68629, decode.loss_ce: 0.6021, decode.acc_seg: 77.8176, loss: 0.6021
2022-08-05 13:28:25,548 - mmseg - INFO - Iter [8250/40000] lr: 8.142e-05, eta: 3:11:30, time: 0.328, data_time: 0.060, memory: 68629, decode.loss_ce: 0.5616, decode.acc_seg: 79.1814, loss: 0.5616
2022-08-05 13:28:39,021 - mmseg - INFO - Iter [8300/40000] lr: 8.131e-05, eta: 3:10:54, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5665, decode.acc_seg: 78.9388, loss: 0.5665
2022-08-05 13:28:52,647 - mmseg - INFO - Iter [8350/40000] lr: 8.119e-05, eta: 3:10:19, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5863, decode.acc_seg: 78.5757, loss: 0.5863
2022-08-05 13:29:06,166 - mmseg - INFO - Iter [8400/40000] lr: 8.108e-05, eta: 3:09:44, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5787, decode.acc_seg: 78.4089, loss: 0.5787
2022-08-05 13:29:19,666 - mmseg - INFO - Iter [8450/40000] lr: 8.096e-05, eta: 3:09:09, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5829, decode.acc_seg: 78.8523, loss: 0.5829
2022-08-05 13:29:33,156 - mmseg - INFO - Iter [8500/40000] lr: 8.085e-05, eta: 3:08:34, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5622, decode.acc_seg: 79.5939, loss: 0.5622
2022-08-05 13:29:46,724 - mmseg - INFO - Iter [8550/40000] lr: 8.074e-05, eta: 3:08:00, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5825, decode.acc_seg: 78.4529, loss: 0.5825
2022-08-05 13:30:00,208 - mmseg - INFO - Iter [8600/40000] lr: 8.062e-05, eta: 3:07:26, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5713, decode.acc_seg: 78.8210, loss: 0.5713
2022-08-05 13:30:13,815 - mmseg - INFO - Iter [8650/40000] lr: 8.051e-05, eta: 3:06:53, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5833, decode.acc_seg: 78.4242, loss: 0.5833
2022-08-05 13:30:27,465 - mmseg - INFO - Iter [8700/40000] lr: 8.039e-05, eta: 3:06:20, time: 0.273, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5756, decode.acc_seg: 78.9868, loss: 0.5756
2022-08-05 13:30:40,933 - mmseg - INFO - Iter [8750/40000] lr: 8.028e-05, eta: 3:05:46, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5764, decode.acc_seg: 78.7665, loss: 0.5764
2022-08-05 13:30:54,343 - mmseg - INFO - Iter [8800/40000] lr: 8.016e-05, eta: 3:05:13, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5976, decode.acc_seg: 77.7422, loss: 0.5976
2022-08-05 13:31:10,574 - mmseg - INFO - Iter [8850/40000] lr: 8.005e-05, eta: 3:04:49, time: 0.325, data_time: 0.064, memory: 68629, decode.loss_ce: 0.5949, decode.acc_seg: 78.3022, loss: 0.5949
2022-08-05 13:31:24,216 - mmseg - INFO - Iter [8900/40000] lr: 7.994e-05, eta: 3:04:17, time: 0.273, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5483, decode.acc_seg: 79.2472, loss: 0.5483
2022-08-05 13:31:37,705 - mmseg - INFO - Iter [8950/40000] lr: 7.982e-05, eta: 3:03:44, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5569, decode.acc_seg: 79.5426, loss: 0.5569
2022-08-05 13:31:51,104 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:31:51,104 - mmseg - INFO - Iter [9000/40000] lr: 7.971e-05, eta: 3:03:11, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5971, decode.acc_seg: 78.3426, loss: 0.5971
2022-08-05 13:32:04,579 - mmseg - INFO - Iter [9050/40000] lr: 7.959e-05, eta: 3:02:39, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5528, decode.acc_seg: 79.8703, loss: 0.5528
2022-08-05 13:32:18,063 - mmseg - INFO - Iter [9100/40000] lr: 7.948e-05, eta: 3:02:07, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5727, decode.acc_seg: 79.0084, loss: 0.5727
2022-08-05 13:32:31,407 - mmseg - INFO - Iter [9150/40000] lr: 7.937e-05, eta: 3:01:35, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5643, decode.acc_seg: 79.1835, loss: 0.5643
2022-08-05 13:32:44,986 - mmseg - INFO - Iter [9200/40000] lr: 7.925e-05, eta: 3:01:03, time: 0.272, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5796, decode.acc_seg: 79.0666, loss: 0.5796
2022-08-05 13:32:58,491 - mmseg - INFO - Iter [9250/40000] lr: 7.914e-05, eta: 3:00:32, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5613, decode.acc_seg: 79.2672, loss: 0.5613
2022-08-05 13:33:12,021 - mmseg - INFO - Iter [9300/40000] lr: 7.902e-05, eta: 3:00:01, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5911, decode.acc_seg: 78.4672, loss: 0.5911
2022-08-05 13:33:25,721 - mmseg - INFO - Iter [9350/40000] lr: 7.891e-05, eta: 2:59:31, time: 0.274, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5582, decode.acc_seg: 79.3184, loss: 0.5582
2022-08-05 13:33:39,346 - mmseg - INFO - Iter [9400/40000] lr: 7.879e-05, eta: 2:59:00, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5795, decode.acc_seg: 78.3513, loss: 0.5795
2022-08-05 13:33:52,990 - mmseg - INFO - Iter [9450/40000] lr: 7.868e-05, eta: 2:58:30, time: 0.273, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5841, decode.acc_seg: 78.5064, loss: 0.5841
2022-08-05 13:34:09,169 - mmseg - INFO - Iter [9500/40000] lr: 7.856e-05, eta: 2:58:08, time: 0.324, data_time: 0.063, memory: 68629, decode.loss_ce: 0.5588, decode.acc_seg: 79.8754, loss: 0.5588
2022-08-05 13:34:22,587 - mmseg - INFO - Iter [9550/40000] lr: 7.845e-05, eta: 2:57:38, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5611, decode.acc_seg: 79.1962, loss: 0.5611
2022-08-05 13:34:36,084 - mmseg - INFO - Iter [9600/40000] lr: 7.834e-05, eta: 2:57:07, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5620, decode.acc_seg: 79.2004, loss: 0.5620
2022-08-05 13:34:49,557 - mmseg - INFO - Iter [9650/40000] lr: 7.822e-05, eta: 2:56:37, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5467, decode.acc_seg: 79.7014, loss: 0.5467
2022-08-05 13:35:03,210 - mmseg - INFO - Iter [9700/40000] lr: 7.811e-05, eta: 2:56:08, time: 0.273, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5573, decode.acc_seg: 79.5239, loss: 0.5573
2022-08-05 13:35:16,789 - mmseg - INFO - Iter [9750/40000] lr: 7.799e-05, eta: 2:55:39, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5537, decode.acc_seg: 79.4565, loss: 0.5537
2022-08-05 13:35:30,364 - mmseg - INFO - Iter [9800/40000] lr: 7.788e-05, eta: 2:55:09, time: 0.271, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5608, decode.acc_seg: 79.3463, loss: 0.5608
2022-08-05 13:35:47,028 - mmseg - INFO - Iter [9850/40000] lr: 7.776e-05, eta: 2:54:50, time: 0.334, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5683, decode.acc_seg: 78.8109, loss: 0.5683
2022-08-05 13:36:00,460 - mmseg - INFO - Iter [9900/40000] lr: 7.765e-05, eta: 2:54:20, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5762, decode.acc_seg: 78.9844, loss: 0.5762
2022-08-05 13:36:14,134 - mmseg - INFO - Iter [9950/40000] lr: 7.753e-05, eta: 2:53:52, time: 0.273, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5691, decode.acc_seg: 78.7173, loss: 0.5691
2022-08-05 13:36:27,634 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:36:27,634 - mmseg - INFO - Iter [10000/40000] lr: 7.742e-05, eta: 2:53:23, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5723, decode.acc_seg: 78.5796, loss: 0.5723
2022-08-05 13:36:40,944 - mmseg - INFO - Iter [10050/40000] lr: 7.730e-05, eta: 2:52:53, time: 0.266, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5420, decode.acc_seg: 79.7217, loss: 0.5420
2022-08-05 13:36:56,996 - mmseg - INFO - Iter [10100/40000] lr: 7.719e-05, eta: 2:52:32, time: 0.321, data_time: 0.056, memory: 68629, decode.loss_ce: 0.5694, decode.acc_seg: 79.0132, loss: 0.5694
2022-08-05 13:37:10,424 - mmseg - INFO - Iter [10150/40000] lr: 7.708e-05, eta: 2:52:03, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5615, decode.acc_seg: 79.3418, loss: 0.5615
2022-08-05 13:37:23,875 - mmseg - INFO - Iter [10200/40000] lr: 7.696e-05, eta: 2:51:35, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5339, decode.acc_seg: 79.8446, loss: 0.5339
2022-08-05 13:37:37,237 - mmseg - INFO - Iter [10250/40000] lr: 7.685e-05, eta: 2:51:06, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5275, decode.acc_seg: 80.0982, loss: 0.5275
2022-08-05 13:37:50,458 - mmseg - INFO - Iter [10300/40000] lr: 7.673e-05, eta: 2:50:37, time: 0.264, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5380, decode.acc_seg: 79.8795, loss: 0.5380
2022-08-05 13:38:04,156 - mmseg - INFO - Iter [10350/40000] lr: 7.662e-05, eta: 2:50:10, time: 0.274, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5597, decode.acc_seg: 78.8833, loss: 0.5597
2022-08-05 13:38:17,617 - mmseg - INFO - Iter [10400/40000] lr: 7.650e-05, eta: 2:49:42, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5569, decode.acc_seg: 79.3742, loss: 0.5569
2022-08-05 13:38:31,086 - mmseg - INFO - Iter [10450/40000] lr: 7.639e-05, eta: 2:49:14, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5245, decode.acc_seg: 80.4402, loss: 0.5245
2022-08-05 13:38:44,615 - mmseg - INFO - Iter [10500/40000] lr: 7.627e-05, eta: 2:48:47, time: 0.271, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5487, decode.acc_seg: 79.9177, loss: 0.5487
2022-08-05 13:38:58,112 - mmseg - INFO - Iter [10550/40000] lr: 7.616e-05, eta: 2:48:20, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5486, decode.acc_seg: 80.0994, loss: 0.5486
2022-08-05 13:39:11,856 - mmseg - INFO - Iter [10600/40000] lr: 7.604e-05, eta: 2:47:53, time: 0.275, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5467, decode.acc_seg: 79.7575, loss: 0.5467
2022-08-05 13:39:25,309 - mmseg - INFO - Iter [10650/40000] lr: 7.593e-05, eta: 2:47:26, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5636, decode.acc_seg: 79.0766, loss: 0.5636
2022-08-05 13:39:38,866 - mmseg - INFO - Iter [10700/40000] lr: 7.581e-05, eta: 2:46:59, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5638, decode.acc_seg: 79.0982, loss: 0.5638
2022-08-05 13:39:55,115 - mmseg - INFO - Iter [10750/40000] lr: 7.570e-05, eta: 2:46:39, time: 0.324, data_time: 0.064, memory: 68629, decode.loss_ce: 0.5323, decode.acc_seg: 80.2271, loss: 0.5323
2022-08-05 13:40:08,556 - mmseg - INFO - Iter [10800/40000] lr: 7.558e-05, eta: 2:46:12, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5361, decode.acc_seg: 80.0735, loss: 0.5361
2022-08-05 13:40:22,015 - mmseg - INFO - Iter [10850/40000] lr: 7.547e-05, eta: 2:45:46, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5314, decode.acc_seg: 80.3024, loss: 0.5314
2022-08-05 13:40:35,582 - mmseg - INFO - Iter [10900/40000] lr: 7.535e-05, eta: 2:45:19, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5409, decode.acc_seg: 79.6447, loss: 0.5409
2022-08-05 13:40:48,989 - mmseg - INFO - Iter [10950/40000] lr: 7.524e-05, eta: 2:44:53, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5503, decode.acc_seg: 79.0400, loss: 0.5503
2022-08-05 13:41:02,467 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:41:02,467 - mmseg - INFO - Iter [11000/40000] lr: 7.512e-05, eta: 2:44:26, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5247, decode.acc_seg: 80.7138, loss: 0.5247
2022-08-05 13:41:15,798 - mmseg - INFO - Iter [11050/40000] lr: 7.501e-05, eta: 2:44:00, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5248, decode.acc_seg: 80.2124, loss: 0.5248
2022-08-05 13:41:29,199 - mmseg - INFO - Iter [11100/40000] lr: 7.489e-05, eta: 2:43:33, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5139, decode.acc_seg: 80.2081, loss: 0.5139
2022-08-05 13:41:42,681 - mmseg - INFO - Iter [11150/40000] lr: 7.478e-05, eta: 2:43:07, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5530, decode.acc_seg: 79.5769, loss: 0.5530
2022-08-05 13:41:56,455 - mmseg - INFO - Iter [11200/40000] lr: 7.466e-05, eta: 2:42:42, time: 0.276, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5289, decode.acc_seg: 79.9154, loss: 0.5289
2022-08-05 13:42:09,954 - mmseg - INFO - Iter [11250/40000] lr: 7.455e-05, eta: 2:42:16, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5435, decode.acc_seg: 79.6344, loss: 0.5435
2022-08-05 13:42:23,469 - mmseg - INFO - Iter [11300/40000] lr: 7.443e-05, eta: 2:41:51, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5418, decode.acc_seg: 79.8518, loss: 0.5418
2022-08-05 13:42:36,607 - mmseg - INFO - Iter [11350/40000] lr: 7.432e-05, eta: 2:41:24, time: 0.263, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5596, decode.acc_seg: 79.2904, loss: 0.5596
2022-08-05 13:42:52,882 - mmseg - INFO - Iter [11400/40000] lr: 7.420e-05, eta: 2:41:06, time: 0.325, data_time: 0.062, memory: 68629, decode.loss_ce: 0.5392, decode.acc_seg: 80.3345, loss: 0.5392
2022-08-05 13:43:06,251 - mmseg - INFO - Iter [11450/40000] lr: 7.409e-05, eta: 2:40:40, time: 0.268, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5069, decode.acc_seg: 81.4932, loss: 0.5069
2022-08-05 13:43:19,651 - mmseg - INFO - Iter [11500/40000] lr: 7.397e-05, eta: 2:40:14, time: 0.268, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5295, decode.acc_seg: 80.6338, loss: 0.5295
2022-08-05 13:43:33,061 - mmseg - INFO - Iter [11550/40000] lr: 7.386e-05, eta: 2:39:49, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5179, decode.acc_seg: 80.7213, loss: 0.5179
2022-08-05 13:43:46,553 - mmseg - INFO - Iter [11600/40000] lr: 7.374e-05, eta: 2:39:24, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5121, decode.acc_seg: 81.2136, loss: 0.5121
2022-08-05 13:44:00,049 - mmseg - INFO - Iter [11650/40000] lr: 7.363e-05, eta: 2:38:59, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5300, decode.acc_seg: 80.1988, loss: 0.5300
2022-08-05 13:44:13,459 - mmseg - INFO - Iter [11700/40000] lr: 7.351e-05, eta: 2:38:34, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5291, decode.acc_seg: 80.3623, loss: 0.5291
2022-08-05 13:44:26,958 - mmseg - INFO - Iter [11750/40000] lr: 7.340e-05, eta: 2:38:09, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5240, decode.acc_seg: 80.4859, loss: 0.5240
2022-08-05 13:44:40,497 - mmseg - INFO - Iter [11800/40000] lr: 7.328e-05, eta: 2:37:45, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5186, decode.acc_seg: 80.5320, loss: 0.5186
2022-08-05 13:44:54,161 - mmseg - INFO - Iter [11850/40000] lr: 7.316e-05, eta: 2:37:20, time: 0.273, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5133, decode.acc_seg: 80.5848, loss: 0.5133
2022-08-05 13:45:07,576 - mmseg - INFO - Iter [11900/40000] lr: 7.305e-05, eta: 2:36:56, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5536, decode.acc_seg: 79.2793, loss: 0.5536
2022-08-05 13:45:20,895 - mmseg - INFO - Iter [11950/40000] lr: 7.293e-05, eta: 2:36:31, time: 0.266, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5135, decode.acc_seg: 80.4799, loss: 0.5135
2022-08-05 13:45:37,060 - mmseg - INFO - Saving checkpoint at 12000 iterations
2022-08-05 13:45:38,696 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:45:38,696 - mmseg - INFO - Iter [12000/40000] lr: 7.282e-05, eta: 2:36:17, time: 0.356, data_time: 0.060, memory: 68629, decode.loss_ce: 0.5187, decode.acc_seg: 80.6643, loss: 0.5187
2022-08-05 13:45:57,112 - mmseg - INFO - per class results:
2022-08-05 13:45:57,118 - mmseg - INFO -
+---------------------+-------+-------+
| Class | IoU | Acc |
+---------------------+-------+-------+
| wall | 74.07 | 85.41 |
| building | 80.76 | 92.86 |
| sky | 93.75 | 96.87 |
| floor | 79.12 | 87.51 |
| tree | 72.8 | 85.67 |
| ceiling | 80.99 | 89.01 |
| road | 79.09 | 87.19 |
| bed | 84.16 | 92.95 |
| windowpane | 55.66 | 79.5 |
| grass | 64.63 | 84.14 |
| cabinet | 54.38 | 63.97 |
| sidewalk | 59.41 | 79.91 |
| person | 78.17 | 90.26 |
| earth | 35.97 | 50.79 |
| door | 39.72 | 52.36 |
| table | 50.1 | 68.77 |
| mountain | 60.75 | 77.51 |
| plant | 45.9 | 55.57 |
| curtain | 69.32 | 83.27 |
| chair | 50.62 | 70.73 |
| car | 79.93 | 94.02 |
| water | 46.84 | 57.94 |
| painting | 66.98 | 81.79 |
| sofa | 58.57 | 75.72 |
| shelf | 40.12 | 63.32 |
| house | 38.52 | 44.83 |
| sea | 54.31 | 91.19 |
| mirror | 48.02 | 66.24 |
| rug | 61.93 | 80.05 |
| field | 24.59 | 34.99 |
| armchair | 31.87 | 50.17 |
| seat | 59.94 | 76.81 |
| fence | 40.91 | 60.04 |
| desk | 38.75 | 62.03 |
| rock | 44.54 | 60.01 |
| wardrobe | 40.81 | 52.75 |
| lamp | 52.94 | 70.1 |
| bathtub | 60.02 | 68.69 |
| railing | 32.55 | 45.46 |
| cushion | 48.42 | 65.45 |
| base | 20.73 | 32.04 |
| box | 19.04 | 25.67 |
| column | 45.49 | 55.28 |
| signboard | 33.36 | 40.81 |
| chest of drawers | 30.37 | 50.09 |
| counter | 34.1 | 56.07 |
| sand | 33.68 | 51.34 |
| sink | 59.2 | 76.42 |
| skyscraper | 48.82 | 58.93 |
| fireplace | 59.45 | 75.52 |
| refrigerator | 66.32 | 80.79 |
| grandstand | 43.33 | 65.21 |
| path | 16.71 | 21.92 |
| stairs | 28.94 | 33.81 |
| runway | 75.87 | 88.77 |
| case | 51.96 | 75.17 |
| pool table | 90.24 | 96.23 |
| pillow | 51.45 | 62.35 |
| screen door | 53.14 | 84.6 |
| stairway | 33.88 | 45.96 |
| river | 13.06 | 20.52 |
| bridge | 37.01 | 45.84 |
| bookcase | 29.65 | 50.56 |
| blind | 30.76 | 32.93 |
| coffee table | 43.95 | 83.43 |
| toilet | 68.86 | 92.63 |
| flower | 32.11 | 53.31 |
| book | 44.27 | 61.59 |
| hill | 12.33 | 17.74 |
| bench | 42.24 | 48.32 |
| countertop | 48.16 | 69.55 |
| stove | 58.55 | 75.36 |
| palm | 46.72 | 66.35 |
| kitchen island | 30.06 | 75.22 |
| computer | 54.7 | 64.79 |
| swivel chair | 44.35 | 63.59 |
| boat | 63.29 | 86.53 |
| bar | 43.06 | 51.25 |
| arcade machine | 54.49 | 60.03 |
| hovel | 44.13 | 49.73 |
| bus | 75.82 | 86.98 |
| towel | 51.59 | 65.39 |
| light | 34.95 | 38.32 |
| truck | 7.6 | 9.61 |
| tower | 34.09 | 64.75 |
| chandelier | 57.13 | 78.65 |
| awning | 19.52 | 22.29 |
| streetlight | 15.88 | 22.8 |
| booth | 28.18 | 51.54 |
| television receiver | 70.3 | 77.68 |
| airplane | 53.01 | 70.64 |
| dirt track | 18.82 | 27.61 |
| apparel | 25.98 | 33.02 |
| pole | 10.56 | 12.67 |
| land | 1.26 | 1.45 |
| bannister | 4.32 | 5.1 |
| escalator | 32.14 | 36.64 |
| ottoman | 50.4 | 65.9 |
| bottle | 15.69 | 18.01 |
| buffet | 38.42 | 42.65 |
| poster | 8.0 | 9.16 |
| stage | 8.54 | 11.41 |
| van | 14.9 | 17.58 |
| ship | 80.09 | 89.63 |
| fountain | 26.42 | 27.74 |
| conveyer belt | 62.97 | 92.43 |
| canopy | 42.51 | 63.29 |
| washer | 58.57 | 77.38 |
| plaything | 15.28 | 19.15 |
| swimming pool | 45.66 | 84.03 |
| stool | 27.68 | 41.38 |
| barrel | 46.9 | 65.12 |
| basket | 22.26 | 27.24 |
| waterfall | 61.65 | 91.78 |
| tent | 90.77 | 98.48 |
| bag | 2.08 | 2.12 |
| minibike | 60.9 | 77.3 |
| cradle | 66.37 | 97.45 |
| oven | 15.25 | 34.71 |
| ball | 47.57 | 62.24 |
| food | 55.72 | 64.03 |
| step | 3.04 | 3.82 |
| tank | 53.61 | 60.21 |
| trade name | 23.45 | 27.59 |
| microwave | 34.46 | 37.54 |
| pot | 31.67 | 39.38 |
| animal | 61.77 | 68.74 |
| bicycle | 52.73 | 72.08 |
| lake | 4.41 | 6.14 |
| dishwasher | 41.5 | 59.45 |
| screen | 69.13 | 92.13 |
| blanket | 3.0 | 3.25 |
| sculpture | 47.73 | 55.01 |
| hood | 46.86 | 52.6 |
| sconce | 14.43 | 15.51 |
| vase | 26.79 | 46.18 |
| traffic light | 18.8 | 27.58 |
| tray | 2.31 | 3.1 |
| ashcan | 34.13 | 43.32 |
| fan | 47.32 | 57.37 |
| pier | 59.08 | 83.23 |
| crt screen | 2.98 | 10.89 |
| plate | 44.65 | 68.37 |
| monitor | 2.45 | 2.6 |
| bulletin board | 39.4 | 39.96 |
| shower | 0.0 | 0.0 |
| radiator | 51.38 | 61.47 |
| glass | 10.02 | 10.91 |
| clock | 25.1 | 31.21 |
| flag | 34.67 | 37.75 |
+---------------------+-------+-------+
2022-08-05 13:45:57,119 - mmseg - INFO - Summary:
2022-08-05 13:45:57,119 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 80.35 | 42.74 | 55.5 |
+-------+-------+------+
2022-08-05 13:45:57,120 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:45:57,120 - mmseg - INFO - Iter(val) [250] aAcc: 0.8035, mIoU: 0.4274, mAcc: 0.5550, IoU.wall: 0.7407, IoU.building: 0.8076, IoU.sky: 0.9375, IoU.floor: 0.7912, IoU.tree: 0.7280, IoU.ceiling: 0.8099, IoU.road: 0.7909, IoU.bed : 0.8416, IoU.windowpane: 0.5566, IoU.grass: 0.6463, IoU.cabinet: 0.5438, IoU.sidewalk: 0.5941, IoU.person: 0.7817, IoU.earth: 0.3597, IoU.door: 0.3972, IoU.table: 0.5010, IoU.mountain: 0.6075, IoU.plant: 0.4590, IoU.curtain: 0.6932, IoU.chair: 0.5062, IoU.car: 0.7993, IoU.water: 0.4684, IoU.painting: 0.6698, IoU.sofa: 0.5857, IoU.shelf: 0.4012, IoU.house: 0.3852, IoU.sea: 0.5431, IoU.mirror: 0.4802, IoU.rug: 0.6193, IoU.field: 0.2459, IoU.armchair: 0.3187, IoU.seat: 0.5994, IoU.fence: 0.4091, IoU.desk: 0.3875, IoU.rock: 0.4454, IoU.wardrobe: 0.4081, IoU.lamp: 0.5294, IoU.bathtub: 0.6002, IoU.railing: 0.3255, IoU.cushion: 0.4842, IoU.base: 0.2073, IoU.box: 0.1904, IoU.column: 0.4549, IoU.signboard: 0.3336, IoU.chest of drawers: 0.3037, IoU.counter: 0.3410, IoU.sand: 0.3368, IoU.sink: 0.5920, IoU.skyscraper: 0.4882, IoU.fireplace: 0.5945, IoU.refrigerator: 0.6632, IoU.grandstand: 0.4333, IoU.path: 0.1671, IoU.stairs: 0.2894, IoU.runway: 0.7587, IoU.case: 0.5196, IoU.pool table: 0.9024, IoU.pillow: 0.5145, IoU.screen door: 0.5314, IoU.stairway: 0.3388, IoU.river: 0.1306, IoU.bridge: 0.3701, IoU.bookcase: 0.2965, IoU.blind: 0.3076, IoU.coffee table: 0.4395, IoU.toilet: 0.6886, IoU.flower: 0.3211, IoU.book: 0.4427, IoU.hill: 0.1233, IoU.bench: 0.4224, IoU.countertop: 0.4816, IoU.stove: 0.5855, IoU.palm: 0.4672, IoU.kitchen island: 0.3006, IoU.computer: 0.5470, IoU.swivel chair: 0.4435, IoU.boat: 0.6329, IoU.bar: 0.4306, IoU.arcade machine: 0.5449, IoU.hovel: 0.4413, IoU.bus: 0.7582, IoU.towel: 0.5159, IoU.light: 0.3495, IoU.truck: 0.0760, IoU.tower: 0.3409, IoU.chandelier: 0.5713, IoU.awning: 0.1952, IoU.streetlight: 0.1588, IoU.booth: 0.2818, IoU.television receiver: 0.7030, IoU.airplane: 0.5301, IoU.dirt track: 0.1882, IoU.apparel: 0.2598, IoU.pole: 0.1056, IoU.land: 0.0126, IoU.bannister: 0.0432, IoU.escalator: 0.3214, IoU.ottoman: 0.5040, IoU.bottle: 0.1569, IoU.buffet: 0.3842, IoU.poster: 0.0800, IoU.stage: 0.0854, IoU.van: 0.1490, IoU.ship: 0.8009, IoU.fountain: 0.2642, IoU.conveyer belt: 0.6297, IoU.canopy: 0.4251, IoU.washer: 0.5857, IoU.plaything: 0.1528, IoU.swimming pool: 0.4566, IoU.stool: 0.2768, IoU.barrel: 0.4690, IoU.basket: 0.2226, IoU.waterfall: 0.6165, IoU.tent: 0.9077, IoU.bag: 0.0208, IoU.minibike: 0.6090, IoU.cradle: 0.6637, IoU.oven: 0.1525, IoU.ball: 0.4757, IoU.food: 0.5572, IoU.step: 0.0304, IoU.tank: 0.5361, IoU.trade name: 0.2345, IoU.microwave: 0.3446, IoU.pot: 0.3167, IoU.animal: 0.6177, IoU.bicycle: 0.5273, IoU.lake: 0.0441, IoU.dishwasher: 0.4150, IoU.screen: 0.6913, IoU.blanket: 0.0300, IoU.sculpture: 0.4773, IoU.hood: 0.4686, IoU.sconce: 0.1443, IoU.vase: 0.2679, IoU.traffic light: 0.1880, IoU.tray: 0.0231, IoU.ashcan: 0.3413, IoU.fan: 0.4732, IoU.pier: 0.5908, IoU.crt screen: 0.0298, IoU.plate: 0.4465, IoU.monitor: 0.0245, IoU.bulletin board: 0.3940, IoU.shower: 0.0000, IoU.radiator: 0.5138, IoU.glass: 0.1002, IoU.clock: 0.2510, IoU.flag: 0.3467, Acc.wall: 0.8541, Acc.building: 0.9286, Acc.sky: 0.9687, Acc.floor: 0.8751, Acc.tree: 0.8567, Acc.ceiling: 0.8901, Acc.road: 0.8719, Acc.bed : 0.9295, Acc.windowpane: 0.7950, Acc.grass: 0.8414, Acc.cabinet: 0.6397, Acc.sidewalk: 0.7991, Acc.person: 0.9026, Acc.earth: 0.5079, Acc.door: 0.5236, Acc.table: 0.6877, Acc.mountain: 0.7751, Acc.plant: 0.5557, Acc.curtain: 0.8327, Acc.chair: 0.7073, Acc.car: 0.9402, Acc.water: 0.5794, Acc.painting: 0.8179, Acc.sofa: 0.7572, Acc.shelf: 0.6332, Acc.house: 0.4483, Acc.sea: 0.9119, Acc.mirror: 0.6624, Acc.rug: 0.8005, Acc.field: 0.3499, Acc.armchair: 0.5017, Acc.seat: 0.7681, Acc.fence: 0.6004, Acc.desk: 0.6203, Acc.rock: 0.6001, Acc.wardrobe: 0.5275, Acc.lamp: 0.7010, Acc.bathtub: 0.6869, Acc.railing: 0.4546, Acc.cushion: 0.6545, Acc.base: 0.3204, Acc.box: 0.2567, Acc.column: 0.5528, Acc.signboard: 0.4081, Acc.chest of drawers: 0.5009, Acc.counter: 0.5607, Acc.sand: 0.5134, Acc.sink: 0.7642, Acc.skyscraper: 0.5893, Acc.fireplace: 0.7552, Acc.refrigerator: 0.8079, Acc.grandstand: 0.6521, Acc.path: 0.2192, Acc.stairs: 0.3381, Acc.runway: 0.8877, Acc.case: 0.7517, Acc.pool table: 0.9623, Acc.pillow: 0.6235, Acc.screen door: 0.8460, Acc.stairway: 0.4596, Acc.river: 0.2052, Acc.bridge: 0.4584, Acc.bookcase: 0.5056, Acc.blind: 0.3293, Acc.coffee table: 0.8343, Acc.toilet: 0.9263, Acc.flower: 0.5331, Acc.book: 0.6159, Acc.hill: 0.1774, Acc.bench: 0.4832, Acc.countertop: 0.6955, Acc.stove: 0.7536, Acc.palm: 0.6635, Acc.kitchen island: 0.7522, Acc.computer: 0.6479, Acc.swivel chair: 0.6359, Acc.boat: 0.8653, Acc.bar: 0.5125, Acc.arcade machine: 0.6003, Acc.hovel: 0.4973, Acc.bus: 0.8698, Acc.towel: 0.6539, Acc.light: 0.3832, Acc.truck: 0.0961, Acc.tower: 0.6475, Acc.chandelier: 0.7865, Acc.awning: 0.2229, Acc.streetlight: 0.2280, Acc.booth: 0.5154, Acc.television receiver: 0.7768, Acc.airplane: 0.7064, Acc.dirt track: 0.2761, Acc.apparel: 0.3302, Acc.pole: 0.1267, Acc.land: 0.0145, Acc.bannister: 0.0510, Acc.escalator: 0.3664, Acc.ottoman: 0.6590, Acc.bottle: 0.1801, Acc.buffet: 0.4265, Acc.poster: 0.0916, Acc.stage: 0.1141, Acc.van: 0.1758, Acc.ship: 0.8963, Acc.fountain: 0.2774, Acc.conveyer belt: 0.9243, Acc.canopy: 0.6329, Acc.washer: 0.7738, Acc.plaything: 0.1915, Acc.swimming pool: 0.8403, Acc.stool: 0.4138, Acc.barrel: 0.6512, Acc.basket: 0.2724, Acc.waterfall: 0.9178, Acc.tent: 0.9848, Acc.bag: 0.0212, Acc.minibike: 0.7730, Acc.cradle: 0.9745, Acc.oven: 0.3471, Acc.ball: 0.6224, Acc.food: 0.6403, Acc.step: 0.0382, Acc.tank: 0.6021, Acc.trade name: 0.2759, Acc.microwave: 0.3754, Acc.pot: 0.3938, Acc.animal: 0.6874, Acc.bicycle: 0.7208, Acc.lake: 0.0614, Acc.dishwasher: 0.5945, Acc.screen: 0.9213, Acc.blanket: 0.0325, Acc.sculpture: 0.5501, Acc.hood: 0.5260, Acc.sconce: 0.1551, Acc.vase: 0.4618, Acc.traffic light: 0.2758, Acc.tray: 0.0310, Acc.ashcan: 0.4332, Acc.fan: 0.5737, Acc.pier: 0.8323, Acc.crt screen: 0.1089, Acc.plate: 0.6837, Acc.monitor: 0.0260, Acc.bulletin board: 0.3996, Acc.shower: 0.0000, Acc.radiator: 0.6147, Acc.glass: 0.1091, Acc.clock: 0.3121, Acc.flag: 0.3775
2022-08-05 13:46:10,491 - mmseg - INFO - Iter [12050/40000] lr: 7.270e-05, eta: 2:36:35, time: 0.636, data_time: 0.375, memory: 68629, decode.loss_ce: 0.5141, decode.acc_seg: 81.0270, loss: 0.5141
2022-08-05 13:46:23,831 - mmseg - INFO - Iter [12100/40000] lr: 7.259e-05, eta: 2:36:10, time: 0.266, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5085, decode.acc_seg: 81.1549, loss: 0.5085
2022-08-05 13:46:37,296 - mmseg - INFO - Iter [12150/40000] lr: 7.247e-05, eta: 2:35:46, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5233, decode.acc_seg: 80.4447, loss: 0.5233
2022-08-05 13:46:50,521 - mmseg - INFO - Iter [12200/40000] lr: 7.236e-05, eta: 2:35:21, time: 0.265, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4980, decode.acc_seg: 81.2183, loss: 0.4980
2022-08-05 13:47:03,936 - mmseg - INFO - Iter [12250/40000] lr: 7.224e-05, eta: 2:34:56, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4916, decode.acc_seg: 81.5213, loss: 0.4916
2022-08-05 13:47:17,492 - mmseg - INFO - Iter [12300/40000] lr: 7.213e-05, eta: 2:34:32, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4837, decode.acc_seg: 81.8114, loss: 0.4837
2022-08-05 13:47:31,037 - mmseg - INFO - Iter [12350/40000] lr: 7.201e-05, eta: 2:34:08, time: 0.271, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5317, decode.acc_seg: 80.1247, loss: 0.5317
2022-08-05 13:47:44,411 - mmseg - INFO - Iter [12400/40000] lr: 7.189e-05, eta: 2:33:44, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5234, decode.acc_seg: 80.7749, loss: 0.5234
2022-08-05 13:47:58,191 - mmseg - INFO - Iter [12450/40000] lr: 7.178e-05, eta: 2:33:21, time: 0.276, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5407, decode.acc_seg: 79.7893, loss: 0.5407
2022-08-05 13:48:11,707 - mmseg - INFO - Iter [12500/40000] lr: 7.166e-05, eta: 2:32:57, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5294, decode.acc_seg: 79.9758, loss: 0.5294
2022-08-05 13:48:25,101 - mmseg - INFO - Iter [12550/40000] lr: 7.155e-05, eta: 2:32:34, time: 0.268, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5029, decode.acc_seg: 81.3080, loss: 0.5029
2022-08-05 13:48:38,510 - mmseg - INFO - Iter [12600/40000] lr: 7.143e-05, eta: 2:32:10, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5134, decode.acc_seg: 81.0144, loss: 0.5134
2022-08-05 13:48:54,556 - mmseg - INFO - Iter [12650/40000] lr: 7.132e-05, eta: 2:31:52, time: 0.321, data_time: 0.055, memory: 68629, decode.loss_ce: 0.5071, decode.acc_seg: 80.9556, loss: 0.5071
2022-08-05 13:49:07,933 - mmseg - INFO - Iter [12700/40000] lr: 7.120e-05, eta: 2:31:28, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4823, decode.acc_seg: 81.8417, loss: 0.4823
2022-08-05 13:49:21,248 - mmseg - INFO - Iter [12750/40000] lr: 7.109e-05, eta: 2:31:04, time: 0.266, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4887, decode.acc_seg: 81.6649, loss: 0.4887
2022-08-05 13:49:34,606 - mmseg - INFO - Iter [12800/40000] lr: 7.097e-05, eta: 2:30:41, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5109, decode.acc_seg: 81.2400, loss: 0.5109
2022-08-05 13:49:47,918 - mmseg - INFO - Iter [12850/40000] lr: 7.085e-05, eta: 2:30:17, time: 0.266, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4945, decode.acc_seg: 81.6832, loss: 0.4945
2022-08-05 13:50:01,278 - mmseg - INFO - Iter [12900/40000] lr: 7.074e-05, eta: 2:29:54, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5071, decode.acc_seg: 81.0803, loss: 0.5071
2022-08-05 13:50:14,700 - mmseg - INFO - Iter [12950/40000] lr: 7.062e-05, eta: 2:29:30, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4917, decode.acc_seg: 81.2880, loss: 0.4917
2022-08-05 13:50:28,320 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:50:28,321 - mmseg - INFO - Iter [13000/40000] lr: 7.051e-05, eta: 2:29:08, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4941, decode.acc_seg: 81.4436, loss: 0.4941
2022-08-05 13:50:41,604 - mmseg - INFO - Iter [13050/40000] lr: 7.039e-05, eta: 2:28:44, time: 0.266, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5173, decode.acc_seg: 80.4513, loss: 0.5173
2022-08-05 13:50:55,304 - mmseg - INFO - Iter [13100/40000] lr: 7.027e-05, eta: 2:28:22, time: 0.274, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5036, decode.acc_seg: 81.2290, loss: 0.5036
2022-08-05 13:51:08,540 - mmseg - INFO - Iter [13150/40000] lr: 7.016e-05, eta: 2:27:59, time: 0.265, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5254, decode.acc_seg: 80.6051, loss: 0.5254
2022-08-05 13:51:21,949 - mmseg - INFO - Iter [13200/40000] lr: 7.004e-05, eta: 2:27:36, time: 0.268, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4959, decode.acc_seg: 81.3239, loss: 0.4959
2022-08-05 13:51:34,914 - mmseg - INFO - Iter [13250/40000] lr: 6.993e-05, eta: 2:27:12, time: 0.259, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4979, decode.acc_seg: 81.2261, loss: 0.4979
2022-08-05 13:51:51,512 - mmseg - INFO - Iter [13300/40000] lr: 6.981e-05, eta: 2:26:56, time: 0.332, data_time: 0.055, memory: 68629, decode.loss_ce: 0.4960, decode.acc_seg: 81.6626, loss: 0.4960
2022-08-05 13:52:04,869 - mmseg - INFO - Iter [13350/40000] lr: 6.969e-05, eta: 2:26:33, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4882, decode.acc_seg: 81.8604, loss: 0.4882
2022-08-05 13:52:18,247 - mmseg - INFO - Iter [13400/40000] lr: 6.958e-05, eta: 2:26:10, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4724, decode.acc_seg: 82.1041, loss: 0.4724
2022-08-05 13:52:31,596 - mmseg - INFO - Iter [13450/40000] lr: 6.946e-05, eta: 2:25:47, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5034, decode.acc_seg: 81.1668, loss: 0.5034
2022-08-05 13:52:44,874 - mmseg - INFO - Iter [13500/40000] lr: 6.935e-05, eta: 2:25:25, time: 0.266, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4921, decode.acc_seg: 81.3073, loss: 0.4921
2022-08-05 13:52:58,210 - mmseg - INFO - Iter [13550/40000] lr: 6.923e-05, eta: 2:25:02, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5257, decode.acc_seg: 80.3962, loss: 0.5257
2022-08-05 13:53:11,612 - mmseg - INFO - Iter [13600/40000] lr: 6.911e-05, eta: 2:24:40, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5091, decode.acc_seg: 80.7454, loss: 0.5091
2022-08-05 13:53:24,881 - mmseg - INFO - Iter [13650/40000] lr: 6.900e-05, eta: 2:24:17, time: 0.265, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4934, decode.acc_seg: 81.4343, loss: 0.4934
2022-08-05 13:53:38,369 - mmseg - INFO - Iter [13700/40000] lr: 6.888e-05, eta: 2:23:55, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4946, decode.acc_seg: 81.1741, loss: 0.4946
2022-08-05 13:53:51,767 - mmseg - INFO - Iter [13750/40000] lr: 6.877e-05, eta: 2:23:33, time: 0.268, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5069, decode.acc_seg: 81.2275, loss: 0.5069
2022-08-05 13:54:05,030 - mmseg - INFO - Iter [13800/40000] lr: 6.865e-05, eta: 2:23:11, time: 0.265, data_time: 0.007, memory: 68629, decode.loss_ce: 0.5043, decode.acc_seg: 81.4170, loss: 0.5043
2022-08-05 13:54:18,577 - mmseg - INFO - Iter [13850/40000] lr: 6.853e-05, eta: 2:22:49, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4906, decode.acc_seg: 81.4179, loss: 0.4906
2022-08-05 13:54:34,545 - mmseg - INFO - Iter [13900/40000] lr: 6.842e-05, eta: 2:22:32, time: 0.320, data_time: 0.053, memory: 68629, decode.loss_ce: 0.4888, decode.acc_seg: 81.5396, loss: 0.4888
2022-08-05 13:54:47,892 - mmseg - INFO - Iter [13950/40000] lr: 6.830e-05, eta: 2:22:10, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4805, decode.acc_seg: 81.7992, loss: 0.4805
2022-08-05 13:55:01,323 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:55:01,323 - mmseg - INFO - Iter [14000/40000] lr: 6.818e-05, eta: 2:21:48, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4780, decode.acc_seg: 82.1405, loss: 0.4780
2022-08-05 13:55:14,760 - mmseg - INFO - Iter [14050/40000] lr: 6.807e-05, eta: 2:21:26, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4781, decode.acc_seg: 81.8996, loss: 0.4781
2022-08-05 13:55:28,279 - mmseg - INFO - Iter [14100/40000] lr: 6.795e-05, eta: 2:21:04, time: 0.270, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4850, decode.acc_seg: 81.8451, loss: 0.4850
2022-08-05 13:55:41,658 - mmseg - INFO - Iter [14150/40000] lr: 6.784e-05, eta: 2:20:43, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4925, decode.acc_seg: 81.2438, loss: 0.4925
2022-08-05 13:55:55,105 - mmseg - INFO - Iter [14200/40000] lr: 6.772e-05, eta: 2:20:21, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.5018, decode.acc_seg: 81.2684, loss: 0.5018
2022-08-05 13:56:08,385 - mmseg - INFO - Iter [14250/40000] lr: 6.760e-05, eta: 2:19:59, time: 0.266, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4611, decode.acc_seg: 82.8203, loss: 0.4611
2022-08-05 13:56:21,913 - mmseg - INFO - Iter [14300/40000] lr: 6.749e-05, eta: 2:19:38, time: 0.271, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4956, decode.acc_seg: 81.5163, loss: 0.4956
2022-08-05 13:56:35,369 - mmseg - INFO - Iter [14350/40000] lr: 6.737e-05, eta: 2:19:17, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4982, decode.acc_seg: 81.6726, loss: 0.4982
2022-08-05 13:56:48,830 - mmseg - INFO - Iter [14400/40000] lr: 6.725e-05, eta: 2:18:55, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4901, decode.acc_seg: 81.8085, loss: 0.4901
2022-08-05 13:57:02,318 - mmseg - INFO - Iter [14450/40000] lr: 6.714e-05, eta: 2:18:34, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4963, decode.acc_seg: 81.6270, loss: 0.4963
2022-08-05 13:57:15,688 - mmseg - INFO - Iter [14500/40000] lr: 6.702e-05, eta: 2:18:13, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4957, decode.acc_seg: 81.3859, loss: 0.4957
2022-08-05 13:57:31,792 - mmseg - INFO - Iter [14550/40000] lr: 6.690e-05, eta: 2:17:56, time: 0.322, data_time: 0.060, memory: 68629, decode.loss_ce: 0.4757, decode.acc_seg: 82.3675, loss: 0.4757
2022-08-05 13:57:45,235 - mmseg - INFO - Iter [14600/40000] lr: 6.679e-05, eta: 2:17:35, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4871, decode.acc_seg: 81.7913, loss: 0.4871
2022-08-05 13:57:58,608 - mmseg - INFO - Iter [14650/40000] lr: 6.667e-05, eta: 2:17:14, time: 0.267, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4922, decode.acc_seg: 81.4587, loss: 0.4922
2022-08-05 13:58:11,989 - mmseg - INFO - Iter [14700/40000] lr: 6.655e-05, eta: 2:16:53, time: 0.268, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4736, decode.acc_seg: 82.2305, loss: 0.4736
2022-08-05 13:58:25,536 - mmseg - INFO - Iter [14750/40000] lr: 6.644e-05, eta: 2:16:32, time: 0.271, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4792, decode.acc_seg: 82.3525, loss: 0.4792
2022-08-05 13:58:38,781 - mmseg - INFO - Iter [14800/40000] lr: 6.632e-05, eta: 2:16:10, time: 0.265, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4824, decode.acc_seg: 81.8921, loss: 0.4824
2022-08-05 13:58:52,331 - mmseg - INFO - Iter [14850/40000] lr: 6.621e-05, eta: 2:15:50, time: 0.271, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4826, decode.acc_seg: 81.4600, loss: 0.4826
2022-08-05 13:59:05,753 - mmseg - INFO - Iter [14900/40000] lr: 6.609e-05, eta: 2:15:29, time: 0.268, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4751, decode.acc_seg: 82.2888, loss: 0.4751
2022-08-05 13:59:19,375 - mmseg - INFO - Iter [14950/40000] lr: 6.597e-05, eta: 2:15:08, time: 0.273, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4897, decode.acc_seg: 81.5376, loss: 0.4897
2022-08-05 13:59:32,975 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 13:59:32,975 - mmseg - INFO - Iter [15000/40000] lr: 6.585e-05, eta: 2:14:48, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4634, decode.acc_seg: 82.4605, loss: 0.4634
2022-08-05 13:59:46,423 - mmseg - INFO - Iter [15050/40000] lr: 6.574e-05, eta: 2:14:27, time: 0.269, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4748, decode.acc_seg: 82.1111, loss: 0.4748
2022-08-05 13:59:59,774 - mmseg - INFO - Iter [15100/40000] lr: 6.562e-05, eta: 2:14:06, time: 0.267, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4732, decode.acc_seg: 82.0639, loss: 0.4732
2022-08-05 14:00:15,932 - mmseg - INFO - Iter [15150/40000] lr: 6.550e-05, eta: 2:13:50, time: 0.323, data_time: 0.059, memory: 68629, decode.loss_ce: 0.4791, decode.acc_seg: 82.1382, loss: 0.4791
2022-08-05 14:00:29,318 - mmseg - INFO - Iter [15200/40000] lr: 6.539e-05, eta: 2:13:30, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4611, decode.acc_seg: 82.6745, loss: 0.4611
2022-08-05 14:00:42,810 - mmseg - INFO - Iter [15250/40000] lr: 6.527e-05, eta: 2:13:09, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4875, decode.acc_seg: 81.7869, loss: 0.4875
2022-08-05 14:00:56,208 - mmseg - INFO - Iter [15300/40000] lr: 6.515e-05, eta: 2:12:48, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4780, decode.acc_seg: 81.8918, loss: 0.4780
2022-08-05 14:01:09,765 - mmseg - INFO - Iter [15350/40000] lr: 6.504e-05, eta: 2:12:28, time: 0.271, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4507, decode.acc_seg: 82.7710, loss: 0.4507
2022-08-05 14:01:23,111 - mmseg - INFO - Iter [15400/40000] lr: 6.492e-05, eta: 2:12:08, time: 0.267, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4673, decode.acc_seg: 82.5120, loss: 0.4673
2022-08-05 14:01:36,713 - mmseg - INFO - Iter [15450/40000] lr: 6.480e-05, eta: 2:11:48, time: 0.272, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4922, decode.acc_seg: 81.4157, loss: 0.4922
2022-08-05 14:01:50,014 - mmseg - INFO - Iter [15500/40000] lr: 6.469e-05, eta: 2:11:27, time: 0.266, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4757, decode.acc_seg: 82.0516, loss: 0.4757
2022-08-05 14:02:03,381 - mmseg - INFO - Iter [15550/40000] lr: 6.457e-05, eta: 2:11:07, time: 0.267, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4636, decode.acc_seg: 82.4624, loss: 0.4636
2022-08-05 14:02:17,260 - mmseg - INFO - Iter [15600/40000] lr: 6.445e-05, eta: 2:10:47, time: 0.278, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4905, decode.acc_seg: 81.4709, loss: 0.4905
2022-08-05 14:02:30,603 - mmseg - INFO - Iter [15650/40000] lr: 6.434e-05, eta: 2:10:27, time: 0.267, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4679, decode.acc_seg: 82.2655, loss: 0.4679
2022-08-05 14:02:44,005 - mmseg - INFO - Iter [15700/40000] lr: 6.422e-05, eta: 2:10:07, time: 0.268, data_time: 0.006, memory: 68629, decode.loss_ce: 0.4699, decode.acc_seg: 82.4458, loss: 0.4699
2022-08-05 14:02:57,503 - mmseg - INFO - Iter [15750/40000] lr: 6.410e-05, eta: 2:09:47, time: 0.270, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4628, decode.acc_seg: 82.3555, loss: 0.4628
2022-08-05 14:03:13,635 - mmseg - INFO - Iter [15800/40000] lr: 6.398e-05, eta: 2:09:31, time: 0.322, data_time: 0.062, memory: 68629, decode.loss_ce: 0.4638, decode.acc_seg: 82.4196, loss: 0.4638
2022-08-05 14:03:26,940 - mmseg - INFO - Iter [15850/40000] lr: 6.387e-05, eta: 2:09:10, time: 0.267, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4587, decode.acc_seg: 82.2588, loss: 0.4587
2022-08-05 14:03:40,363 - mmseg - INFO - Iter [15900/40000] lr: 6.375e-05, eta: 2:08:50, time: 0.268, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4618, decode.acc_seg: 82.7817, loss: 0.4618
2022-08-05 14:03:53,802 - mmseg - INFO - Iter [15950/40000] lr: 6.363e-05, eta: 2:08:30, time: 0.269, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4759, decode.acc_seg: 82.0602, loss: 0.4759
2022-08-05 14:04:07,355 - mmseg - INFO - Saving checkpoint at 16000 iterations
2022-08-05 14:04:09,012 - mmseg - INFO - Exp name: fpn_512_nextvit_base_80k.py
2022-08-05 14:04:09,013 - mmseg - INFO - Iter [16000/40000] lr: 6.352e-05, eta: 2:08:13, time: 0.304, data_time: 0.007, memory: 68629, decode.loss_ce: 0.4785, decode.acc_seg: 81.9493, loss: 0.4785
2022-08-05 14:04:27,237 - mmseg - INFO - per class results:
2022-08-05 14:04:27,243 - mmseg - INFO -
+---------------------+-------+-------+
| Class | IoU | Acc |
+---------------------+-------+-------+
| wall | 74.5 | 85.84 |
| building | 80.15 | 91.61 |
| sky | 93.97 | 96.91 |
| floor | 80.05 | 88.84 |
| tree | 72.79 | 87.64 |
| ceiling | 81.07 | 89.68 |
| road | 78.72 | 88.26 |
| bed | 85.51 | 95.57 |
| windowpane | 58.63 | 77.57 |
| grass | 67.11 | 80.61 |
| cabinet | 53.86 | 66.53 |
| sidewalk | 58.22 | 72.04 |
| person | 77.37 | 89.48 |
| earth | 31.21 | 42.73 |
| door | 40.35 | 54.31 |
| table | 52.63 | 74.68 |
| mountain | 48.61 | 65.44 |
| plant | 47.13 | 55.74 |
| curtain | 69.27 | 81.49 |
| chair | 50.7 | 62.38 |
| car | 81.0 | 92.22 |
| water | 49.15 | 62.13 |
| painting | 68.8 | 84.6 |
| sofa | 58.03 | 71.35 |
| shelf | 40.81 | 59.1 |
| house | 43.1 | 60.41 |
| sea | 57.78 | 92.39 |
| mirror | 52.76 | 66.6 |
| rug | 64.06 | 83.95 |
| field | 30.48 | 62.41 |
| armchair | 36.56 | 56.86 |
| seat | 61.93 | 77.44 |
| fence | 38.04 | 53.07 |
| desk | 39.21 | 55.24 |
| rock | 40.06 | 57.52 |
| wardrobe | 41.08 | 58.48 |
| lamp | 55.29 | 67.87 |
| bathtub | 66.87 | 80.32 |
| railing | 32.66 | 47.78 |
| cushion | 47.19 | 60.01 |
| base | 22.02 | 28.15 |
| box | 20.86 | 27.57 |
| column | 40.11 | 49.53 |
| signboard | 34.23 | 48.04 |
| chest of drawers | 37.76 | 59.69 |
| counter | 30.8 | 37.1 |
| sand | 34.52 | 45.34 |
| sink | 65.19 | 75.13 |
| skyscraper | 63.57 | 87.76 |
| fireplace | 63.56 | 80.64 |
| refrigerator | 67.97 | 79.48 |
| grandstand | 40.89 | 72.79 |
| path | 20.69 | 33.0 |
| stairs | 29.53 | 34.56 |
| runway | 68.53 | 89.27 |
| case | 62.28 | 80.63 |
| pool table | 88.61 | 95.38 |
| pillow | 52.59 | 67.31 |
| screen door | 57.7 | 71.75 |
| stairway | 34.76 | 42.49 |
| river | 13.02 | 26.89 |
| bridge | 44.44 | 86.11 |
| bookcase | 30.17 | 43.47 |
| blind | 35.49 | 38.05 |
| coffee table | 48.89 | 76.69 |
| toilet | 79.56 | 87.15 |
| flower | 37.85 | 49.22 |
| book | 44.62 | 58.25 |
| hill | 9.94 | 22.12 |
| bench | 50.03 | 65.83 |
| countertop | 52.32 | 68.89 |
| stove | 61.16 | 79.75 |
| palm | 45.95 | 69.83 |
| kitchen island | 30.94 | 69.12 |
| computer | 54.43 | 66.79 |
| swivel chair | 42.67 | 71.12 |
| boat | 66.18 | 82.72 |
| bar | 27.86 | 34.02 |
| arcade machine | 50.42 | 98.15 |
| hovel | 32.76 | 35.4 |
| bus | 78.52 | 93.61 |
| towel | 57.1 | 65.83 |
| light | 38.5 | 42.98 |
| truck | 9.2 | 12.85 |
| tower | 29.2 | 53.31 |
| chandelier | 60.38 | 75.02 |
| awning | 21.92 | 27.42 |
| streetlight | 17.71 | 22.6 |
| booth | 24.61 | 34.92 |
| television receiver | 67.97 | 76.14 |
| airplane | 50.03 | 67.61 |
| dirt track | 4.46 | 18.88 |
| apparel | 24.13 | 33.78 |
| pole | 15.44 | 20.05 |
| land | 0.01 | 0.01 |
| bannister | 4.09 | 5.02 |
| escalator | 29.12 | 49.26 |
| ottoman | 42.62 | 63.22 |
| bottle | 22.98 | 30.09 |
| buffet | 38.55 | 44.66 |
| poster | 20.47 | 27.43 |
| stage | 16.07 | 22.48 |
| van | 40.74 | 52.76 |
| ship | 70.23 | 80.49 |
| fountain | 21.57 | 21.82 |
| conveyer belt | 59.35 | 89.3 |
| canopy | 13.14 | 16.72 |
| washer | 78.23 | 89.4 |
| plaything | 24.86 | 43.96 |
| swimming pool | 48.89 | 74.65 |
| stool | 34.48 | 40.66 |
| barrel | 40.95 | 65.12 |
| basket | 31.72 | 39.72 |
| waterfall | 59.05 | 95.48 |
| tent | 87.82 | 98.24 |
| bag | 7.25 | 8.54 |
| minibike | 63.28 | 79.48 |
| cradle | 78.32 | 95.42 |
| oven | 20.43 | 50.86 |
| ball | 43.14 | 66.52 |
| food | 58.25 | 77.77 |
| step | 5.91 | 7.18 |
| tank | 48.17 | 56.05 |
| trade name | 16.63 | 17.63 |
| microwave | 43.73 | 48.52 |
| pot | 26.94 | 30.73 |
| animal | 59.12 | 64.22 |
| bicycle | 54.93 | 74.59 |
| lake | 0.01 | 0.01 |
| dishwasher | 44.82 | 67.66 |
| screen | 66.41 | 88.72 |
| blanket | 3.39 | 3.54 |
| sculpture | 46.36 | 57.88 |
| hood | 48.71 | 53.03 |
| sconce | 17.11 | 17.85 |
| vase | 29.94 | 46.95 |
| traffic light | 21.31 | 31.62 |
| tray | 3.32 | 3.82 |
| ashcan | 37.34 | 46.78 |
| fan | 50.84 | 60.73 |
| pier | 58.24 | 84.78 |
| crt screen | 1.44 | 3.49 |
| plate | 51.47 | 60.6 |
| monitor | 34.24 | 65.7 |
| bulletin board | 43.81 | 47.5 |
| shower | 0.0 | 0.0 |
| radiator | 53.06 | 59.04 |
| glass | 8.43 | 8.99 |
| clock | 19.62 | 21.64 |
| flag | 31.3 | 34.33 |
+---------------------+-------+-------+
2022-08-05 14:04:27,244 - mmseg - INFO - Summary:
2022-08-05 14:04:27,244 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |