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fpn_80k_nextvit_small.log
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2022-08-05 09:56:46,821 - mmseg - INFO - workflow: [('train', 1)], max: 40000 iters
2022-08-05 09:57:19,565 - mmseg - INFO - Iter [50/40000] lr: 9.989e-05, eta: 4:46:04, time: 0.430, data_time: 0.011, memory: 36693, decode.loss_ce: 3.1860, decode.acc_seg: 30.9334, loss: 3.1860
2022-08-05 09:57:29,924 - mmseg - INFO - Iter [100/40000] lr: 9.978e-05, eta: 3:31:44, time: 0.207, data_time: 0.006, memory: 36693, decode.loss_ce: 2.1831, decode.acc_seg: 49.1987, loss: 2.1831
2022-08-05 09:57:40,391 - mmseg - INFO - Iter [150/40000] lr: 9.967e-05, eta: 3:07:19, time: 0.209, data_time: 0.006, memory: 36693, decode.loss_ce: 1.8626, decode.acc_seg: 53.7826, loss: 1.8626
2022-08-05 09:57:50,917 - mmseg - INFO - Iter [200/40000] lr: 9.956e-05, eta: 2:55:13, time: 0.211, data_time: 0.006, memory: 36693, decode.loss_ce: 1.7265, decode.acc_seg: 54.9047, loss: 1.7265
2022-08-05 09:58:01,387 - mmseg - INFO - Iter [250/40000] lr: 9.945e-05, eta: 2:47:42, time: 0.209, data_time: 0.006, memory: 36693, decode.loss_ce: 1.5895, decode.acc_seg: 56.6099, loss: 1.5895
2022-08-05 09:58:11,914 - mmseg - INFO - Iter [300/40000] lr: 9.933e-05, eta: 2:42:50, time: 0.211, data_time: 0.006, memory: 36693, decode.loss_ce: 1.5058, decode.acc_seg: 58.9148, loss: 1.5058
2022-08-05 09:58:22,451 - mmseg - INFO - Iter [350/40000] lr: 9.922e-05, eta: 2:39:17, time: 0.211, data_time: 0.006, memory: 36693, decode.loss_ce: 1.4864, decode.acc_seg: 57.7360, loss: 1.4864
2022-08-05 09:58:32,880 - mmseg - INFO - Iter [400/40000] lr: 9.911e-05, eta: 2:36:24, time: 0.209, data_time: 0.006, memory: 36693, decode.loss_ce: 1.4241, decode.acc_seg: 60.8351, loss: 1.4241
2022-08-05 09:58:43,457 - mmseg - INFO - Iter [450/40000] lr: 9.900e-05, eta: 2:34:21, time: 0.212, data_time: 0.006, memory: 36693, decode.loss_ce: 1.3634, decode.acc_seg: 60.6569, loss: 1.3634
2022-08-05 09:58:53,958 - mmseg - INFO - Iter [500/40000] lr: 9.889e-05, eta: 2:32:33, time: 0.210, data_time: 0.006, memory: 36693, decode.loss_ce: 1.3348, decode.acc_seg: 61.7446, loss: 1.3348
2022-08-05 09:59:04,463 - mmseg - INFO - Iter [550/40000] lr: 9.878e-05, eta: 2:31:04, time: 0.210, data_time: 0.006, memory: 36693, decode.loss_ce: 1.3036, decode.acc_seg: 61.9526, loss: 1.3036
2022-08-05 09:59:15,022 - mmseg - INFO - Iter [600/40000] lr: 9.866e-05, eta: 2:29:50, time: 0.211, data_time: 0.006, memory: 36693, decode.loss_ce: 1.2732, decode.acc_seg: 61.5878, loss: 1.2732
2022-08-05 09:59:28,055 - mmseg - INFO - Iter [650/40000] lr: 9.855e-05, eta: 2:31:18, time: 0.261, data_time: 0.055, memory: 36693, decode.loss_ce: 1.2710, decode.acc_seg: 62.2757, loss: 1.2710
2022-08-05 09:59:38,623 - mmseg - INFO - Iter [700/40000] lr: 9.844e-05, eta: 2:30:12, time: 0.211, data_time: 0.006, memory: 36693, decode.loss_ce: 1.2176, decode.acc_seg: 63.3693, loss: 1.2176
2022-08-05 09:59:49,140 - mmseg - INFO - Iter [750/40000] lr: 9.833e-05, eta: 2:29:11, time: 0.211, data_time: 0.007, memory: 36693, decode.loss_ce: 1.2497, decode.acc_seg: 63.1685, loss: 1.2497
2022-08-05 09:59:59,457 - mmseg - INFO - Iter [800/40000] lr: 9.822e-05, eta: 2:28:06, time: 0.206, data_time: 0.006, memory: 36693, decode.loss_ce: 1.2010, decode.acc_seg: 63.3508, loss: 1.2010
2022-08-05 10:00:10,053 - mmseg - INFO - Iter [850/40000] lr: 9.811e-05, eta: 2:27:21, time: 0.212, data_time: 0.007, memory: 36693, decode.loss_ce: 1.1674, decode.acc_seg: 63.9645, loss: 1.1674
2022-08-05 10:00:20,523 - mmseg - INFO - Iter [900/40000] lr: 9.800e-05, eta: 2:26:34, time: 0.210, data_time: 0.007, memory: 36693, decode.loss_ce: 1.1487, decode.acc_seg: 64.8232, loss: 1.1487
2022-08-05 10:00:30,924 - mmseg - INFO - Iter [950/40000] lr: 9.788e-05, eta: 2:25:48, time: 0.208, data_time: 0.007, memory: 36693, decode.loss_ce: 1.1431, decode.acc_seg: 64.7779, loss: 1.1431
2022-08-05 10:00:41,515 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:00:41,515 - mmseg - INFO - Iter [1000/40000] lr: 9.777e-05, eta: 2:25:13, time: 0.212, data_time: 0.006, memory: 36693, decode.loss_ce: 1.1681, decode.acc_seg: 63.5432, loss: 1.1681
2022-08-05 10:00:52,116 - mmseg - INFO - Iter [1050/40000] lr: 9.766e-05, eta: 2:24:40, time: 0.212, data_time: 0.006, memory: 36693, decode.loss_ce: 1.1334, decode.acc_seg: 65.1334, loss: 1.1334
2022-08-05 10:01:02,639 - mmseg - INFO - Iter [1100/40000] lr: 9.755e-05, eta: 2:24:08, time: 0.211, data_time: 0.007, memory: 36693, decode.loss_ce: 1.0889, decode.acc_seg: 65.5824, loss: 1.0889
2022-08-05 10:01:13,192 - mmseg - INFO - Iter [1150/40000] lr: 9.744e-05, eta: 2:23:37, time: 0.211, data_time: 0.006, memory: 36693, decode.loss_ce: 1.0738, decode.acc_seg: 65.9401, loss: 1.0738
2022-08-05 10:01:23,584 - mmseg - INFO - Iter [1200/40000] lr: 9.733e-05, eta: 2:23:04, time: 0.208, data_time: 0.007, memory: 36693, decode.loss_ce: 1.0686, decode.acc_seg: 65.7849, loss: 1.0686
2022-08-05 10:01:34,095 - mmseg - INFO - Iter [1250/40000] lr: 9.721e-05, eta: 2:22:35, time: 0.210, data_time: 0.006, memory: 36693, decode.loss_ce: 1.0800, decode.acc_seg: 65.2031, loss: 1.0800
2022-08-05 10:01:46,933 - mmseg - INFO - Iter [1300/40000] lr: 9.710e-05, eta: 2:23:18, time: 0.257, data_time: 0.056, memory: 36693, decode.loss_ce: 1.0381, decode.acc_seg: 66.1548, loss: 1.0381
2022-08-05 10:01:57,405 - mmseg - INFO - Iter [1350/40000] lr: 9.699e-05, eta: 2:22:49, time: 0.209, data_time: 0.007, memory: 36693, decode.loss_ce: 1.0195, decode.acc_seg: 66.5729, loss: 1.0195
2022-08-05 10:02:07,892 - mmseg - INFO - Iter [1400/40000] lr: 9.688e-05, eta: 2:22:21, time: 0.210, data_time: 0.007, memory: 36693, decode.loss_ce: 1.0085, decode.acc_seg: 66.9946, loss: 1.0085
2022-08-05 10:02:18,477 - mmseg - INFO - Iter [1450/40000] lr: 9.677e-05, eta: 2:21:57, time: 0.212, data_time: 0.006, memory: 36693, decode.loss_ce: 1.0232, decode.acc_seg: 67.1372, loss: 1.0232
2022-08-05 10:02:28,904 - mmseg - INFO - Iter [1500/40000] lr: 9.665e-05, eta: 2:21:30, time: 0.209, data_time: 0.007, memory: 36693, decode.loss_ce: 1.0112, decode.acc_seg: 67.0454, loss: 1.0112
2022-08-05 10:02:39,538 - mmseg - INFO - Iter [1550/40000] lr: 9.654e-05, eta: 2:21:09, time: 0.213, data_time: 0.007, memory: 36693, decode.loss_ce: 0.9980, decode.acc_seg: 67.6086, loss: 0.9980
2022-08-05 10:02:49,999 - mmseg - INFO - Iter [1600/40000] lr: 9.643e-05, eta: 2:20:45, time: 0.209, data_time: 0.007, memory: 36693, decode.loss_ce: 1.0012, decode.acc_seg: 67.3777, loss: 1.0012
2022-08-05 10:03:00,466 - mmseg - INFO - Iter [1650/40000] lr: 9.632e-05, eta: 2:20:22, time: 0.209, data_time: 0.007, memory: 36693, decode.loss_ce: 1.0031, decode.acc_seg: 67.9971, loss: 1.0031
2022-08-05 10:03:11,015 - mmseg - INFO - Iter [1700/40000] lr: 9.621e-05, eta: 2:20:01, time: 0.211, data_time: 0.007, memory: 36693, decode.loss_ce: 0.9906, decode.acc_seg: 68.0720, loss: 0.9906
2022-08-05 10:03:21,467 - mmseg - INFO - Iter [1750/40000] lr: 9.610e-05, eta: 2:19:39, time: 0.209, data_time: 0.007, memory: 36693, decode.loss_ce: 0.9689, decode.acc_seg: 68.0290, loss: 0.9689
2022-08-05 10:03:31,851 - mmseg - INFO - Iter [1800/40000] lr: 9.598e-05, eta: 2:19:16, time: 0.208, data_time: 0.007, memory: 36693, decode.loss_ce: 0.9682, decode.acc_seg: 68.3927, loss: 0.9682
2022-08-05 10:03:42,358 - mmseg - INFO - Iter [1850/40000] lr: 9.587e-05, eta: 2:18:56, time: 0.210, data_time: 0.006, memory: 36693, decode.loss_ce: 0.9698, decode.acc_seg: 67.8986, loss: 0.9698
2022-08-05 10:03:55,119 - mmseg - INFO - Iter [1900/40000] lr: 9.576e-05, eta: 2:19:22, time: 0.255, data_time: 0.055, memory: 36693, decode.loss_ce: 0.9521, decode.acc_seg: 68.7411, loss: 0.9521
2022-08-05 10:04:05,662 - mmseg - INFO - Iter [1950/40000] lr: 9.565e-05, eta: 2:19:02, time: 0.211, data_time: 0.007, memory: 36693, decode.loss_ce: 0.9610, decode.acc_seg: 68.6663, loss: 0.9610
2022-08-05 10:04:16,036 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:04:16,036 - mmseg - INFO - Iter [2000/40000] lr: 9.554e-05, eta: 2:18:40, time: 0.208, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8939, decode.acc_seg: 70.2864, loss: 0.8939
2022-08-05 10:04:26,538 - mmseg - INFO - Iter [2050/40000] lr: 9.542e-05, eta: 2:18:21, time: 0.210, data_time: 0.007, memory: 36693, decode.loss_ce: 0.9185, decode.acc_seg: 69.4430, loss: 0.9185
2022-08-05 10:04:36,880 - mmseg - INFO - Iter [2100/40000] lr: 9.531e-05, eta: 2:17:59, time: 0.207, data_time: 0.007, memory: 36693, decode.loss_ce: 0.9006, decode.acc_seg: 69.7816, loss: 0.9006
2022-08-05 10:04:47,354 - mmseg - INFO - Iter [2150/40000] lr: 9.520e-05, eta: 2:17:40, time: 0.209, data_time: 0.006, memory: 36693, decode.loss_ce: 0.9217, decode.acc_seg: 69.3136, loss: 0.9217
2022-08-05 10:04:57,747 - mmseg - INFO - Iter [2200/40000] lr: 9.509e-05, eta: 2:17:21, time: 0.208, data_time: 0.006, memory: 36693, decode.loss_ce: 0.8808, decode.acc_seg: 69.8686, loss: 0.8808
2022-08-05 10:05:08,097 - mmseg - INFO - Iter [2250/40000] lr: 9.498e-05, eta: 2:17:00, time: 0.207, data_time: 0.006, memory: 36693, decode.loss_ce: 0.9219, decode.acc_seg: 68.9164, loss: 0.9219
2022-08-05 10:05:18,570 - mmseg - INFO - Iter [2300/40000] lr: 9.486e-05, eta: 2:16:43, time: 0.210, data_time: 0.007, memory: 36693, decode.loss_ce: 0.9101, decode.acc_seg: 69.4257, loss: 0.9101
2022-08-05 10:05:29,372 - mmseg - INFO - Iter [2350/40000] lr: 9.475e-05, eta: 2:16:31, time: 0.216, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8928, decode.acc_seg: 69.8926, loss: 0.8928
2022-08-05 10:05:39,751 - mmseg - INFO - Iter [2400/40000] lr: 9.464e-05, eta: 2:16:12, time: 0.208, data_time: 0.006, memory: 36693, decode.loss_ce: 0.9016, decode.acc_seg: 70.1086, loss: 0.9016
2022-08-05 10:05:50,312 - mmseg - INFO - Iter [2450/40000] lr: 9.453e-05, eta: 2:15:56, time: 0.211, data_time: 0.007, memory: 36693, decode.loss_ce: 0.9054, decode.acc_seg: 69.2224, loss: 0.9054
2022-08-05 10:06:00,922 - mmseg - INFO - Iter [2500/40000] lr: 9.442e-05, eta: 2:15:42, time: 0.212, data_time: 0.007, memory: 36693, decode.loss_ce: 0.9073, decode.acc_seg: 69.4186, loss: 0.9073
2022-08-05 10:06:14,066 - mmseg - INFO - Iter [2550/40000] lr: 9.430e-05, eta: 2:16:04, time: 0.263, data_time: 0.056, memory: 36693, decode.loss_ce: 0.9147, decode.acc_seg: 69.2798, loss: 0.9147
2022-08-05 10:06:24,483 - mmseg - INFO - Iter [2600/40000] lr: 9.419e-05, eta: 2:15:47, time: 0.209, data_time: 0.006, memory: 36693, decode.loss_ce: 0.9006, decode.acc_seg: 69.4056, loss: 0.9006
2022-08-05 10:06:34,973 - mmseg - INFO - Iter [2650/40000] lr: 9.408e-05, eta: 2:15:30, time: 0.210, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8263, decode.acc_seg: 71.8431, loss: 0.8263
2022-08-05 10:06:45,453 - mmseg - INFO - Iter [2700/40000] lr: 9.397e-05, eta: 2:15:14, time: 0.210, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8558, decode.acc_seg: 70.4660, loss: 0.8558
2022-08-05 10:06:55,988 - mmseg - INFO - Iter [2750/40000] lr: 9.386e-05, eta: 2:14:58, time: 0.211, data_time: 0.006, memory: 36693, decode.loss_ce: 0.8450, decode.acc_seg: 70.7678, loss: 0.8450
2022-08-05 10:07:06,473 - mmseg - INFO - Iter [2800/40000] lr: 9.374e-05, eta: 2:14:42, time: 0.210, data_time: 0.006, memory: 36693, decode.loss_ce: 0.8472, decode.acc_seg: 71.4473, loss: 0.8472
2022-08-05 10:07:16,967 - mmseg - INFO - Iter [2850/40000] lr: 9.363e-05, eta: 2:14:26, time: 0.210, data_time: 0.006, memory: 36693, decode.loss_ce: 0.9095, decode.acc_seg: 69.1829, loss: 0.9095
2022-08-05 10:07:27,583 - mmseg - INFO - Iter [2900/40000] lr: 9.352e-05, eta: 2:14:12, time: 0.212, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8726, decode.acc_seg: 70.5275, loss: 0.8726
2022-08-05 10:07:38,007 - mmseg - INFO - Iter [2950/40000] lr: 9.341e-05, eta: 2:13:56, time: 0.209, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8628, decode.acc_seg: 69.9162, loss: 0.8628
2022-08-05 10:07:48,510 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:07:48,510 - mmseg - INFO - Iter [3000/40000] lr: 9.329e-05, eta: 2:13:41, time: 0.210, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8576, decode.acc_seg: 70.8345, loss: 0.8576
2022-08-05 10:07:58,764 - mmseg - INFO - Iter [3050/40000] lr: 9.318e-05, eta: 2:13:23, time: 0.205, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8398, decode.acc_seg: 71.3432, loss: 0.8398
2022-08-05 10:08:09,097 - mmseg - INFO - Iter [3100/40000] lr: 9.307e-05, eta: 2:13:06, time: 0.207, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8198, decode.acc_seg: 71.1788, loss: 0.8198
2022-08-05 10:08:19,457 - mmseg - INFO - Iter [3150/40000] lr: 9.296e-05, eta: 2:12:50, time: 0.207, data_time: 0.006, memory: 36693, decode.loss_ce: 0.8370, decode.acc_seg: 71.4646, loss: 0.8370
2022-08-05 10:08:32,247 - mmseg - INFO - Iter [3200/40000] lr: 9.284e-05, eta: 2:13:02, time: 0.256, data_time: 0.054, memory: 36693, decode.loss_ce: 0.8043, decode.acc_seg: 71.4218, loss: 0.8043
2022-08-05 10:08:42,821 - mmseg - INFO - Iter [3250/40000] lr: 9.273e-05, eta: 2:12:48, time: 0.212, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8276, decode.acc_seg: 71.1255, loss: 0.8276
2022-08-05 10:08:53,359 - mmseg - INFO - Iter [3300/40000] lr: 9.262e-05, eta: 2:12:34, time: 0.210, data_time: 0.006, memory: 36693, decode.loss_ce: 0.8271, decode.acc_seg: 70.9485, loss: 0.8271
2022-08-05 10:09:04,006 - mmseg - INFO - Iter [3350/40000] lr: 9.251e-05, eta: 2:12:21, time: 0.213, data_time: 0.007, memory: 36693, decode.loss_ce: 0.7775, decode.acc_seg: 72.5163, loss: 0.7775
2022-08-05 10:09:14,446 - mmseg - INFO - Iter [3400/40000] lr: 9.240e-05, eta: 2:12:06, time: 0.209, data_time: 0.007, memory: 36693, decode.loss_ce: 0.7916, decode.acc_seg: 72.5596, loss: 0.7916
2022-08-05 10:09:24,890 - mmseg - INFO - Iter [3450/40000] lr: 9.228e-05, eta: 2:11:51, time: 0.209, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8141, decode.acc_seg: 71.7000, loss: 0.8141
2022-08-05 10:09:35,509 - mmseg - INFO - Iter [3500/40000] lr: 9.217e-05, eta: 2:11:38, time: 0.213, data_time: 0.006, memory: 36693, decode.loss_ce: 0.7950, decode.acc_seg: 72.4549, loss: 0.7950
2022-08-05 10:09:46,163 - mmseg - INFO - Iter [3550/40000] lr: 9.206e-05, eta: 2:11:25, time: 0.213, data_time: 0.007, memory: 36693, decode.loss_ce: 0.7971, decode.acc_seg: 72.3316, loss: 0.7971
2022-08-05 10:09:56,620 - mmseg - INFO - Iter [3600/40000] lr: 9.195e-05, eta: 2:11:11, time: 0.209, data_time: 0.007, memory: 36693, decode.loss_ce: 0.7701, decode.acc_seg: 72.6538, loss: 0.7701
2022-08-05 10:10:06,986 - mmseg - INFO - Iter [3650/40000] lr: 9.183e-05, eta: 2:10:56, time: 0.207, data_time: 0.006, memory: 36693, decode.loss_ce: 0.8125, decode.acc_seg: 72.2797, loss: 0.8125
2022-08-05 10:10:17,573 - mmseg - INFO - Iter [3700/40000] lr: 9.172e-05, eta: 2:10:43, time: 0.212, data_time: 0.007, memory: 36693, decode.loss_ce: 0.7943, decode.acc_seg: 72.4153, loss: 0.7943
2022-08-05 10:10:28,053 - mmseg - INFO - Iter [3750/40000] lr: 9.161e-05, eta: 2:10:29, time: 0.210, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8316, decode.acc_seg: 71.7344, loss: 0.8316
2022-08-05 10:10:41,032 - mmseg - INFO - Iter [3800/40000] lr: 9.150e-05, eta: 2:10:39, time: 0.260, data_time: 0.056, memory: 36693, decode.loss_ce: 0.8040, decode.acc_seg: 71.8919, loss: 0.8040
2022-08-05 10:10:51,334 - mmseg - INFO - Iter [3850/40000] lr: 9.138e-05, eta: 2:10:23, time: 0.206, data_time: 0.006, memory: 36693, decode.loss_ce: 0.8040, decode.acc_seg: 72.2065, loss: 0.8040
2022-08-05 10:11:01,965 - mmseg - INFO - Iter [3900/40000] lr: 9.127e-05, eta: 2:10:11, time: 0.213, data_time: 0.007, memory: 36693, decode.loss_ce: 0.7519, decode.acc_seg: 73.5573, loss: 0.7519
2022-08-05 10:11:12,524 - mmseg - INFO - Iter [3950/40000] lr: 9.116e-05, eta: 2:09:57, time: 0.211, data_time: 0.007, memory: 36693, decode.loss_ce: 0.7727, decode.acc_seg: 72.7265, loss: 0.7727
2022-08-05 10:11:23,047 - mmseg - INFO - Saving checkpoint at 4000 iterations
2022-08-05 10:11:24,099 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:11:24,099 - mmseg - INFO - Iter [4000/40000] lr: 9.105e-05, eta: 2:09:53, time: 0.232, data_time: 0.007, memory: 36693, decode.loss_ce: 0.8104, decode.acc_seg: 72.3480, loss: 0.8104
2022-08-05 10:22:42,572 - mmseg - INFO - per class results:
2022-08-05 10:22:42,579 - mmseg - INFO -
+---------------------+-------+-------+
| Class | IoU | Acc |
+---------------------+-------+-------+
| wall | 69.1 | 84.92 |
| building | 77.58 | 87.81 |
| sky | 92.33 | 97.7 |
| floor | 73.95 | 90.12 |
| tree | 68.99 | 88.76 |
| ceiling | 76.8 | 88.19 |
| road | 76.15 | 83.83 |
| bed | 76.9 | 89.74 |
| windowpane | 49.56 | 74.07 |
| grass | 62.29 | 79.91 |
| cabinet | 48.62 | 62.31 |
| sidewalk | 54.14 | 75.41 |
| person | 75.32 | 89.62 |
| earth | 29.88 | 41.13 |
| door | 23.41 | 28.91 |
| table | 42.77 | 58.92 |
| mountain | 52.12 | 65.32 |
| plant | 42.3 | 49.14 |
| curtain | 61.32 | 78.66 |
| chair | 42.3 | 55.7 |
| car | 77.16 | 91.68 |
| water | 40.38 | 55.11 |
| painting | 60.92 | 75.68 |
| sofa | 50.57 | 77.11 |
| shelf | 29.53 | 41.04 |
| house | 42.93 | 74.22 |
| sea | 52.88 | 91.28 |
| mirror | 37.26 | 44.98 |
| rug | 42.49 | 46.64 |
| field | 23.69 | 49.13 |
| armchair | 15.31 | 20.98 |
| seat | 51.35 | 75.53 |
| fence | 29.64 | 35.77 |
| desk | 30.38 | 43.86 |
| rock | 37.77 | 70.07 |
| wardrobe | 39.49 | 55.34 |
| lamp | 47.23 | 64.1 |
| bathtub | 52.5 | 74.29 |
| railing | 27.22 | 40.56 |
| cushion | 35.33 | 48.25 |
| base | 12.23 | 14.35 |
| box | 12.09 | 16.7 |
| column | 31.84 | 40.99 |
| signboard | 27.13 | 35.02 |
| chest of drawers | 32.25 | 56.25 |
| counter | 22.66 | 37.14 |
| sand | 33.3 | 42.53 |
| sink | 42.79 | 59.3 |
| skyscraper | 53.85 | 79.83 |
| fireplace | 45.82 | 63.17 |
| refrigerator | 49.86 | 63.13 |
| grandstand | 31.05 | 60.93 |
| path | 8.81 | 10.23 |
| stairs | 9.53 | 10.76 |
| runway | 73.44 | 92.09 |
| case | 27.4 | 66.15 |
| pool table | 83.0 | 94.1 |
| pillow | 28.87 | 31.83 |
| screen door | 37.52 | 48.61 |
| stairway | 19.37 | 40.74 |
| river | 7.18 | 11.48 |
| bridge | 34.4 | 48.19 |
| bookcase | 19.74 | 30.84 |
| blind | 18.87 | 21.1 |
| coffee table | 40.29 | 71.5 |
| toilet | 65.17 | 88.44 |
| flower | 27.81 | 37.63 |
| book | 39.91 | 67.29 |
| hill | 2.87 | 3.11 |
| bench | 40.72 | 49.92 |
| countertop | 32.82 | 35.99 |
| stove | 40.26 | 76.75 |
| palm | 29.48 | 32.37 |
| kitchen island | 24.9 | 55.13 |
| computer | 40.6 | 70.88 |
| swivel chair | 28.05 | 36.76 |
| boat | 63.95 | 81.88 |
| bar | 2.35 | 2.43 |
| arcade machine | 45.88 | 67.91 |
| hovel | 26.85 | 29.34 |
| bus | 67.2 | 83.55 |
| towel | 41.54 | 50.4 |
| light | 13.62 | 14.31 |
| truck | 13.2 | 17.3 |
| tower | 9.35 | 9.37 |
| chandelier | 46.84 | 64.6 |
| awning | 10.52 | 11.86 |
| streetlight | 4.61 | 5.0 |
| booth | 0.12 | 0.12 |
| television receiver | 55.32 | 62.1 |
| airplane | 45.45 | 62.1 |
| dirt track | 0.0 | 0.0 |
| apparel | 17.15 | 22.46 |
| pole | 10.41 | 12.01 |
| land | 0.0 | 0.0 |
| bannister | 0.0 | 0.0 |
| escalator | 5.22 | 7.77 |
| ottoman | 1.43 | 1.44 |
| bottle | 10.02 | 11.09 |
| buffet | 3.49 | 3.52 |
| poster | 0.0 | 0.0 |
| stage | 4.83 | 6.25 |
| van | 4.0 | 4.31 |
| ship | 0.0 | 0.0 |
| fountain | 17.69 | 18.98 |
| conveyer belt | 46.21 | 63.5 |
| canopy | 0.32 | 0.32 |
| washer | 57.35 | 72.05 |
| plaything | 5.03 | 5.49 |
| swimming pool | 43.75 | 67.47 |
| stool | 0.0 | 0.0 |
| barrel | 12.36 | 57.98 |
| basket | 6.25 | 7.04 |
| waterfall | 67.54 | 89.95 |
| tent | 70.19 | 99.48 |
| bag | 0.0 | 0.0 |
| minibike | 41.35 | 48.2 |
| cradle | 55.53 | 87.64 |
| oven | 0.09 | 0.09 |
| ball | 27.07 | 28.75 |
| food | 55.26 | 70.83 |
| step | 0.0 | 0.0 |
| tank | 0.0 | 0.0 |
| trade name | 13.43 | 13.75 |
| microwave | 34.78 | 41.52 |
| pot | 24.61 | 27.74 |
| animal | 52.43 | 57.46 |
| bicycle | 42.06 | 74.43 |
| lake | 0.0 | 0.0 |
| dishwasher | 10.95 | 12.72 |
| screen | 46.02 | 88.49 |
| blanket | 0.0 | 0.0 |
| sculpture | 19.23 | 22.44 |
| hood | 0.37 | 0.37 |
| sconce | 0.0 | 0.0 |
| vase | 17.62 | 27.53 |
| traffic light | 4.28 | 4.55 |
| tray | 0.01 | 0.01 |
| ashcan | 21.67 | 25.06 |
| fan | 15.29 | 16.25 |
| pier | 35.61 | 46.31 |
| crt screen | 0.0 | 0.0 |
| plate | 32.45 | 38.33 |
| monitor | 0.12 | 0.12 |
| bulletin board | 0.18 | 0.18 |
| shower | 0.0 | 0.0 |
| radiator | 0.0 | 0.0 |
| glass | 0.0 | 0.0 |
| clock | 0.18 | 0.18 |
| flag | 15.84 | 16.04 |
+---------------------+-------+-------+
2022-08-05 10:22:42,579 - mmseg - INFO - Summary:
2022-08-05 10:22:42,579 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 76.45 | 30.61 | 41.4 |
+-------+-------+------+
2022-08-05 10:22:42,584 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:22:42,584 - mmseg - INFO - Iter(val) [250] aAcc: 0.7645, mIoU: 0.3061, mAcc: 0.4140, IoU.wall: 0.6910, IoU.building: 0.7758, IoU.sky: 0.9233, IoU.floor: 0.7395, IoU.tree: 0.6899, IoU.ceiling: 0.7680, IoU.road: 0.7615, IoU.bed : 0.7690, IoU.windowpane: 0.4956, IoU.grass: 0.6229, IoU.cabinet: 0.4862, IoU.sidewalk: 0.5414, IoU.person: 0.7532, IoU.earth: 0.2988, IoU.door: 0.2341, IoU.table: 0.4277, IoU.mountain: 0.5212, IoU.plant: 0.4230, IoU.curtain: 0.6132, IoU.chair: 0.4230, IoU.car: 0.7716, IoU.water: 0.4038, IoU.painting: 0.6092, IoU.sofa: 0.5057, IoU.shelf: 0.2953, IoU.house: 0.4293, IoU.sea: 0.5288, IoU.mirror: 0.3726, IoU.rug: 0.4249, IoU.field: 0.2369, IoU.armchair: 0.1531, IoU.seat: 0.5135, IoU.fence: 0.2964, IoU.desk: 0.3038, IoU.rock: 0.3777, IoU.wardrobe: 0.3949, IoU.lamp: 0.4723, IoU.bathtub: 0.5250, IoU.railing: 0.2722, IoU.cushion: 0.3533, IoU.base: 0.1223, IoU.box: 0.1209, IoU.column: 0.3184, IoU.signboard: 0.2713, IoU.chest of drawers: 0.3225, IoU.counter: 0.2266, IoU.sand: 0.3330, IoU.sink: 0.4279, IoU.skyscraper: 0.5385, IoU.fireplace: 0.4582, IoU.refrigerator: 0.4986, IoU.grandstand: 0.3105, IoU.path: 0.0881, IoU.stairs: 0.0953, IoU.runway: 0.7344, IoU.case: 0.2740, IoU.pool table: 0.8300, IoU.pillow: 0.2887, IoU.screen door: 0.3752, IoU.stairway: 0.1937, IoU.river: 0.0718, IoU.bridge: 0.3440, IoU.bookcase: 0.1974, IoU.blind: 0.1887, IoU.coffee table: 0.4029, IoU.toilet: 0.6517, IoU.flower: 0.2781, IoU.book: 0.3991, IoU.hill: 0.0287, IoU.bench: 0.4072, IoU.countertop: 0.3282, IoU.stove: 0.4026, IoU.palm: 0.2948, IoU.kitchen island: 0.2490, IoU.computer: 0.4060, IoU.swivel chair: 0.2805, IoU.boat: 0.6395, IoU.bar: 0.0235, IoU.arcade machine: 0.4588, IoU.hovel: 0.2685, IoU.bus: 0.6720, IoU.towel: 0.4154, IoU.light: 0.1362, IoU.truck: 0.1320, IoU.tower: 0.0935, IoU.chandelier: 0.4684, IoU.awning: 0.1052, IoU.streetlight: 0.0461, IoU.booth: 0.0012, IoU.television receiver: 0.5532, IoU.airplane: 0.4545, IoU.dirt track: 0.0000, IoU.apparel: 0.1715, IoU.pole: 0.1041, IoU.land: 0.0000, IoU.bannister: 0.0000, IoU.escalator: 0.0522, IoU.ottoman: 0.0143, IoU.bottle: 0.1002, IoU.buffet: 0.0349, IoU.poster: 0.0000, IoU.stage: 0.0483, IoU.van: 0.0400, IoU.ship: 0.0000, IoU.fountain: 0.1769, IoU.conveyer belt: 0.4621, IoU.canopy: 0.0032, IoU.washer: 0.5735, IoU.plaything: 0.0503, IoU.swimming pool: 0.4375, IoU.stool: 0.0000, IoU.barrel: 0.1236, IoU.basket: 0.0625, IoU.waterfall: 0.6754, IoU.tent: 0.7019, IoU.bag: 0.0000, IoU.minibike: 0.4135, IoU.cradle: 0.5553, IoU.oven: 0.0009, IoU.ball: 0.2707, IoU.food: 0.5526, IoU.step: 0.0000, IoU.tank: 0.0000, IoU.trade name: 0.1343, IoU.microwave: 0.3478, IoU.pot: 0.2461, IoU.animal: 0.5243, IoU.bicycle: 0.4206, IoU.lake: 0.0000, IoU.dishwasher: 0.1095, IoU.screen: 0.4602, IoU.blanket: 0.0000, IoU.sculpture: 0.1923, IoU.hood: 0.0037, IoU.sconce: 0.0000, IoU.vase: 0.1762, IoU.traffic light: 0.0428, IoU.tray: 0.0001, IoU.ashcan: 0.2167, IoU.fan: 0.1529, IoU.pier: 0.3561, IoU.crt screen: 0.0000, IoU.plate: 0.3245, IoU.monitor: 0.0012, IoU.bulletin board: 0.0018, IoU.shower: 0.0000, IoU.radiator: 0.0000, IoU.glass: 0.0000, IoU.clock: 0.0018, IoU.flag: 0.1584, Acc.wall: 0.8492, Acc.building: 0.8781, Acc.sky: 0.9770, Acc.floor: 0.9012, Acc.tree: 0.8876, Acc.ceiling: 0.8819, Acc.road: 0.8383, Acc.bed : 0.8974, Acc.windowpane: 0.7407, Acc.grass: 0.7991, Acc.cabinet: 0.6231, Acc.sidewalk: 0.7541, Acc.person: 0.8962, Acc.earth: 0.4113, Acc.door: 0.2891, Acc.table: 0.5892, Acc.mountain: 0.6532, Acc.plant: 0.4914, Acc.curtain: 0.7866, Acc.chair: 0.5570, Acc.car: 0.9168, Acc.water: 0.5511, Acc.painting: 0.7568, Acc.sofa: 0.7711, Acc.shelf: 0.4104, Acc.house: 0.7422, Acc.sea: 0.9128, Acc.mirror: 0.4498, Acc.rug: 0.4664, Acc.field: 0.4913, Acc.armchair: 0.2098, Acc.seat: 0.7553, Acc.fence: 0.3577, Acc.desk: 0.4386, Acc.rock: 0.7007, Acc.wardrobe: 0.5534, Acc.lamp: 0.6410, Acc.bathtub: 0.7429, Acc.railing: 0.4056, Acc.cushion: 0.4825, Acc.base: 0.1435, Acc.box: 0.1670, Acc.column: 0.4099, Acc.signboard: 0.3502, Acc.chest of drawers: 0.5625, Acc.counter: 0.3714, Acc.sand: 0.4253, Acc.sink: 0.5930, Acc.skyscraper: 0.7983, Acc.fireplace: 0.6317, Acc.refrigerator: 0.6313, Acc.grandstand: 0.6093, Acc.path: 0.1023, Acc.stairs: 0.1076, Acc.runway: 0.9209, Acc.case: 0.6615, Acc.pool table: 0.9410, Acc.pillow: 0.3183, Acc.screen door: 0.4861, Acc.stairway: 0.4074, Acc.river: 0.1148, Acc.bridge: 0.4819, Acc.bookcase: 0.3084, Acc.blind: 0.2110, Acc.coffee table: 0.7150, Acc.toilet: 0.8844, Acc.flower: 0.3763, Acc.book: 0.6729, Acc.hill: 0.0311, Acc.bench: 0.4992, Acc.countertop: 0.3599, Acc.stove: 0.7675, Acc.palm: 0.3237, Acc.kitchen island: 0.5513, Acc.computer: 0.7088, Acc.swivel chair: 0.3676, Acc.boat: 0.8188, Acc.bar: 0.0243, Acc.arcade machine: 0.6791, Acc.hovel: 0.2934, Acc.bus: 0.8355, Acc.towel: 0.5040, Acc.light: 0.1431, Acc.truck: 0.1730, Acc.tower: 0.0937, Acc.chandelier: 0.6460, Acc.awning: 0.1186, Acc.streetlight: 0.0500, Acc.booth: 0.0012, Acc.television receiver: 0.6210, Acc.airplane: 0.6210, Acc.dirt track: 0.0000, Acc.apparel: 0.2246, Acc.pole: 0.1201, Acc.land: 0.0000, Acc.bannister: 0.0000, Acc.escalator: 0.0777, Acc.ottoman: 0.0144, Acc.bottle: 0.1109, Acc.buffet: 0.0352, Acc.poster: 0.0000, Acc.stage: 0.0625, Acc.van: 0.0431, Acc.ship: 0.0000, Acc.fountain: 0.1898, Acc.conveyer belt: 0.6350, Acc.canopy: 0.0032, Acc.washer: 0.7205, Acc.plaything: 0.0549, Acc.swimming pool: 0.6747, Acc.stool: 0.0000, Acc.barrel: 0.5798, Acc.basket: 0.0704, Acc.waterfall: 0.8995, Acc.tent: 0.9948, Acc.bag: 0.0000, Acc.minibike: 0.4820, Acc.cradle: 0.8764, Acc.oven: 0.0009, Acc.ball: 0.2875, Acc.food: 0.7083, Acc.step: 0.0000, Acc.tank: 0.0000, Acc.trade name: 0.1375, Acc.microwave: 0.4152, Acc.pot: 0.2774, Acc.animal: 0.5746, Acc.bicycle: 0.7443, Acc.lake: 0.0000, Acc.dishwasher: 0.1272, Acc.screen: 0.8849, Acc.blanket: 0.0000, Acc.sculpture: 0.2244, Acc.hood: 0.0037, Acc.sconce: 0.0000, Acc.vase: 0.2753, Acc.traffic light: 0.0455, Acc.tray: 0.0001, Acc.ashcan: 0.2506, Acc.fan: 0.1625, Acc.pier: 0.4631, Acc.crt screen: 0.0000, Acc.plate: 0.3833, Acc.monitor: 0.0012, Acc.bulletin board: 0.0018, Acc.shower: 0.0000, Acc.radiator: 0.0000, Acc.glass: 0.0000, Acc.clock: 0.0018, Acc.flag: 0.1604
2022-08-05 10:22:53,105 - mmseg - INFO - Iter [4050/40000] lr: 9.093e-05, eta: 3:50:02, time: 13.780, data_time: 13.576, memory: 68371, decode.loss_ce: 0.8061, decode.acc_seg: 71.9111, loss: 0.8061
2022-08-05 10:23:03,687 - mmseg - INFO - Iter [4100/40000] lr: 9.082e-05, eta: 3:48:28, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.8107, decode.acc_seg: 71.5070, loss: 0.8107
2022-08-05 10:23:14,142 - mmseg - INFO - Iter [4150/40000] lr: 9.071e-05, eta: 3:46:54, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7798, decode.acc_seg: 73.0054, loss: 0.7798
2022-08-05 10:23:24,590 - mmseg - INFO - Iter [4200/40000] lr: 9.060e-05, eta: 3:45:22, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.8080, decode.acc_seg: 71.9405, loss: 0.8080
2022-08-05 10:23:35,124 - mmseg - INFO - Iter [4250/40000] lr: 9.048e-05, eta: 3:43:53, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7679, decode.acc_seg: 73.1448, loss: 0.7679
2022-08-05 10:23:45,802 - mmseg - INFO - Iter [4300/40000] lr: 9.037e-05, eta: 3:42:27, time: 0.214, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7671, decode.acc_seg: 73.0156, loss: 0.7671
2022-08-05 10:23:56,413 - mmseg - INFO - Iter [4350/40000] lr: 9.026e-05, eta: 3:41:02, time: 0.212, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7759, decode.acc_seg: 72.5736, loss: 0.7759
2022-08-05 10:24:06,955 - mmseg - INFO - Iter [4400/40000] lr: 9.015e-05, eta: 3:39:38, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7903, decode.acc_seg: 72.0157, loss: 0.7903
2022-08-05 10:24:19,865 - mmseg - INFO - Iter [4450/40000] lr: 9.003e-05, eta: 3:38:35, time: 0.258, data_time: 0.053, memory: 68371, decode.loss_ce: 0.7939, decode.acc_seg: 72.1970, loss: 0.7939
2022-08-05 10:24:30,350 - mmseg - INFO - Iter [4500/40000] lr: 8.992e-05, eta: 3:37:14, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7661, decode.acc_seg: 72.6583, loss: 0.7661
2022-08-05 10:24:40,816 - mmseg - INFO - Iter [4550/40000] lr: 8.981e-05, eta: 3:35:54, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7354, decode.acc_seg: 74.1240, loss: 0.7354
2022-08-05 10:24:51,155 - mmseg - INFO - Iter [4600/40000] lr: 8.969e-05, eta: 3:34:35, time: 0.207, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7572, decode.acc_seg: 72.7909, loss: 0.7572
2022-08-05 10:25:01,686 - mmseg - INFO - Iter [4650/40000] lr: 8.958e-05, eta: 3:33:18, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7592, decode.acc_seg: 73.3284, loss: 0.7592
2022-08-05 10:25:12,234 - mmseg - INFO - Iter [4700/40000] lr: 8.947e-05, eta: 3:32:03, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7616, decode.acc_seg: 72.9441, loss: 0.7616
2022-08-05 10:25:22,740 - mmseg - INFO - Iter [4750/40000] lr: 8.936e-05, eta: 3:30:50, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7484, decode.acc_seg: 73.6313, loss: 0.7484
2022-08-05 10:25:33,263 - mmseg - INFO - Iter [4800/40000] lr: 8.924e-05, eta: 3:29:37, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7513, decode.acc_seg: 73.3477, loss: 0.7513
2022-08-05 10:25:43,852 - mmseg - INFO - Iter [4850/40000] lr: 8.913e-05, eta: 3:28:27, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7584, decode.acc_seg: 72.7008, loss: 0.7584
2022-08-05 10:25:54,391 - mmseg - INFO - Iter [4900/40000] lr: 8.902e-05, eta: 3:27:17, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7800, decode.acc_seg: 72.5706, loss: 0.7800
2022-08-05 10:26:04,748 - mmseg - INFO - Iter [4950/40000] lr: 8.890e-05, eta: 3:26:07, time: 0.207, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7476, decode.acc_seg: 73.4455, loss: 0.7476
2022-08-05 10:26:15,236 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:26:15,236 - mmseg - INFO - Iter [5000/40000] lr: 8.879e-05, eta: 3:24:59, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7642, decode.acc_seg: 72.8529, loss: 0.7642
2022-08-05 10:26:28,213 - mmseg - INFO - Iter [5050/40000] lr: 8.868e-05, eta: 3:24:10, time: 0.259, data_time: 0.057, memory: 68371, decode.loss_ce: 0.7494, decode.acc_seg: 73.6634, loss: 0.7494
2022-08-05 10:26:38,888 - mmseg - INFO - Iter [5100/40000] lr: 8.857e-05, eta: 3:23:06, time: 0.214, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7273, decode.acc_seg: 73.8287, loss: 0.7273
2022-08-05 10:26:49,231 - mmseg - INFO - Iter [5150/40000] lr: 8.845e-05, eta: 3:22:00, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7197, decode.acc_seg: 74.3831, loss: 0.7197
2022-08-05 10:26:59,911 - mmseg - INFO - Iter [5200/40000] lr: 8.834e-05, eta: 3:20:58, time: 0.213, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7366, decode.acc_seg: 73.8141, loss: 0.7366
2022-08-05 10:27:10,519 - mmseg - INFO - Iter [5250/40000] lr: 8.823e-05, eta: 3:19:56, time: 0.212, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7254, decode.acc_seg: 74.2667, loss: 0.7254
2022-08-05 10:27:20,925 - mmseg - INFO - Iter [5300/40000] lr: 8.811e-05, eta: 3:18:54, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7404, decode.acc_seg: 74.0044, loss: 0.7404
2022-08-05 10:27:31,528 - mmseg - INFO - Iter [5350/40000] lr: 8.800e-05, eta: 3:17:54, time: 0.212, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7397, decode.acc_seg: 73.8345, loss: 0.7397
2022-08-05 10:27:42,010 - mmseg - INFO - Iter [5400/40000] lr: 8.789e-05, eta: 3:16:54, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7341, decode.acc_seg: 74.0525, loss: 0.7341
2022-08-05 10:27:52,463 - mmseg - INFO - Iter [5450/40000] lr: 8.778e-05, eta: 3:15:55, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7299, decode.acc_seg: 74.1523, loss: 0.7299
2022-08-05 10:28:03,075 - mmseg - INFO - Iter [5500/40000] lr: 8.766e-05, eta: 3:14:58, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7323, decode.acc_seg: 73.8004, loss: 0.7323
2022-08-05 10:28:13,724 - mmseg - INFO - Iter [5550/40000] lr: 8.755e-05, eta: 3:14:02, time: 0.213, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7380, decode.acc_seg: 73.9414, loss: 0.7380
2022-08-05 10:28:24,222 - mmseg - INFO - Iter [5600/40000] lr: 8.744e-05, eta: 3:13:05, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7177, decode.acc_seg: 74.5868, loss: 0.7177
2022-08-05 10:28:34,689 - mmseg - INFO - Iter [5650/40000] lr: 8.732e-05, eta: 3:12:10, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7551, decode.acc_seg: 73.0673, loss: 0.7551
2022-08-05 10:28:47,624 - mmseg - INFO - Iter [5700/40000] lr: 8.721e-05, eta: 3:11:30, time: 0.258, data_time: 0.057, memory: 68371, decode.loss_ce: 0.7296, decode.acc_seg: 73.9482, loss: 0.7296
2022-08-05 10:28:58,058 - mmseg - INFO - Iter [5750/40000] lr: 8.710e-05, eta: 3:10:36, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7033, decode.acc_seg: 75.0601, loss: 0.7033
2022-08-05 10:29:08,559 - mmseg - INFO - Iter [5800/40000] lr: 8.698e-05, eta: 3:09:42, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6827, decode.acc_seg: 75.6604, loss: 0.6827
2022-08-05 10:29:19,168 - mmseg - INFO - Iter [5850/40000] lr: 8.687e-05, eta: 3:08:51, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7280, decode.acc_seg: 74.4307, loss: 0.7280
2022-08-05 10:29:29,765 - mmseg - INFO - Iter [5900/40000] lr: 8.676e-05, eta: 3:07:59, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7206, decode.acc_seg: 73.7921, loss: 0.7206
2022-08-05 10:29:40,175 - mmseg - INFO - Iter [5950/40000] lr: 8.664e-05, eta: 3:07:08, time: 0.208, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7009, decode.acc_seg: 74.6723, loss: 0.7009
2022-08-05 10:29:50,621 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:29:50,621 - mmseg - INFO - Iter [6000/40000] lr: 8.653e-05, eta: 3:06:17, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6948, decode.acc_seg: 75.2253, loss: 0.6948
2022-08-05 10:30:01,075 - mmseg - INFO - Iter [6050/40000] lr: 8.642e-05, eta: 3:05:27, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7011, decode.acc_seg: 74.6612, loss: 0.7011
2022-08-05 10:30:11,552 - mmseg - INFO - Iter [6100/40000] lr: 8.630e-05, eta: 3:04:38, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7272, decode.acc_seg: 74.4042, loss: 0.7272
2022-08-05 10:30:22,071 - mmseg - INFO - Iter [6150/40000] lr: 8.619e-05, eta: 3:03:49, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7265, decode.acc_seg: 74.3141, loss: 0.7265
2022-08-05 10:30:32,613 - mmseg - INFO - Iter [6200/40000] lr: 8.608e-05, eta: 3:03:02, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7100, decode.acc_seg: 74.4886, loss: 0.7100
2022-08-05 10:30:43,079 - mmseg - INFO - Iter [6250/40000] lr: 8.596e-05, eta: 3:02:14, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.7140, decode.acc_seg: 74.4794, loss: 0.7140
2022-08-05 10:30:53,567 - mmseg - INFO - Iter [6300/40000] lr: 8.585e-05, eta: 3:01:27, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6850, decode.acc_seg: 75.6271, loss: 0.6850
2022-08-05 10:31:06,527 - mmseg - INFO - Iter [6350/40000] lr: 8.574e-05, eta: 3:00:54, time: 0.259, data_time: 0.053, memory: 68371, decode.loss_ce: 0.6988, decode.acc_seg: 75.6043, loss: 0.6988
2022-08-05 10:31:16,932 - mmseg - INFO - Iter [6400/40000] lr: 8.562e-05, eta: 3:00:08, time: 0.208, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6844, decode.acc_seg: 75.0685, loss: 0.6844
2022-08-05 10:31:27,269 - mmseg - INFO - Iter [6450/40000] lr: 8.551e-05, eta: 2:59:22, time: 0.206, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6522, decode.acc_seg: 76.2207, loss: 0.6522
2022-08-05 10:31:37,840 - mmseg - INFO - Iter [6500/40000] lr: 8.540e-05, eta: 2:58:38, time: 0.212, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6723, decode.acc_seg: 75.4363, loss: 0.6723
2022-08-05 10:31:48,343 - mmseg - INFO - Iter [6550/40000] lr: 8.528e-05, eta: 2:57:54, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6523, decode.acc_seg: 76.1163, loss: 0.6523
2022-08-05 10:31:58,787 - mmseg - INFO - Iter [6600/40000] lr: 8.517e-05, eta: 2:57:10, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6859, decode.acc_seg: 75.5683, loss: 0.6859
2022-08-05 10:32:09,252 - mmseg - INFO - Iter [6650/40000] lr: 8.506e-05, eta: 2:56:27, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6944, decode.acc_seg: 75.3062, loss: 0.6944
2022-08-05 10:32:19,607 - mmseg - INFO - Iter [6700/40000] lr: 8.494e-05, eta: 2:55:44, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6990, decode.acc_seg: 74.7967, loss: 0.6990
2022-08-05 10:32:30,168 - mmseg - INFO - Iter [6750/40000] lr: 8.483e-05, eta: 2:55:02, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7114, decode.acc_seg: 74.8002, loss: 0.7114
2022-08-05 10:32:40,586 - mmseg - INFO - Iter [6800/40000] lr: 8.472e-05, eta: 2:54:20, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6635, decode.acc_seg: 76.1058, loss: 0.6635
2022-08-05 10:32:51,038 - mmseg - INFO - Iter [6850/40000] lr: 8.460e-05, eta: 2:53:38, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6969, decode.acc_seg: 75.4786, loss: 0.6969
2022-08-05 10:33:01,487 - mmseg - INFO - Iter [6900/40000] lr: 8.449e-05, eta: 2:52:57, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.7002, decode.acc_seg: 75.1507, loss: 0.7002
2022-08-05 10:33:14,283 - mmseg - INFO - Iter [6950/40000] lr: 8.438e-05, eta: 2:52:28, time: 0.256, data_time: 0.052, memory: 68371, decode.loss_ce: 0.6885, decode.acc_seg: 74.7277, loss: 0.6885
2022-08-05 10:33:24,852 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:33:24,853 - mmseg - INFO - Iter [7000/40000] lr: 8.426e-05, eta: 2:51:48, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6412, decode.acc_seg: 76.9656, loss: 0.6412
2022-08-05 10:33:35,427 - mmseg - INFO - Iter [7050/40000] lr: 8.415e-05, eta: 2:51:09, time: 0.212, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6734, decode.acc_seg: 75.6884, loss: 0.6734
2022-08-05 10:33:46,017 - mmseg - INFO - Iter [7100/40000] lr: 8.404e-05, eta: 2:50:30, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6836, decode.acc_seg: 75.6258, loss: 0.6836
2022-08-05 10:33:56,525 - mmseg - INFO - Iter [7150/40000] lr: 8.392e-05, eta: 2:49:52, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6813, decode.acc_seg: 75.4897, loss: 0.6813
2022-08-05 10:34:07,165 - mmseg - INFO - Iter [7200/40000] lr: 8.381e-05, eta: 2:49:14, time: 0.213, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6652, decode.acc_seg: 76.0738, loss: 0.6652
2022-08-05 10:34:17,704 - mmseg - INFO - Iter [7250/40000] lr: 8.370e-05, eta: 2:48:36, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6833, decode.acc_seg: 75.0594, loss: 0.6833
2022-08-05 10:34:28,211 - mmseg - INFO - Iter [7300/40000] lr: 8.358e-05, eta: 2:47:59, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6743, decode.acc_seg: 75.9156, loss: 0.6743
2022-08-05 10:34:38,781 - mmseg - INFO - Iter [7350/40000] lr: 8.347e-05, eta: 2:47:22, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6902, decode.acc_seg: 75.0455, loss: 0.6902
2022-08-05 10:34:49,146 - mmseg - INFO - Iter [7400/40000] lr: 8.335e-05, eta: 2:46:44, time: 0.207, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6774, decode.acc_seg: 75.2368, loss: 0.6774
2022-08-05 10:34:59,508 - mmseg - INFO - Iter [7450/40000] lr: 8.324e-05, eta: 2:46:07, time: 0.207, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6839, decode.acc_seg: 75.3188, loss: 0.6839
2022-08-05 10:35:09,957 - mmseg - INFO - Iter [7500/40000] lr: 8.313e-05, eta: 2:45:31, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6728, decode.acc_seg: 76.1076, loss: 0.6728
2022-08-05 10:35:20,448 - mmseg - INFO - Iter [7550/40000] lr: 8.301e-05, eta: 2:44:55, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6737, decode.acc_seg: 75.5152, loss: 0.6737
2022-08-05 10:35:33,206 - mmseg - INFO - Iter [7600/40000] lr: 8.290e-05, eta: 2:44:29, time: 0.255, data_time: 0.057, memory: 68371, decode.loss_ce: 0.6696, decode.acc_seg: 75.8928, loss: 0.6696
2022-08-05 10:35:43,818 - mmseg - INFO - Iter [7650/40000] lr: 8.279e-05, eta: 2:43:54, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6308, decode.acc_seg: 77.1342, loss: 0.6308
2022-08-05 10:35:54,259 - mmseg - INFO - Iter [7700/40000] lr: 8.267e-05, eta: 2:43:19, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6391, decode.acc_seg: 76.7674, loss: 0.6391
2022-08-05 10:36:04,799 - mmseg - INFO - Iter [7750/40000] lr: 8.256e-05, eta: 2:42:45, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6455, decode.acc_seg: 76.6005, loss: 0.6455
2022-08-05 10:36:15,358 - mmseg - INFO - Iter [7800/40000] lr: 8.244e-05, eta: 2:42:11, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6653, decode.acc_seg: 76.1004, loss: 0.6653
2022-08-05 10:36:25,821 - mmseg - INFO - Iter [7850/40000] lr: 8.233e-05, eta: 2:41:36, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6501, decode.acc_seg: 76.2373, loss: 0.6501
2022-08-05 10:36:36,335 - mmseg - INFO - Iter [7900/40000] lr: 8.222e-05, eta: 2:41:03, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6478, decode.acc_seg: 76.0187, loss: 0.6478
2022-08-05 10:36:46,786 - mmseg - INFO - Iter [7950/40000] lr: 8.210e-05, eta: 2:40:29, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6464, decode.acc_seg: 76.5128, loss: 0.6464
2022-08-05 10:36:57,339 - mmseg - INFO - Saving checkpoint at 8000 iterations
2022-08-05 10:36:58,809 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:36:58,809 - mmseg - INFO - Iter [8000/40000] lr: 8.199e-05, eta: 2:40:02, time: 0.241, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6498, decode.acc_seg: 76.5955, loss: 0.6498
2022-08-05 10:37:16,142 - mmseg - INFO - per class results:
2022-08-05 10:37:16,149 - mmseg - INFO -
+---------------------+-------+-------+
| Class | IoU | Acc |
+---------------------+-------+-------+
| wall | 71.48 | 83.29 |
| building | 80.34 | 91.93 |
| sky | 93.45 | 97.28 |
| floor | 77.78 | 86.67 |
| tree | 71.97 | 87.81 |
| ceiling | 79.52 | 93.02 |
| road | 79.16 | 88.25 |
| bed | 80.54 | 94.39 |
| windowpane | 53.57 | 68.6 |
| grass | 63.91 | 78.61 |
| cabinet | 51.95 | 64.94 |
| sidewalk | 56.94 | 73.63 |
| person | 76.37 | 88.9 |
| earth | 32.07 | 43.97 |
| door | 36.16 | 50.21 |
| table | 45.64 | 68.33 |
| mountain | 55.49 | 68.27 |
| plant | 48.64 | 60.79 |
| curtain | 65.23 | 80.4 |
| chair | 43.88 | 59.73 |
| car | 79.1 | 85.68 |
| water | 52.25 | 74.07 |
| painting | 63.11 | 84.87 |
| sofa | 51.86 | 78.02 |
| shelf | 34.35 | 51.06 |
| house | 41.37 | 47.56 |
| sea | 56.37 | 79.57 |
| mirror | 42.59 | 56.67 |
| rug | 55.96 | 72.4 |
| field | 25.29 | 53.23 |
| armchair | 21.74 | 41.39 |
| seat | 55.59 | 76.79 |
| fence | 35.26 | 55.0 |
| desk | 30.46 | 41.03 |
| rock | 44.49 | 74.18 |
| wardrobe | 44.94 | 63.62 |
| lamp | 50.95 | 68.77 |
| bathtub | 63.19 | 79.39 |
| railing | 28.57 | 47.56 |
| cushion | 39.77 | 49.3 |
| base | 8.53 | 10.13 |
| box | 14.83 | 19.31 |
| column | 37.66 | 43.58 |
| signboard | 30.11 | 48.11 |
| chest of drawers | 28.79 | 52.98 |
| counter | 24.96 | 33.53 |
| sand | 38.69 | 42.21 |
| sink | 56.45 | 69.35 |
| skyscraper | 55.96 | 75.22 |
| fireplace | 56.13 | 73.2 |
| refrigerator | 58.14 | 72.53 |
| grandstand | 36.41 | 79.78 |
| path | 14.24 | 17.92 |
| stairs | 19.2 | 23.12 |
| runway | 73.43 | 93.9 |
| case | 46.16 | 74.37 |
| pool table | 88.5 | 92.94 |
| pillow | 46.49 | 57.96 |
| screen door | 43.23 | 69.12 |
| stairway | 24.86 | 45.57 |
| river | 7.15 | 7.73 |
| bridge | 52.53 | 82.54 |
| bookcase | 21.85 | 36.64 |
| blind | 17.36 | 18.15 |
| coffee table | 40.79 | 83.57 |
| toilet | 75.04 | 86.35 |
| flower | 37.31 | 51.75 |
| book | 40.09 | 69.12 |
| hill | 3.98 | 4.06 |
| bench | 44.97 | 56.24 |
| countertop | 40.89 | 51.78 |
| stove | 56.64 | 73.16 |
| palm | 41.63 | 59.46 |
| kitchen island | 28.09 | 63.55 |
| computer | 54.48 | 70.09 |
| swivel chair | 37.23 | 43.41 |
| boat | 57.79 | 70.11 |
| bar | 25.54 | 30.94 |
| arcade machine | 56.81 | 59.88 |
| hovel | 30.17 | 32.08 |
| bus | 74.51 | 92.02 |
| towel | 44.56 | 58.74 |
| light | 27.21 | 29.83 |
| truck | 19.1 | 32.22 |
| tower | 20.86 | 31.28 |
| chandelier | 54.31 | 69.97 |
| awning | 18.46 | 23.54 |
| streetlight | 14.02 | 17.29 |
| booth | 24.78 | 24.94 |
| television receiver | 57.05 | 73.77 |
| airplane | 52.76 | 61.9 |
| dirt track | 0.0 | 0.0 |
| apparel | 24.86 | 45.71 |
| pole | 11.65 | 14.0 |
| land | 0.0 | 0.0 |
| bannister | 5.35 | 6.11 |
| escalator | 30.83 | 52.52 |
| ottoman | 30.17 | 43.21 |
| bottle | 16.62 | 21.05 |
| buffet | 36.28 | 46.65 |
| poster | 4.49 | 5.1 |
| stage | 7.93 | 10.37 |
| van | 37.55 | 47.13 |
| ship | 53.81 | 61.31 |
| fountain | 10.27 | 11.18 |
| conveyer belt | 62.95 | 80.73 |
| canopy | 15.62 | 16.7 |
| washer | 64.19 | 69.05 |
| plaything | 13.84 | 16.88 |
| swimming pool | 41.1 | 64.93 |
| stool | 23.71 | 36.67 |
| barrel | 13.38 | 77.07 |
| basket | 21.11 | 27.0 |
| waterfall | 71.69 | 92.01 |
| tent | 82.94 | 97.77 |
| bag | 0.0 | 0.0 |
| minibike | 55.95 | 66.26 |
| cradle | 63.26 | 88.18 |
| oven | 11.44 | 18.41 |
| ball | 47.43 | 61.13 |
| food | 53.32 | 70.54 |
| step | 1.46 | 1.47 |
| tank | 28.85 | 38.79 |
| trade name | 12.94 | 13.94 |
| microwave | 60.56 | 72.91 |
| pot | 27.04 | 32.8 |
| animal | 59.81 | 64.0 |
| bicycle | 54.17 | 73.91 |
| lake | 0.0 | 0.0 |
| dishwasher | 32.34 | 50.0 |
| screen | 55.4 | 88.05 |
| blanket | 0.0 | 0.0 |
| sculpture | 25.43 | 32.78 |
| hood | 22.42 | 25.54 |
| sconce | 5.03 | 5.23 |
| vase | 23.17 | 33.02 |
| traffic light | 10.42 | 13.22 |
| tray | 0.78 | 0.83 |
| ashcan | 26.29 | 28.89 |
| fan | 39.99 | 48.33 |
| pier | 50.86 | 60.98 |
| crt screen | 0.15 | 0.32 |
| plate | 36.98 | 45.85 |
| monitor | 13.0 | 14.92 |
| bulletin board | 18.18 | 24.07 |
| shower | 0.0 | 0.0 |
| radiator | 45.39 | 47.84 |
| glass | 5.18 | 5.53 |
| clock | 23.61 | 24.3 |
| flag | 25.25 | 26.38 |
+---------------------+-------+-------+
2022-08-05 10:37:16,149 - mmseg - INFO - Summary:
2022-08-05 10:37:16,149 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 78.87 | 38.52 | 50.61 |
+-------+-------+-------+
2022-08-05 10:37:16,152 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:37:16,152 - mmseg - INFO - Iter(val) [250] aAcc: 0.7887, mIoU: 0.3852, mAcc: 0.5061, IoU.wall: 0.7148, IoU.building: 0.8034, IoU.sky: 0.9345, IoU.floor: 0.7778, IoU.tree: 0.7197, IoU.ceiling: 0.7952, IoU.road: 0.7916, IoU.bed : 0.8054, IoU.windowpane: 0.5357, IoU.grass: 0.6391, IoU.cabinet: 0.5195, IoU.sidewalk: 0.5694, IoU.person: 0.7637, IoU.earth: 0.3207, IoU.door: 0.3616, IoU.table: 0.4564, IoU.mountain: 0.5549, IoU.plant: 0.4864, IoU.curtain: 0.6523, IoU.chair: 0.4388, IoU.car: 0.7910, IoU.water: 0.5225, IoU.painting: 0.6311, IoU.sofa: 0.5186, IoU.shelf: 0.3435, IoU.house: 0.4137, IoU.sea: 0.5637, IoU.mirror: 0.4259, IoU.rug: 0.5596, IoU.field: 0.2529, IoU.armchair: 0.2174, IoU.seat: 0.5559, IoU.fence: 0.3526, IoU.desk: 0.3046, IoU.rock: 0.4449, IoU.wardrobe: 0.4494, IoU.lamp: 0.5095, IoU.bathtub: 0.6319, IoU.railing: 0.2857, IoU.cushion: 0.3977, IoU.base: 0.0853, IoU.box: 0.1483, IoU.column: 0.3766, IoU.signboard: 0.3011, IoU.chest of drawers: 0.2879, IoU.counter: 0.2496, IoU.sand: 0.3869, IoU.sink: 0.5645, IoU.skyscraper: 0.5596, IoU.fireplace: 0.5613, IoU.refrigerator: 0.5814, IoU.grandstand: 0.3641, IoU.path: 0.1424, IoU.stairs: 0.1920, IoU.runway: 0.7343, IoU.case: 0.4616, IoU.pool table: 0.8850, IoU.pillow: 0.4649, IoU.screen door: 0.4323, IoU.stairway: 0.2486, IoU.river: 0.0715, IoU.bridge: 0.5253, IoU.bookcase: 0.2185, IoU.blind: 0.1736, IoU.coffee table: 0.4079, IoU.toilet: 0.7504, IoU.flower: 0.3731, IoU.book: 0.4009, IoU.hill: 0.0398, IoU.bench: 0.4497, IoU.countertop: 0.4089, IoU.stove: 0.5664, IoU.palm: 0.4163, IoU.kitchen island: 0.2809, IoU.computer: 0.5448, IoU.swivel chair: 0.3723, IoU.boat: 0.5779, IoU.bar: 0.2554, IoU.arcade machine: 0.5681, IoU.hovel: 0.3017, IoU.bus: 0.7451, IoU.towel: 0.4456, IoU.light: 0.2721, IoU.truck: 0.1910, IoU.tower: 0.2086, IoU.chandelier: 0.5431, IoU.awning: 0.1846, IoU.streetlight: 0.1402, IoU.booth: 0.2478, IoU.television receiver: 0.5705, IoU.airplane: 0.5276, IoU.dirt track: 0.0000, IoU.apparel: 0.2486, IoU.pole: 0.1165, IoU.land: 0.0000, IoU.bannister: 0.0535, IoU.escalator: 0.3083, IoU.ottoman: 0.3017, IoU.bottle: 0.1662, IoU.buffet: 0.3628, IoU.poster: 0.0449, IoU.stage: 0.0793, IoU.van: 0.3755, IoU.ship: 0.5381, IoU.fountain: 0.1027, IoU.conveyer belt: 0.6295, IoU.canopy: 0.1562, IoU.washer: 0.6419, IoU.plaything: 0.1384, IoU.swimming pool: 0.4110, IoU.stool: 0.2371, IoU.barrel: 0.1338, IoU.basket: 0.2111, IoU.waterfall: 0.7169, IoU.tent: 0.8294, IoU.bag: 0.0000, IoU.minibike: 0.5595, IoU.cradle: 0.6326, IoU.oven: 0.1144, IoU.ball: 0.4743, IoU.food: 0.5332, IoU.step: 0.0146, IoU.tank: 0.2885, IoU.trade name: 0.1294, IoU.microwave: 0.6056, IoU.pot: 0.2704, IoU.animal: 0.5981, IoU.bicycle: 0.5417, IoU.lake: 0.0000, IoU.dishwasher: 0.3234, IoU.screen: 0.5540, IoU.blanket: 0.0000, IoU.sculpture: 0.2543, IoU.hood: 0.2242, IoU.sconce: 0.0503, IoU.vase: 0.2317, IoU.traffic light: 0.1042, IoU.tray: 0.0078, IoU.ashcan: 0.2629, IoU.fan: 0.3999, IoU.pier: 0.5086, IoU.crt screen: 0.0015, IoU.plate: 0.3698, IoU.monitor: 0.1300, IoU.bulletin board: 0.1818, IoU.shower: 0.0000, IoU.radiator: 0.4539, IoU.glass: 0.0518, IoU.clock: 0.2361, IoU.flag: 0.2525, Acc.wall: 0.8329, Acc.building: 0.9193, Acc.sky: 0.9728, Acc.floor: 0.8667, Acc.tree: 0.8781, Acc.ceiling: 0.9302, Acc.road: 0.8825, Acc.bed : 0.9439, Acc.windowpane: 0.6860, Acc.grass: 0.7861, Acc.cabinet: 0.6494, Acc.sidewalk: 0.7363, Acc.person: 0.8890, Acc.earth: 0.4397, Acc.door: 0.5021, Acc.table: 0.6833, Acc.mountain: 0.6827, Acc.plant: 0.6079, Acc.curtain: 0.8040, Acc.chair: 0.5973, Acc.car: 0.8568, Acc.water: 0.7407, Acc.painting: 0.8487, Acc.sofa: 0.7802, Acc.shelf: 0.5106, Acc.house: 0.4756, Acc.sea: 0.7957, Acc.mirror: 0.5667, Acc.rug: 0.7240, Acc.field: 0.5323, Acc.armchair: 0.4139, Acc.seat: 0.7679, Acc.fence: 0.5500, Acc.desk: 0.4103, Acc.rock: 0.7418, Acc.wardrobe: 0.6362, Acc.lamp: 0.6877, Acc.bathtub: 0.7939, Acc.railing: 0.4756, Acc.cushion: 0.4930, Acc.base: 0.1013, Acc.box: 0.1931, Acc.column: 0.4358, Acc.signboard: 0.4811, Acc.chest of drawers: 0.5298, Acc.counter: 0.3353, Acc.sand: 0.4221, Acc.sink: 0.6935, Acc.skyscraper: 0.7522, Acc.fireplace: 0.7320, Acc.refrigerator: 0.7253, Acc.grandstand: 0.7978, Acc.path: 0.1792, Acc.stairs: 0.2312, Acc.runway: 0.9390, Acc.case: 0.7437, Acc.pool table: 0.9294, Acc.pillow: 0.5796, Acc.screen door: 0.6912, Acc.stairway: 0.4557, Acc.river: 0.0773, Acc.bridge: 0.8254, Acc.bookcase: 0.3664, Acc.blind: 0.1815, Acc.coffee table: 0.8357, Acc.toilet: 0.8635, Acc.flower: 0.5175, Acc.book: 0.6912, Acc.hill: 0.0406, Acc.bench: 0.5624, Acc.countertop: 0.5178, Acc.stove: 0.7316, Acc.palm: 0.5946, Acc.kitchen island: 0.6355, Acc.computer: 0.7009, Acc.swivel chair: 0.4341, Acc.boat: 0.7011, Acc.bar: 0.3094, Acc.arcade machine: 0.5988, Acc.hovel: 0.3208, Acc.bus: 0.9202, Acc.towel: 0.5874, Acc.light: 0.2983, Acc.truck: 0.3222, Acc.tower: 0.3128, Acc.chandelier: 0.6997, Acc.awning: 0.2354, Acc.streetlight: 0.1729, Acc.booth: 0.2494, Acc.television receiver: 0.7377, Acc.airplane: 0.6190, Acc.dirt track: 0.0000, Acc.apparel: 0.4571, Acc.pole: 0.1400, Acc.land: 0.0000, Acc.bannister: 0.0611, Acc.escalator: 0.5252, Acc.ottoman: 0.4321, Acc.bottle: 0.2105, Acc.buffet: 0.4665, Acc.poster: 0.0510, Acc.stage: 0.1037, Acc.van: 0.4713, Acc.ship: 0.6131, Acc.fountain: 0.1118, Acc.conveyer belt: 0.8073, Acc.canopy: 0.1670, Acc.washer: 0.6905, Acc.plaything: 0.1688, Acc.swimming pool: 0.6493, Acc.stool: 0.3667, Acc.barrel: 0.7707, Acc.basket: 0.2700, Acc.waterfall: 0.9201, Acc.tent: 0.9777, Acc.bag: 0.0000, Acc.minibike: 0.6626, Acc.cradle: 0.8818, Acc.oven: 0.1841, Acc.ball: 0.6113, Acc.food: 0.7054, Acc.step: 0.0147, Acc.tank: 0.3879, Acc.trade name: 0.1394, Acc.microwave: 0.7291, Acc.pot: 0.3280, Acc.animal: 0.6400, Acc.bicycle: 0.7391, Acc.lake: 0.0000, Acc.dishwasher: 0.5000, Acc.screen: 0.8805, Acc.blanket: 0.0000, Acc.sculpture: 0.3278, Acc.hood: 0.2554, Acc.sconce: 0.0523, Acc.vase: 0.3302, Acc.traffic light: 0.1322, Acc.tray: 0.0083, Acc.ashcan: 0.2889, Acc.fan: 0.4833, Acc.pier: 0.6098, Acc.crt screen: 0.0032, Acc.plate: 0.4585, Acc.monitor: 0.1492, Acc.bulletin board: 0.2407, Acc.shower: 0.0000, Acc.radiator: 0.4784, Acc.glass: 0.0553, Acc.clock: 0.2430, Acc.flag: 0.2638
2022-08-05 10:37:26,668 - mmseg - INFO - Iter [8050/40000] lr: 8.188e-05, eta: 2:40:38, time: 0.557, data_time: 0.353, memory: 68371, decode.loss_ce: 0.6397, decode.acc_seg: 76.8057, loss: 0.6397
2022-08-05 10:37:37,076 - mmseg - INFO - Iter [8100/40000] lr: 8.176e-05, eta: 2:40:05, time: 0.208, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6589, decode.acc_seg: 75.7662, loss: 0.6589
2022-08-05 10:37:47,602 - mmseg - INFO - Iter [8150/40000] lr: 8.165e-05, eta: 2:39:32, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6520, decode.acc_seg: 76.4384, loss: 0.6520
2022-08-05 10:37:57,935 - mmseg - INFO - Iter [8200/40000] lr: 8.153e-05, eta: 2:38:59, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6563, decode.acc_seg: 75.9863, loss: 0.6563
2022-08-05 10:38:10,936 - mmseg - INFO - Iter [8250/40000] lr: 8.142e-05, eta: 2:38:36, time: 0.260, data_time: 0.053, memory: 68371, decode.loss_ce: 0.6247, decode.acc_seg: 77.2990, loss: 0.6247
2022-08-05 10:38:21,271 - mmseg - INFO - Iter [8300/40000] lr: 8.131e-05, eta: 2:38:03, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6277, decode.acc_seg: 77.0208, loss: 0.6277
2022-08-05 10:38:31,607 - mmseg - INFO - Iter [8350/40000] lr: 8.119e-05, eta: 2:37:31, time: 0.207, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6631, decode.acc_seg: 75.5903, loss: 0.6631
2022-08-05 10:38:42,170 - mmseg - INFO - Iter [8400/40000] lr: 8.108e-05, eta: 2:36:59, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6586, decode.acc_seg: 75.9563, loss: 0.6586
2022-08-05 10:38:52,659 - mmseg - INFO - Iter [8450/40000] lr: 8.096e-05, eta: 2:36:28, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6436, decode.acc_seg: 76.8269, loss: 0.6436
2022-08-05 10:39:03,155 - mmseg - INFO - Iter [8500/40000] lr: 8.085e-05, eta: 2:35:57, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6857, decode.acc_seg: 75.4198, loss: 0.6857
2022-08-05 10:39:13,641 - mmseg - INFO - Iter [8550/40000] lr: 8.074e-05, eta: 2:35:26, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6491, decode.acc_seg: 76.2984, loss: 0.6491
2022-08-05 10:39:23,923 - mmseg - INFO - Iter [8600/40000] lr: 8.062e-05, eta: 2:34:55, time: 0.205, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6406, decode.acc_seg: 76.9320, loss: 0.6406
2022-08-05 10:39:34,264 - mmseg - INFO - Iter [8650/40000] lr: 8.051e-05, eta: 2:34:24, time: 0.207, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6464, decode.acc_seg: 76.3585, loss: 0.6464
2022-08-05 10:39:44,736 - mmseg - INFO - Iter [8700/40000] lr: 8.039e-05, eta: 2:33:53, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6223, decode.acc_seg: 76.7733, loss: 0.6223
2022-08-05 10:39:55,258 - mmseg - INFO - Iter [8750/40000] lr: 8.028e-05, eta: 2:33:23, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6361, decode.acc_seg: 76.9296, loss: 0.6361
2022-08-05 10:40:05,803 - mmseg - INFO - Iter [8800/40000] lr: 8.016e-05, eta: 2:32:54, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6645, decode.acc_seg: 76.0240, loss: 0.6645
2022-08-05 10:40:18,636 - mmseg - INFO - Iter [8850/40000] lr: 8.005e-05, eta: 2:32:33, time: 0.257, data_time: 0.056, memory: 68371, decode.loss_ce: 0.6439, decode.acc_seg: 77.0288, loss: 0.6439
2022-08-05 10:40:28,957 - mmseg - INFO - Iter [8900/40000] lr: 7.994e-05, eta: 2:32:03, time: 0.207, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6208, decode.acc_seg: 77.3717, loss: 0.6208
2022-08-05 10:40:39,370 - mmseg - INFO - Iter [8950/40000] lr: 7.982e-05, eta: 2:31:33, time: 0.208, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6062, decode.acc_seg: 77.3884, loss: 0.6062
2022-08-05 10:40:49,768 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:40:49,768 - mmseg - INFO - Iter [9000/40000] lr: 7.971e-05, eta: 2:31:04, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6367, decode.acc_seg: 77.0517, loss: 0.6367
2022-08-05 10:41:00,237 - mmseg - INFO - Iter [9050/40000] lr: 7.959e-05, eta: 2:30:35, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6177, decode.acc_seg: 77.3102, loss: 0.6177
2022-08-05 10:41:10,765 - mmseg - INFO - Iter [9100/40000] lr: 7.948e-05, eta: 2:30:07, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6642, decode.acc_seg: 76.3053, loss: 0.6642
2022-08-05 10:41:21,370 - mmseg - INFO - Iter [9150/40000] lr: 7.937e-05, eta: 2:29:39, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6296, decode.acc_seg: 77.0020, loss: 0.6296
2022-08-05 10:41:31,749 - mmseg - INFO - Iter [9200/40000] lr: 7.925e-05, eta: 2:29:10, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6149, decode.acc_seg: 77.0900, loss: 0.6149
2022-08-05 10:41:42,288 - mmseg - INFO - Iter [9250/40000] lr: 7.914e-05, eta: 2:28:42, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6249, decode.acc_seg: 77.1463, loss: 0.6249
2022-08-05 10:41:52,725 - mmseg - INFO - Iter [9300/40000] lr: 7.902e-05, eta: 2:28:14, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6462, decode.acc_seg: 76.7255, loss: 0.6462
2022-08-05 10:42:03,278 - mmseg - INFO - Iter [9350/40000] lr: 7.891e-05, eta: 2:27:47, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6117, decode.acc_seg: 77.3994, loss: 0.6117
2022-08-05 10:42:13,748 - mmseg - INFO - Iter [9400/40000] lr: 7.879e-05, eta: 2:27:20, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6456, decode.acc_seg: 76.1722, loss: 0.6456
2022-08-05 10:42:24,045 - mmseg - INFO - Iter [9450/40000] lr: 7.868e-05, eta: 2:26:52, time: 0.206, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6155, decode.acc_seg: 77.5633, loss: 0.6155
2022-08-05 10:42:36,871 - mmseg - INFO - Iter [9500/40000] lr: 7.856e-05, eta: 2:26:32, time: 0.257, data_time: 0.051, memory: 68371, decode.loss_ce: 0.6377, decode.acc_seg: 76.6316, loss: 0.6377
2022-08-05 10:42:47,419 - mmseg - INFO - Iter [9550/40000] lr: 7.845e-05, eta: 2:26:05, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5810, decode.acc_seg: 78.5852, loss: 0.5810
2022-08-05 10:42:57,700 - mmseg - INFO - Iter [9600/40000] lr: 7.834e-05, eta: 2:25:38, time: 0.206, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6027, decode.acc_seg: 77.3267, loss: 0.6027
2022-08-05 10:43:08,204 - mmseg - INFO - Iter [9650/40000] lr: 7.822e-05, eta: 2:25:12, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6072, decode.acc_seg: 77.5715, loss: 0.6072
2022-08-05 10:43:18,675 - mmseg - INFO - Iter [9700/40000] lr: 7.811e-05, eta: 2:24:45, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5867, decode.acc_seg: 78.5466, loss: 0.5867
2022-08-05 10:43:29,168 - mmseg - INFO - Iter [9750/40000] lr: 7.799e-05, eta: 2:24:19, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6083, decode.acc_seg: 77.9593, loss: 0.6083
2022-08-05 10:43:39,681 - mmseg - INFO - Iter [9800/40000] lr: 7.788e-05, eta: 2:23:53, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6088, decode.acc_seg: 77.3518, loss: 0.6088
2022-08-05 10:43:50,077 - mmseg - INFO - Iter [9850/40000] lr: 7.776e-05, eta: 2:23:27, time: 0.208, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6337, decode.acc_seg: 76.6096, loss: 0.6337
2022-08-05 10:44:00,636 - mmseg - INFO - Iter [9900/40000] lr: 7.765e-05, eta: 2:23:01, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5885, decode.acc_seg: 78.2981, loss: 0.5885
2022-08-05 10:44:11,093 - mmseg - INFO - Iter [9950/40000] lr: 7.753e-05, eta: 2:22:35, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6257, decode.acc_seg: 76.9737, loss: 0.6257
2022-08-05 10:44:21,439 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:44:21,439 - mmseg - INFO - Iter [10000/40000] lr: 7.742e-05, eta: 2:22:09, time: 0.207, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6523, decode.acc_seg: 76.2109, loss: 0.6523
2022-08-05 10:44:32,028 - mmseg - INFO - Iter [10050/40000] lr: 7.730e-05, eta: 2:21:44, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6505, decode.acc_seg: 76.6680, loss: 0.6505
2022-08-05 10:44:44,915 - mmseg - INFO - Iter [10100/40000] lr: 7.719e-05, eta: 2:21:26, time: 0.258, data_time: 0.059, memory: 68371, decode.loss_ce: 0.6283, decode.acc_seg: 77.0659, loss: 0.6283
2022-08-05 10:44:55,336 - mmseg - INFO - Iter [10150/40000] lr: 7.708e-05, eta: 2:21:01, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5869, decode.acc_seg: 78.4760, loss: 0.5869
2022-08-05 10:45:05,736 - mmseg - INFO - Iter [10200/40000] lr: 7.696e-05, eta: 2:20:36, time: 0.208, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6163, decode.acc_seg: 77.7179, loss: 0.6163
2022-08-05 10:45:16,070 - mmseg - INFO - Iter [10250/40000] lr: 7.685e-05, eta: 2:20:10, time: 0.206, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5688, decode.acc_seg: 78.9768, loss: 0.5688
2022-08-05 10:45:26,499 - mmseg - INFO - Iter [10300/40000] lr: 7.673e-05, eta: 2:19:46, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5971, decode.acc_seg: 77.9211, loss: 0.5971
2022-08-05 10:45:37,050 - mmseg - INFO - Iter [10350/40000] lr: 7.662e-05, eta: 2:19:21, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6238, decode.acc_seg: 77.3049, loss: 0.6238
2022-08-05 10:45:47,348 - mmseg - INFO - Iter [10400/40000] lr: 7.650e-05, eta: 2:18:56, time: 0.206, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6099, decode.acc_seg: 77.9498, loss: 0.6099
2022-08-05 10:45:57,838 - mmseg - INFO - Iter [10450/40000] lr: 7.639e-05, eta: 2:18:32, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5909, decode.acc_seg: 77.8914, loss: 0.5909
2022-08-05 10:46:08,306 - mmseg - INFO - Iter [10500/40000] lr: 7.627e-05, eta: 2:18:08, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5922, decode.acc_seg: 78.2770, loss: 0.5922
2022-08-05 10:46:18,650 - mmseg - INFO - Iter [10550/40000] lr: 7.616e-05, eta: 2:17:44, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5995, decode.acc_seg: 77.9546, loss: 0.5995
2022-08-05 10:46:28,972 - mmseg - INFO - Iter [10600/40000] lr: 7.604e-05, eta: 2:17:19, time: 0.206, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6045, decode.acc_seg: 78.2376, loss: 0.6045
2022-08-05 10:46:39,471 - mmseg - INFO - Iter [10650/40000] lr: 7.593e-05, eta: 2:16:56, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6104, decode.acc_seg: 77.2943, loss: 0.6104
2022-08-05 10:46:49,787 - mmseg - INFO - Iter [10700/40000] lr: 7.581e-05, eta: 2:16:31, time: 0.206, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5990, decode.acc_seg: 77.7867, loss: 0.5990
2022-08-05 10:47:02,709 - mmseg - INFO - Iter [10750/40000] lr: 7.570e-05, eta: 2:16:15, time: 0.259, data_time: 0.065, memory: 68371, decode.loss_ce: 0.6038, decode.acc_seg: 78.0312, loss: 0.6038
2022-08-05 10:47:13,208 - mmseg - INFO - Iter [10800/40000] lr: 7.558e-05, eta: 2:15:51, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5937, decode.acc_seg: 78.2124, loss: 0.5937
2022-08-05 10:47:23,490 - mmseg - INFO - Iter [10850/40000] lr: 7.547e-05, eta: 2:15:27, time: 0.206, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5623, decode.acc_seg: 78.9237, loss: 0.5623
2022-08-05 10:47:34,017 - mmseg - INFO - Iter [10900/40000] lr: 7.535e-05, eta: 2:15:04, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5850, decode.acc_seg: 78.3494, loss: 0.5850
2022-08-05 10:47:44,520 - mmseg - INFO - Iter [10950/40000] lr: 7.524e-05, eta: 2:14:41, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5867, decode.acc_seg: 78.6151, loss: 0.5867
2022-08-05 10:47:54,909 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:47:54,910 - mmseg - INFO - Iter [11000/40000] lr: 7.512e-05, eta: 2:14:18, time: 0.208, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5969, decode.acc_seg: 77.7818, loss: 0.5969
2022-08-05 10:48:05,349 - mmseg - INFO - Iter [11050/40000] lr: 7.501e-05, eta: 2:13:55, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6051, decode.acc_seg: 77.9598, loss: 0.6051
2022-08-05 10:48:15,894 - mmseg - INFO - Iter [11100/40000] lr: 7.489e-05, eta: 2:13:33, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5878, decode.acc_seg: 78.8985, loss: 0.5878
2022-08-05 10:48:26,444 - mmseg - INFO - Iter [11150/40000] lr: 7.478e-05, eta: 2:13:10, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5892, decode.acc_seg: 78.1277, loss: 0.5892
2022-08-05 10:48:36,941 - mmseg - INFO - Iter [11200/40000] lr: 7.466e-05, eta: 2:12:48, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5848, decode.acc_seg: 78.5771, loss: 0.5848
2022-08-05 10:48:47,352 - mmseg - INFO - Iter [11250/40000] lr: 7.455e-05, eta: 2:12:25, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5719, decode.acc_seg: 78.4825, loss: 0.5719
2022-08-05 10:48:57,914 - mmseg - INFO - Iter [11300/40000] lr: 7.443e-05, eta: 2:12:03, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.6056, decode.acc_seg: 77.4748, loss: 0.6056
2022-08-05 10:49:08,258 - mmseg - INFO - Iter [11350/40000] lr: 7.432e-05, eta: 2:11:41, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6069, decode.acc_seg: 77.5210, loss: 0.6069
2022-08-05 10:49:21,004 - mmseg - INFO - Iter [11400/40000] lr: 7.420e-05, eta: 2:11:24, time: 0.255, data_time: 0.055, memory: 68371, decode.loss_ce: 0.5586, decode.acc_seg: 78.7602, loss: 0.5586
2022-08-05 10:49:31,599 - mmseg - INFO - Iter [11450/40000] lr: 7.409e-05, eta: 2:11:02, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5616, decode.acc_seg: 79.1447, loss: 0.5616
2022-08-05 10:49:42,155 - mmseg - INFO - Iter [11500/40000] lr: 7.397e-05, eta: 2:10:41, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5952, decode.acc_seg: 77.9552, loss: 0.5952
2022-08-05 10:49:52,481 - mmseg - INFO - Iter [11550/40000] lr: 7.386e-05, eta: 2:10:18, time: 0.207, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5697, decode.acc_seg: 78.9630, loss: 0.5697
2022-08-05 10:50:02,930 - mmseg - INFO - Iter [11600/40000] lr: 7.374e-05, eta: 2:09:57, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5862, decode.acc_seg: 78.1918, loss: 0.5862
2022-08-05 10:50:13,410 - mmseg - INFO - Iter [11650/40000] lr: 7.363e-05, eta: 2:09:35, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5797, decode.acc_seg: 78.4776, loss: 0.5797
2022-08-05 10:50:23,728 - mmseg - INFO - Iter [11700/40000] lr: 7.351e-05, eta: 2:09:13, time: 0.206, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5766, decode.acc_seg: 78.6709, loss: 0.5766
2022-08-05 10:50:34,204 - mmseg - INFO - Iter [11750/40000] lr: 7.340e-05, eta: 2:08:52, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5760, decode.acc_seg: 78.5869, loss: 0.5760
2022-08-05 10:50:44,578 - mmseg - INFO - Iter [11800/40000] lr: 7.328e-05, eta: 2:08:30, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5727, decode.acc_seg: 78.7864, loss: 0.5727
2022-08-05 10:50:55,129 - mmseg - INFO - Iter [11850/40000] lr: 7.316e-05, eta: 2:08:09, time: 0.211, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5772, decode.acc_seg: 78.3824, loss: 0.5772
2022-08-05 10:51:05,675 - mmseg - INFO - Iter [11900/40000] lr: 7.305e-05, eta: 2:07:48, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5554, decode.acc_seg: 79.3978, loss: 0.5554
2022-08-05 10:51:16,159 - mmseg - INFO - Iter [11950/40000] lr: 7.293e-05, eta: 2:07:27, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5680, decode.acc_seg: 79.0803, loss: 0.5680
2022-08-05 10:51:28,883 - mmseg - INFO - Saving checkpoint at 12000 iterations
2022-08-05 10:51:30,376 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:51:30,376 - mmseg - INFO - Iter [12000/40000] lr: 7.282e-05, eta: 2:07:15, time: 0.284, data_time: 0.053, memory: 68371, decode.loss_ce: 0.5980, decode.acc_seg: 78.0634, loss: 0.5980
2022-08-05 10:51:47,544 - mmseg - INFO - per class results:
2022-08-05 10:51:47,550 - mmseg - INFO -
+---------------------+-------+-------+
| Class | IoU | Acc |
+---------------------+-------+-------+
| wall | 72.35 | 85.54 |
| building | 79.91 | 89.66 |
| sky | 93.8 | 96.99 |
| floor | 78.13 | 88.85 |
| tree | 69.77 | 88.21 |
| ceiling | 80.44 | 90.79 |
| road | 78.57 | 88.22 |
| bed | 83.03 | 93.28 |
| windowpane | 55.1 | 77.42 |
| grass | 61.17 | 69.97 |
| cabinet | 53.96 | 67.9 |
| sidewalk | 59.1 | 78.19 |
| person | 75.41 | 91.3 |
| earth | 33.6 | 44.58 |
| door | 35.35 | 48.92 |
| table | 49.97 | 68.63 |
| mountain | 53.55 | 79.14 |
| plant | 46.28 | 55.67 |
| curtain | 63.63 | 84.58 |
| chair | 47.65 | 61.63 |
| car | 80.38 | 91.76 |
| water | 53.13 | 70.72 |
| painting | 65.59 | 87.66 |
| sofa | 53.49 | 73.8 |
| shelf | 41.42 | 60.98 |
| house | 48.04 | 72.17 |
| sea | 53.25 | 71.89 |
| mirror | 45.19 | 50.9 |
| rug | 50.29 | 58.08 |
| field | 29.97 | 57.32 |
| armchair | 29.45 | 49.42 |
| seat | 61.26 | 77.5 |
| fence | 33.36 | 48.91 |
| desk | 38.59 | 56.33 |
| rock | 41.45 | 53.52 |
| wardrobe | 44.4 | 58.41 |
| lamp | 52.81 | 63.7 |
| bathtub | 65.94 | 76.04 |
| railing | 30.68 | 40.34 |
| cushion | 44.79 | 59.56 |
| base | 17.06 | 24.21 |
| box | 17.44 | 23.62 |
| column | 39.48 | 49.16 |
| signboard | 31.66 | 47.69 |
| chest of drawers | 28.24 | 37.68 |
| counter | 26.1 | 33.53 |
| sand | 29.03 | 50.15 |
| sink | 59.54 | 68.85 |
| skyscraper | 57.84 | 81.82 |
| fireplace | 60.17 | 78.98 |
| refrigerator | 58.9 | 76.17 |
| grandstand | 43.52 | 68.78 |
| path | 12.38 | 15.22 |
| stairs | 28.65 | 32.25 |
| runway | 71.86 | 95.23 |
| case | 58.58 | 69.59 |
| pool table | 86.5 | 95.05 |
| pillow | 46.46 | 55.48 |
| screen door | 40.77 | 47.88 |
| stairway | 32.31 | 43.77 |
| river | 16.04 | 23.07 |
| bridge | 54.15 | 70.05 |
| bookcase | 29.64 | 44.11 |
| blind | 21.43 | 22.03 |
| coffee table | 50.01 | 68.42 |
| toilet | 74.34 | 89.25 |
| flower | 30.34 | 45.09 |
| book | 45.09 | 66.39 |
| hill | 3.5 | 4.07 |
| bench | 42.1 | 46.71 |
| countertop | 43.72 | 57.25 |
| stove | 58.6 | 79.53 |
| palm | 45.1 | 68.98 |
| kitchen island | 26.28 | 46.8 |
| computer | 53.85 | 67.91 |
| swivel chair | 40.9 | 59.93 |
| boat | 48.0 | 57.68 |
| bar | 31.98 | 39.08 |
| arcade machine | 54.46 | 89.3 |
| hovel | 43.3 | 54.18 |
| bus | 78.22 | 91.61 |
| towel | 47.95 | 68.88 |
| light | 27.4 | 29.36 |
| truck | 23.19 | 31.33 |
| tower | 32.23 | 55.22 |
| chandelier | 57.94 | 73.84 |
| awning | 17.49 | 22.2 |
| streetlight | 15.98 | 19.74 |
| booth | 14.85 | 15.93 |
| television receiver | 61.41 | 74.59 |
| airplane | 49.21 | 61.11 |
| dirt track | 4.22 | 12.74 |
| apparel | 25.88 | 44.99 |
| pole | 9.4 | 11.05 |
| land | 0.0 | 0.0 |
| bannister | 7.82 | 9.16 |
| escalator | 34.8 | 64.91 |
| ottoman | 35.14 | 46.73 |
| bottle | 18.32 | 22.05 |
| buffet | 29.19 | 32.32 |
| poster | 7.22 | 8.14 |
| stage | 9.69 | 16.17 |
| van | 31.23 | 38.76 |
| ship | 21.06 | 27.72 |
| fountain | 18.77 | 21.37 |
| conveyer belt | 54.26 | 77.18 |
| canopy | 9.85 | 10.63 |
| washer | 64.27 | 67.31 |
| plaything | 11.37 | 13.11 |
| swimming pool | 51.06 | 75.03 |
| stool | 32.8 | 42.99 |
| barrel | 11.5 | 67.63 |
| basket | 24.35 | 37.72 |
| waterfall | 70.81 | 93.31 |
| tent | 90.2 | 98.17 |
| bag | 5.23 | 5.71 |
| minibike | 59.04 | 78.38 |
| cradle | 60.39 | 80.04 |
| oven | 10.49 | 15.39 |
| ball | 42.2 | 46.52 |
| food | 53.93 | 74.91 |
| step | 3.45 | 3.48 |
| tank | 33.92 | 37.37 |
| trade name | 16.42 | 18.58 |
| microwave | 43.98 | 51.35 |
| pot | 27.95 | 34.77 |
| animal | 60.24 | 67.05 |
| bicycle | 53.2 | 79.07 |
| lake | 0.0 | 0.0 |
| dishwasher | 42.69 | 51.37 |
| screen | 69.97 | 86.67 |
| blanket | 0.35 | 0.36 |
| sculpture | 31.48 | 39.96 |
| hood | 26.82 | 28.2 |
| sconce | 10.07 | 10.4 |
| vase | 26.47 | 35.4 |
| traffic light | 16.26 | 26.23 |
| tray | 0.86 | 0.99 |
| ashcan | 29.29 | 36.23 |
| fan | 42.56 | 48.28 |
| pier | 47.58 | 64.82 |
| crt screen | 0.0 | 0.0 |
| plate | 46.92 | 60.36 |
| monitor | 20.34 | 27.63 |
| bulletin board | 32.53 | 42.9 |
| shower | 0.0 | 0.0 |
| radiator | 46.62 | 49.81 |
| glass | 3.99 | 4.07 |
| clock | 21.65 | 24.75 |
| flag | 28.55 | 29.75 |
+---------------------+-------+-------+
2022-08-05 10:51:47,550 - mmseg - INFO - Summary:
2022-08-05 10:51:47,550 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 79.45 | 40.05 | 51.78 |
+-------+-------+-------+
2022-08-05 10:51:47,552 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:51:47,552 - mmseg - INFO - Iter(val) [250] aAcc: 0.7945, mIoU: 0.4005, mAcc: 0.5178, IoU.wall: 0.7235, IoU.building: 0.7991, IoU.sky: 0.9380, IoU.floor: 0.7813, IoU.tree: 0.6977, IoU.ceiling: 0.8044, IoU.road: 0.7857, IoU.bed : 0.8303, IoU.windowpane: 0.5510, IoU.grass: 0.6117, IoU.cabinet: 0.5396, IoU.sidewalk: 0.5910, IoU.person: 0.7541, IoU.earth: 0.3360, IoU.door: 0.3535, IoU.table: 0.4997, IoU.mountain: 0.5355, IoU.plant: 0.4628, IoU.curtain: 0.6363, IoU.chair: 0.4765, IoU.car: 0.8038, IoU.water: 0.5313, IoU.painting: 0.6559, IoU.sofa: 0.5349, IoU.shelf: 0.4142, IoU.house: 0.4804, IoU.sea: 0.5325, IoU.mirror: 0.4519, IoU.rug: 0.5029, IoU.field: 0.2997, IoU.armchair: 0.2945, IoU.seat: 0.6126, IoU.fence: 0.3336, IoU.desk: 0.3859, IoU.rock: 0.4145, IoU.wardrobe: 0.4440, IoU.lamp: 0.5281, IoU.bathtub: 0.6594, IoU.railing: 0.3068, IoU.cushion: 0.4479, IoU.base: 0.1706, IoU.box: 0.1744, IoU.column: 0.3948, IoU.signboard: 0.3166, IoU.chest of drawers: 0.2824, IoU.counter: 0.2610, IoU.sand: 0.2903, IoU.sink: 0.5954, IoU.skyscraper: 0.5784, IoU.fireplace: 0.6017, IoU.refrigerator: 0.5890, IoU.grandstand: 0.4352, IoU.path: 0.1238, IoU.stairs: 0.2865, IoU.runway: 0.7186, IoU.case: 0.5858, IoU.pool table: 0.8650, IoU.pillow: 0.4646, IoU.screen door: 0.4077, IoU.stairway: 0.3231, IoU.river: 0.1604, IoU.bridge: 0.5415, IoU.bookcase: 0.2964, IoU.blind: 0.2143, IoU.coffee table: 0.5001, IoU.toilet: 0.7434, IoU.flower: 0.3034, IoU.book: 0.4509, IoU.hill: 0.0350, IoU.bench: 0.4210, IoU.countertop: 0.4372, IoU.stove: 0.5860, IoU.palm: 0.4510, IoU.kitchen island: 0.2628, IoU.computer: 0.5385, IoU.swivel chair: 0.4090, IoU.boat: 0.4800, IoU.bar: 0.3198, IoU.arcade machine: 0.5446, IoU.hovel: 0.4330, IoU.bus: 0.7822, IoU.towel: 0.4795, IoU.light: 0.2740, IoU.truck: 0.2319, IoU.tower: 0.3223, IoU.chandelier: 0.5794, IoU.awning: 0.1749, IoU.streetlight: 0.1598, IoU.booth: 0.1485, IoU.television receiver: 0.6141, IoU.airplane: 0.4921, IoU.dirt track: 0.0422, IoU.apparel: 0.2588, IoU.pole: 0.0940, IoU.land: 0.0000, IoU.bannister: 0.0782, IoU.escalator: 0.3480, IoU.ottoman: 0.3514, IoU.bottle: 0.1832, IoU.buffet: 0.2919, IoU.poster: 0.0722, IoU.stage: 0.0969, IoU.van: 0.3123, IoU.ship: 0.2106, IoU.fountain: 0.1877, IoU.conveyer belt: 0.5426, IoU.canopy: 0.0985, IoU.washer: 0.6427, IoU.plaything: 0.1137, IoU.swimming pool: 0.5106, IoU.stool: 0.3280, IoU.barrel: 0.1150, IoU.basket: 0.2435, IoU.waterfall: 0.7081, IoU.tent: 0.9020, IoU.bag: 0.0523, IoU.minibike: 0.5904, IoU.cradle: 0.6039, IoU.oven: 0.1049, IoU.ball: 0.4220, IoU.food: 0.5393, IoU.step: 0.0345, IoU.tank: 0.3392, IoU.trade name: 0.1642, IoU.microwave: 0.4398, IoU.pot: 0.2795, IoU.animal: 0.6024, IoU.bicycle: 0.5320, IoU.lake: 0.0000, IoU.dishwasher: 0.4269, IoU.screen: 0.6997, IoU.blanket: 0.0035, IoU.sculpture: 0.3148, IoU.hood: 0.2682, IoU.sconce: 0.1007, IoU.vase: 0.2647, IoU.traffic light: 0.1626, IoU.tray: 0.0086, IoU.ashcan: 0.2929, IoU.fan: 0.4256, IoU.pier: 0.4758, IoU.crt screen: 0.0000, IoU.plate: 0.4692, IoU.monitor: 0.2034, IoU.bulletin board: 0.3253, IoU.shower: 0.0000, IoU.radiator: 0.4662, IoU.glass: 0.0399, IoU.clock: 0.2165, IoU.flag: 0.2855, Acc.wall: 0.8554, Acc.building: 0.8966, Acc.sky: 0.9699, Acc.floor: 0.8885, Acc.tree: 0.8821, Acc.ceiling: 0.9079, Acc.road: 0.8822, Acc.bed : 0.9328, Acc.windowpane: 0.7742, Acc.grass: 0.6997, Acc.cabinet: 0.6790, Acc.sidewalk: 0.7819, Acc.person: 0.9130, Acc.earth: 0.4458, Acc.door: 0.4892, Acc.table: 0.6863, Acc.mountain: 0.7914, Acc.plant: 0.5567, Acc.curtain: 0.8458, Acc.chair: 0.6163, Acc.car: 0.9176, Acc.water: 0.7072, Acc.painting: 0.8766, Acc.sofa: 0.7380, Acc.shelf: 0.6098, Acc.house: 0.7217, Acc.sea: 0.7189, Acc.mirror: 0.5090, Acc.rug: 0.5808, Acc.field: 0.5732, Acc.armchair: 0.4942, Acc.seat: 0.7750, Acc.fence: 0.4891, Acc.desk: 0.5633, Acc.rock: 0.5352, Acc.wardrobe: 0.5841, Acc.lamp: 0.6370, Acc.bathtub: 0.7604, Acc.railing: 0.4034, Acc.cushion: 0.5956, Acc.base: 0.2421, Acc.box: 0.2362, Acc.column: 0.4916, Acc.signboard: 0.4769, Acc.chest of drawers: 0.3768, Acc.counter: 0.3353, Acc.sand: 0.5015, Acc.sink: 0.6885, Acc.skyscraper: 0.8182, Acc.fireplace: 0.7898, Acc.refrigerator: 0.7617, Acc.grandstand: 0.6878, Acc.path: 0.1522, Acc.stairs: 0.3225, Acc.runway: 0.9523, Acc.case: 0.6959, Acc.pool table: 0.9505, Acc.pillow: 0.5548, Acc.screen door: 0.4788, Acc.stairway: 0.4377, Acc.river: 0.2307, Acc.bridge: 0.7005, Acc.bookcase: 0.4411, Acc.blind: 0.2203, Acc.coffee table: 0.6842, Acc.toilet: 0.8925, Acc.flower: 0.4509, Acc.book: 0.6639, Acc.hill: 0.0407, Acc.bench: 0.4671, Acc.countertop: 0.5725, Acc.stove: 0.7953, Acc.palm: 0.6898, Acc.kitchen island: 0.4680, Acc.computer: 0.6791, Acc.swivel chair: 0.5993, Acc.boat: 0.5768, Acc.bar: 0.3908, Acc.arcade machine: 0.8930, Acc.hovel: 0.5418, Acc.bus: 0.9161, Acc.towel: 0.6888, Acc.light: 0.2936, Acc.truck: 0.3133, Acc.tower: 0.5522, Acc.chandelier: 0.7384, Acc.awning: 0.2220, Acc.streetlight: 0.1974, Acc.booth: 0.1593, Acc.television receiver: 0.7459, Acc.airplane: 0.6111, Acc.dirt track: 0.1274, Acc.apparel: 0.4499, Acc.pole: 0.1105, Acc.land: 0.0000, Acc.bannister: 0.0916, Acc.escalator: 0.6491, Acc.ottoman: 0.4673, Acc.bottle: 0.2205, Acc.buffet: 0.3232, Acc.poster: 0.0814, Acc.stage: 0.1617, Acc.van: 0.3876, Acc.ship: 0.2772, Acc.fountain: 0.2137, Acc.conveyer belt: 0.7718, Acc.canopy: 0.1063, Acc.washer: 0.6731, Acc.plaything: 0.1311, Acc.swimming pool: 0.7503, Acc.stool: 0.4299, Acc.barrel: 0.6763, Acc.basket: 0.3772, Acc.waterfall: 0.9331, Acc.tent: 0.9817, Acc.bag: 0.0571, Acc.minibike: 0.7838, Acc.cradle: 0.8004, Acc.oven: 0.1539, Acc.ball: 0.4652, Acc.food: 0.7491, Acc.step: 0.0348, Acc.tank: 0.3737, Acc.trade name: 0.1858, Acc.microwave: 0.5135, Acc.pot: 0.3477, Acc.animal: 0.6705, Acc.bicycle: 0.7907, Acc.lake: 0.0000, Acc.dishwasher: 0.5137, Acc.screen: 0.8667, Acc.blanket: 0.0036, Acc.sculpture: 0.3996, Acc.hood: 0.2820, Acc.sconce: 0.1040, Acc.vase: 0.3540, Acc.traffic light: 0.2623, Acc.tray: 0.0099, Acc.ashcan: 0.3623, Acc.fan: 0.4828, Acc.pier: 0.6482, Acc.crt screen: 0.0000, Acc.plate: 0.6036, Acc.monitor: 0.2763, Acc.bulletin board: 0.4290, Acc.shower: 0.0000, Acc.radiator: 0.4981, Acc.glass: 0.0407, Acc.clock: 0.2475, Acc.flag: 0.2975
2022-08-05 10:51:57,932 - mmseg - INFO - Iter [12050/40000] lr: 7.270e-05, eta: 2:07:33, time: 0.551, data_time: 0.350, memory: 68371, decode.loss_ce: 0.5440, decode.acc_seg: 79.9055, loss: 0.5440
2022-08-05 10:52:08,416 - mmseg - INFO - Iter [12100/40000] lr: 7.259e-05, eta: 2:07:12, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5544, decode.acc_seg: 79.3167, loss: 0.5544
2022-08-05 10:52:19,042 - mmseg - INFO - Iter [12150/40000] lr: 7.247e-05, eta: 2:06:52, time: 0.212, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5657, decode.acc_seg: 79.2651, loss: 0.5657
2022-08-05 10:52:29,443 - mmseg - INFO - Iter [12200/40000] lr: 7.236e-05, eta: 2:06:30, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5921, decode.acc_seg: 78.3824, loss: 0.5921
2022-08-05 10:52:39,922 - mmseg - INFO - Iter [12250/40000] lr: 7.224e-05, eta: 2:06:10, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5653, decode.acc_seg: 79.0892, loss: 0.5653
2022-08-05 10:52:50,209 - mmseg - INFO - Iter [12300/40000] lr: 7.213e-05, eta: 2:05:48, time: 0.206, data_time: 0.006, memory: 68371, decode.loss_ce: 0.6001, decode.acc_seg: 77.5055, loss: 0.6001
2022-08-05 10:53:00,477 - mmseg - INFO - Iter [12350/40000] lr: 7.201e-05, eta: 2:05:27, time: 0.205, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5960, decode.acc_seg: 78.0004, loss: 0.5960
2022-08-05 10:53:13,847 - mmseg - INFO - Iter [12400/40000] lr: 7.189e-05, eta: 2:05:13, time: 0.267, data_time: 0.008, memory: 68371, decode.loss_ce: 0.5712, decode.acc_seg: 78.8812, loss: 0.5712
2022-08-05 10:53:24,406 - mmseg - INFO - Iter [12450/40000] lr: 7.178e-05, eta: 2:04:53, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5527, decode.acc_seg: 79.3551, loss: 0.5527
2022-08-05 10:53:34,967 - mmseg - INFO - Iter [12500/40000] lr: 7.166e-05, eta: 2:04:32, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5691, decode.acc_seg: 78.9588, loss: 0.5691
2022-08-05 10:53:45,204 - mmseg - INFO - Iter [12550/40000] lr: 7.155e-05, eta: 2:04:12, time: 0.205, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5511, decode.acc_seg: 79.0882, loss: 0.5511
2022-08-05 10:53:55,690 - mmseg - INFO - Iter [12600/40000] lr: 7.143e-05, eta: 2:03:51, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5753, decode.acc_seg: 78.8335, loss: 0.5753
2022-08-05 10:54:08,589 - mmseg - INFO - Iter [12650/40000] lr: 7.132e-05, eta: 2:03:36, time: 0.258, data_time: 0.058, memory: 68371, decode.loss_ce: 0.5510, decode.acc_seg: 79.6110, loss: 0.5510
2022-08-05 10:54:18,837 - mmseg - INFO - Iter [12700/40000] lr: 7.120e-05, eta: 2:03:16, time: 0.205, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5254, decode.acc_seg: 79.8976, loss: 0.5254
2022-08-05 10:54:29,175 - mmseg - INFO - Iter [12750/40000] lr: 7.109e-05, eta: 2:02:55, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5582, decode.acc_seg: 78.8548, loss: 0.5582
2022-08-05 10:54:39,574 - mmseg - INFO - Iter [12800/40000] lr: 7.097e-05, eta: 2:02:35, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5333, decode.acc_seg: 79.8858, loss: 0.5333
2022-08-05 10:54:50,069 - mmseg - INFO - Iter [12850/40000] lr: 7.085e-05, eta: 2:02:15, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5571, decode.acc_seg: 79.5766, loss: 0.5571
2022-08-05 10:55:00,380 - mmseg - INFO - Iter [12900/40000] lr: 7.074e-05, eta: 2:01:55, time: 0.206, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5779, decode.acc_seg: 79.1124, loss: 0.5779
2022-08-05 10:55:10,700 - mmseg - INFO - Iter [12950/40000] lr: 7.062e-05, eta: 2:01:35, time: 0.206, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5602, decode.acc_seg: 79.1239, loss: 0.5602
2022-08-05 10:55:21,250 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:55:21,250 - mmseg - INFO - Iter [13000/40000] lr: 7.051e-05, eta: 2:01:15, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5526, decode.acc_seg: 79.2430, loss: 0.5526
2022-08-05 10:55:31,716 - mmseg - INFO - Iter [13050/40000] lr: 7.039e-05, eta: 2:00:55, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5575, decode.acc_seg: 79.3279, loss: 0.5575
2022-08-05 10:55:42,165 - mmseg - INFO - Iter [13100/40000] lr: 7.027e-05, eta: 2:00:36, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5807, decode.acc_seg: 78.5995, loss: 0.5807
2022-08-05 10:55:52,769 - mmseg - INFO - Iter [13150/40000] lr: 7.016e-05, eta: 2:00:17, time: 0.212, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5693, decode.acc_seg: 78.6270, loss: 0.5693
2022-08-05 10:56:03,275 - mmseg - INFO - Iter [13200/40000] lr: 7.004e-05, eta: 1:59:57, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5503, decode.acc_seg: 79.4394, loss: 0.5503
2022-08-05 10:56:13,284 - mmseg - INFO - Iter [13250/40000] lr: 6.993e-05, eta: 1:59:37, time: 0.201, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5846, decode.acc_seg: 78.1677, loss: 0.5846
2022-08-05 10:56:26,356 - mmseg - INFO - Iter [13300/40000] lr: 6.981e-05, eta: 1:59:23, time: 0.261, data_time: 0.055, memory: 68371, decode.loss_ce: 0.5490, decode.acc_seg: 79.7633, loss: 0.5490
2022-08-05 10:56:36,681 - mmseg - INFO - Iter [13350/40000] lr: 6.969e-05, eta: 1:59:03, time: 0.206, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5529, decode.acc_seg: 79.7190, loss: 0.5529
2022-08-05 10:56:47,055 - mmseg - INFO - Iter [13400/40000] lr: 6.958e-05, eta: 1:58:44, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5419, decode.acc_seg: 79.7048, loss: 0.5419
2022-08-05 10:56:57,400 - mmseg - INFO - Iter [13450/40000] lr: 6.946e-05, eta: 1:58:24, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5387, decode.acc_seg: 79.6874, loss: 0.5387
2022-08-05 10:57:07,724 - mmseg - INFO - Iter [13500/40000] lr: 6.935e-05, eta: 1:58:05, time: 0.206, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5576, decode.acc_seg: 79.5609, loss: 0.5576
2022-08-05 10:57:17,983 - mmseg - INFO - Iter [13550/40000] lr: 6.923e-05, eta: 1:57:45, time: 0.205, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5581, decode.acc_seg: 79.2745, loss: 0.5581
2022-08-05 10:57:28,361 - mmseg - INFO - Iter [13600/40000] lr: 6.911e-05, eta: 1:57:26, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5523, decode.acc_seg: 79.2944, loss: 0.5523
2022-08-05 10:57:38,705 - mmseg - INFO - Iter [13650/40000] lr: 6.900e-05, eta: 1:57:07, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5498, decode.acc_seg: 79.5808, loss: 0.5498
2022-08-05 10:57:49,056 - mmseg - INFO - Iter [13700/40000] lr: 6.888e-05, eta: 1:56:48, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5593, decode.acc_seg: 78.7180, loss: 0.5593
2022-08-05 10:57:59,454 - mmseg - INFO - Iter [13750/40000] lr: 6.877e-05, eta: 1:56:29, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5582, decode.acc_seg: 79.3750, loss: 0.5582
2022-08-05 10:58:09,683 - mmseg - INFO - Iter [13800/40000] lr: 6.865e-05, eta: 1:56:10, time: 0.205, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5253, decode.acc_seg: 80.4456, loss: 0.5253
2022-08-05 10:58:20,060 - mmseg - INFO - Iter [13850/40000] lr: 6.853e-05, eta: 1:55:51, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5183, decode.acc_seg: 80.6564, loss: 0.5183
2022-08-05 10:58:32,849 - mmseg - INFO - Iter [13900/40000] lr: 6.842e-05, eta: 1:55:37, time: 0.256, data_time: 0.058, memory: 68371, decode.loss_ce: 0.5597, decode.acc_seg: 79.6740, loss: 0.5597
2022-08-05 10:58:43,284 - mmseg - INFO - Iter [13950/40000] lr: 6.830e-05, eta: 1:55:18, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.4958, decode.acc_seg: 81.3180, loss: 0.4958
2022-08-05 10:58:53,674 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 10:58:53,674 - mmseg - INFO - Iter [14000/40000] lr: 6.818e-05, eta: 1:55:00, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5424, decode.acc_seg: 79.7583, loss: 0.5424
2022-08-05 10:59:04,029 - mmseg - INFO - Iter [14050/40000] lr: 6.807e-05, eta: 1:54:41, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5321, decode.acc_seg: 79.6790, loss: 0.5321
2022-08-05 10:59:14,496 - mmseg - INFO - Iter [14100/40000] lr: 6.795e-05, eta: 1:54:23, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5261, decode.acc_seg: 79.9442, loss: 0.5261
2022-08-05 10:59:24,946 - mmseg - INFO - Iter [14150/40000] lr: 6.784e-05, eta: 1:54:04, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5402, decode.acc_seg: 79.4421, loss: 0.5402
2022-08-05 10:59:35,382 - mmseg - INFO - Iter [14200/40000] lr: 6.772e-05, eta: 1:53:46, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5348, decode.acc_seg: 79.9386, loss: 0.5348
2022-08-05 10:59:45,781 - mmseg - INFO - Iter [14250/40000] lr: 6.760e-05, eta: 1:53:28, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5593, decode.acc_seg: 78.9567, loss: 0.5593
2022-08-05 10:59:56,155 - mmseg - INFO - Iter [14300/40000] lr: 6.749e-05, eta: 1:53:09, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5429, decode.acc_seg: 79.7397, loss: 0.5429
2022-08-05 11:00:06,736 - mmseg - INFO - Iter [14350/40000] lr: 6.737e-05, eta: 1:52:51, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5460, decode.acc_seg: 80.2054, loss: 0.5460
2022-08-05 11:00:17,175 - mmseg - INFO - Iter [14400/40000] lr: 6.725e-05, eta: 1:52:33, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5467, decode.acc_seg: 79.7643, loss: 0.5467
2022-08-05 11:00:27,395 - mmseg - INFO - Iter [14450/40000] lr: 6.714e-05, eta: 1:52:15, time: 0.204, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5460, decode.acc_seg: 79.5831, loss: 0.5460
2022-08-05 11:00:37,792 - mmseg - INFO - Iter [14500/40000] lr: 6.702e-05, eta: 1:51:57, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5542, decode.acc_seg: 79.1441, loss: 0.5542
2022-08-05 11:00:50,619 - mmseg - INFO - Iter [14550/40000] lr: 6.690e-05, eta: 1:51:43, time: 0.257, data_time: 0.054, memory: 68371, decode.loss_ce: 0.5339, decode.acc_seg: 80.2532, loss: 0.5339
2022-08-05 11:01:01,033 - mmseg - INFO - Iter [14600/40000] lr: 6.679e-05, eta: 1:51:25, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5343, decode.acc_seg: 80.4155, loss: 0.5343
2022-08-05 11:01:11,476 - mmseg - INFO - Iter [14650/40000] lr: 6.667e-05, eta: 1:51:07, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5471, decode.acc_seg: 79.7568, loss: 0.5471
2022-08-05 11:01:21,945 - mmseg - INFO - Iter [14700/40000] lr: 6.655e-05, eta: 1:50:49, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5544, decode.acc_seg: 78.9135, loss: 0.5544
2022-08-05 11:01:32,360 - mmseg - INFO - Iter [14750/40000] lr: 6.644e-05, eta: 1:50:32, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5147, decode.acc_seg: 80.8064, loss: 0.5147
2022-08-05 11:01:42,703 - mmseg - INFO - Iter [14800/40000] lr: 6.632e-05, eta: 1:50:14, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5293, decode.acc_seg: 80.0811, loss: 0.5293
2022-08-05 11:01:53,087 - mmseg - INFO - Iter [14850/40000] lr: 6.621e-05, eta: 1:49:56, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5307, decode.acc_seg: 80.2189, loss: 0.5307
2022-08-05 11:02:03,490 - mmseg - INFO - Iter [14900/40000] lr: 6.609e-05, eta: 1:49:38, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5193, decode.acc_seg: 80.4727, loss: 0.5193
2022-08-05 11:02:13,882 - mmseg - INFO - Iter [14950/40000] lr: 6.597e-05, eta: 1:49:21, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5416, decode.acc_seg: 79.7655, loss: 0.5416
2022-08-05 11:02:24,257 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 11:02:24,258 - mmseg - INFO - Iter [15000/40000] lr: 6.585e-05, eta: 1:49:03, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5345, decode.acc_seg: 79.7514, loss: 0.5345
2022-08-05 11:02:34,415 - mmseg - INFO - Iter [15050/40000] lr: 6.574e-05, eta: 1:48:45, time: 0.203, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5457, decode.acc_seg: 79.3857, loss: 0.5457
2022-08-05 11:02:45,002 - mmseg - INFO - Iter [15100/40000] lr: 6.562e-05, eta: 1:48:28, time: 0.212, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5234, decode.acc_seg: 80.6210, loss: 0.5234
2022-08-05 11:02:57,671 - mmseg - INFO - Iter [15150/40000] lr: 6.550e-05, eta: 1:48:14, time: 0.253, data_time: 0.052, memory: 68371, decode.loss_ce: 0.5163, decode.acc_seg: 80.8300, loss: 0.5163
2022-08-05 11:03:08,043 - mmseg - INFO - Iter [15200/40000] lr: 6.539e-05, eta: 1:47:57, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5181, decode.acc_seg: 80.3903, loss: 0.5181
2022-08-05 11:03:18,367 - mmseg - INFO - Iter [15250/40000] lr: 6.527e-05, eta: 1:47:39, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5330, decode.acc_seg: 80.1433, loss: 0.5330
2022-08-05 11:03:28,855 - mmseg - INFO - Iter [15300/40000] lr: 6.515e-05, eta: 1:47:22, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5210, decode.acc_seg: 80.8743, loss: 0.5210
2022-08-05 11:03:39,422 - mmseg - INFO - Iter [15350/40000] lr: 6.504e-05, eta: 1:47:05, time: 0.211, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5191, decode.acc_seg: 80.5543, loss: 0.5191
2022-08-05 11:03:49,902 - mmseg - INFO - Iter [15400/40000] lr: 6.492e-05, eta: 1:46:48, time: 0.210, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5240, decode.acc_seg: 79.9662, loss: 0.5240
2022-08-05 11:04:00,355 - mmseg - INFO - Iter [15450/40000] lr: 6.480e-05, eta: 1:46:31, time: 0.209, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5284, decode.acc_seg: 80.2660, loss: 0.5284
2022-08-05 11:04:10,660 - mmseg - INFO - Iter [15500/40000] lr: 6.469e-05, eta: 1:46:13, time: 0.206, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5119, decode.acc_seg: 80.6587, loss: 0.5119
2022-08-05 11:04:21,180 - mmseg - INFO - Iter [15550/40000] lr: 6.457e-05, eta: 1:45:56, time: 0.210, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5294, decode.acc_seg: 80.3695, loss: 0.5294
2022-08-05 11:04:31,621 - mmseg - INFO - Iter [15600/40000] lr: 6.445e-05, eta: 1:45:39, time: 0.209, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5088, decode.acc_seg: 80.7556, loss: 0.5088
2022-08-05 11:04:41,907 - mmseg - INFO - Iter [15650/40000] lr: 6.434e-05, eta: 1:45:22, time: 0.206, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5118, decode.acc_seg: 80.4854, loss: 0.5118
2022-08-05 11:04:52,326 - mmseg - INFO - Iter [15700/40000] lr: 6.422e-05, eta: 1:45:05, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5230, decode.acc_seg: 80.4406, loss: 0.5230
2022-08-05 11:05:02,615 - mmseg - INFO - Iter [15750/40000] lr: 6.410e-05, eta: 1:44:48, time: 0.206, data_time: 0.007, memory: 68371, decode.loss_ce: 0.5391, decode.acc_seg: 79.8501, loss: 0.5391
2022-08-05 11:05:15,361 - mmseg - INFO - Iter [15800/40000] lr: 6.398e-05, eta: 1:44:35, time: 0.255, data_time: 0.053, memory: 68371, decode.loss_ce: 0.4995, decode.acc_seg: 81.2226, loss: 0.4995
2022-08-05 11:05:25,702 - mmseg - INFO - Iter [15850/40000] lr: 6.387e-05, eta: 1:44:18, time: 0.207, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5231, decode.acc_seg: 80.4195, loss: 0.5231
2022-08-05 11:05:36,105 - mmseg - INFO - Iter [15900/40000] lr: 6.375e-05, eta: 1:44:01, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5325, decode.acc_seg: 80.3129, loss: 0.5325
2022-08-05 11:05:46,524 - mmseg - INFO - Iter [15950/40000] lr: 6.363e-05, eta: 1:43:44, time: 0.208, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5040, decode.acc_seg: 81.0891, loss: 0.5040
2022-08-05 11:05:56,999 - mmseg - INFO - Saving checkpoint at 16000 iterations
2022-08-05 11:05:58,429 - mmseg - INFO - Exp name: fpn_512_nextvit_small_80k.py
2022-08-05 11:05:58,429 - mmseg - INFO - Iter [16000/40000] lr: 6.352e-05, eta: 1:43:30, time: 0.238, data_time: 0.006, memory: 68371, decode.loss_ce: 0.5284, decode.acc_seg: 80.1565, loss: 0.5284
2022-08-05 11:06:14,964 - mmseg - INFO - per class results:
2022-08-05 11:06:14,971 - mmseg - INFO -
+---------------------+-------+-------+
| Class | IoU | Acc |
+---------------------+-------+-------+
| wall | 74.02 | 85.98 |
| building | 81.23 | 90.77 |
| sky | 93.92 | 97.11 |
| floor | 79.08 | 86.93 |
| tree | 72.6 | 89.25 |
| ceiling | 80.68 | 91.0 |
| road | 81.32 | 89.41 |
| bed | 81.74 | 94.62 |
| windowpane | 56.44 | 71.38 |
| grass | 65.33 | 79.0 |
| cabinet | 52.73 | 68.53 |
| sidewalk | 60.23 | 77.46 |
| person | 77.49 | 89.5 |
| earth | 34.54 | 49.3 |
| door | 38.93 | 55.44 |
| table | 50.84 | 70.13 |
| mountain | 54.25 | 71.54 |
| plant | 46.78 | 57.06 |
| curtain | 67.83 | 84.61 |
| chair | 50.92 | 68.18 |
| car | 81.61 | 92.13 |
| water | 51.2 | 72.58 |
| painting | 68.03 | 82.38 |
| sofa | 55.03 | 71.33 |
| shelf | 38.44 | 54.83 |
| house | 44.11 | 63.98 |
| sea | 49.14 | 66.22 |
| mirror | 49.9 | 57.78 |
| rug | 62.11 | 74.25 |
| field | 31.03 | 56.01 |
| armchair | 32.62 | 51.08 |
| seat | 62.07 | 80.43 |
| fence | 32.63 | 50.63 |
| desk | 39.71 | 61.84 |
| rock | 37.15 | 53.66 |
| wardrobe | 43.81 | 65.86 |
| lamp | 54.03 | 68.18 |
| bathtub | 65.81 | 78.64 |
| railing | 32.04 | 44.29 |
| cushion | 46.71 | 61.99 |
| base | 20.45 | 29.2 |
| box | 18.59 | 24.0 |
| column | 40.05 | 47.98 |
| signboard | 32.54 | 40.92 |
| chest of drawers | 31.75 | 50.17 |
| counter | 21.61 | 29.44 |
| sand | 39.23 | 45.0 |
| sink | 61.06 | 73.61 |
| skyscraper | 63.01 | 81.03 |
| fireplace | 56.19 | 70.78 |
| refrigerator | 59.94 | 69.49 |
| grandstand | 40.86 | 82.52 |
| path | 21.43 | 33.83 |
| stairs | 33.37 | 39.53 |
| runway | 72.02 | 93.8 |
| case | 54.47 | 76.57 |
| pool table | 86.45 | 96.21 |
| pillow | 48.41 | 61.57 |
| screen door | 44.13 | 53.23 |
| stairway | 35.42 | 42.92 |
| river | 11.37 | 19.7 |
| bridge | 50.74 | 72.16 |
| bookcase | 27.51 | 43.94 |
| blind | 38.08 | 42.74 |
| coffee table | 43.82 | 80.83 |
| toilet | 76.7 | 88.86 |
| flower | 29.58 | 40.88 |
| book | 42.92 | 68.56 |
| hill | 6.82 | 10.32 |
| bench | 39.17 | 54.45 |
| countertop | 51.98 | 65.81 |
| stove | 60.15 | 72.44 |
| palm | 46.53 | 67.37 |
| kitchen island | 27.53 | 62.48 |
| computer | 54.89 | 67.13 |
| swivel chair | 44.72 | 59.48 |
| boat | 44.72 | 58.86 |
| bar | 34.75 | 51.44 |
| arcade machine | 67.79 | 70.91 |
| hovel | 49.63 | 70.52 |
| bus | 76.04 | 92.22 |
| towel | 54.43 | 68.71 |
| light | 36.97 | 40.86 |
| truck | 25.75 | 37.39 |
| tower | 9.47 | 12.02 |
| chandelier | 58.35 | 75.89 |
| awning | 21.51 | 25.59 |
| streetlight | 16.5 | 19.89 |
| booth | 33.58 | 40.66 |
| television receiver | 61.06 | 77.12 |
| airplane | 55.87 | 64.68 |
| dirt track | 4.44 | 4.67 |
| apparel | 26.7 | 38.56 |
| pole | 15.86 | 20.27 |
| land | 0.31 | 0.33 |
| bannister | 7.63 | 9.04 |
| escalator | 28.62 | 40.29 |
| ottoman | 34.3 | 50.83 |
| bottle | 20.54 | 24.59 |
| buffet | 36.41 | 43.28 |
| poster | 4.69 | 5.0 |
| stage | 7.43 | 12.01 |
| van | 26.37 | 31.01 |
| ship | 66.81 | 87.18 |
| fountain | 24.56 | 27.17 |
| conveyer belt | 64.06 | 88.26 |
| canopy | 25.53 | 37.31 |
| washer | 77.46 | 81.24 |
| plaything | 12.75 | 15.29 |
| swimming pool | 46.21 | 73.52 |
| stool | 26.42 | 32.85 |
| barrel | 25.86 | 71.28 |
| basket | 26.4 | 31.68 |
| waterfall | 73.93 | 93.8 |
| tent | 87.14 | 98.56 |
| bag | 2.37 | 2.46 |
| minibike | 56.46 | 66.57 |
| cradle | 60.82 | 80.46 |
| oven | 15.57 | 27.25 |
| ball | 45.09 | 61.06 |
| food | 45.85 | 53.36 |
| step | 4.49 | 5.3 |
| tank | 44.21 | 56.59 |
| trade name | 13.95 | 14.56 |
| microwave | 62.87 | 69.61 |
| pot | 32.19 | 38.89 |
| animal | 55.8 | 63.62 |
| bicycle | 50.9 | 71.37 |
| lake | 5.16 | 5.23 |
| dishwasher | 46.25 | 50.09 |
| screen | 68.6 | 86.2 |
| blanket | 3.44 | 3.64 |
| sculpture | 34.23 | 42.32 |
| hood | 45.94 | 51.59 |
| sconce | 13.59 | 14.84 |
| vase | 26.17 | 42.25 |
| traffic light | 17.74 | 26.03 |
| tray | 2.62 | 3.16 |
| ashcan | 28.87 | 34.34 |
| fan | 50.11 | 62.33 |
| pier | 44.28 | 83.93 |
| crt screen | 0.0 | 0.0 |
| plate | 47.92 | 58.95 |
| monitor | 17.91 | 25.08 |
| bulletin board | 38.47 | 47.72 |
| shower | 0.0 | 0.0 |
| radiator | 53.57 | 63.74 |
| glass | 8.25 | 8.71 |
| clock | 27.26 | 30.22 |
| flag | 27.83 | 29.77 |
+---------------------+-------+-------+
2022-08-05 11:06:14,971 - mmseg - INFO - Summary:
2022-08-05 11:06:14,971 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |