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Question about reproduce 71mIOU #6

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LovPe opened this issue May 26, 2020 · 7 comments
Open

Question about reproduce 71mIOU #6

LovPe opened this issue May 26, 2020 · 7 comments

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@LovPe
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LovPe commented May 26, 2020 •
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Thanks for Amazing code . When reproduce your mIOU encounter some problem:
1-when Achieving 71 mIOU, do you train from imageNet pretrain model?
1- Can not loading pretrain model from "models/model_store.py" because of broken link. so I use pytorch offical model instead. but some parameter can not be load due to "deep_stem" flag in ResNet model. So I set deep_stem=False. Will this hurt performance?

I use pytorch1.4 with cuda10. Currently achieve mIOU 66.1 with ResNet50 backbone
@omidhm
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omidhm commented Sep 29, 2021

I ran into same issue. Did you solve it with the current ResNet?

@nguyentritai2906
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I can not reproduce the 71 mIoU claim but I got 69.7 mIoU on Cityscapes-val set which is pretty close using this for ResNet50 and this for testing

Log 
2021-11-10 13:41:22,534 semantic_segmentation INFO: Start validation, Total sample: 500
2021-11-10 13:41:22,913 semantic_segmentation INFO: Sample: 1, validation pixAcc: 93.434, mIoU: 41.436, time: 0.014s
2021-11-10 13:41:24,270 semantic_segmentation INFO: Sample: 2, validation pixAcc: 94.757, mIoU: 46.109, time: 0.009s
2021-11-10 13:41:25,638 semantic_segmentation INFO: Sample: 3, validation pixAcc: 95.249, mIoU: 53.315, time: 0.010s
2021-11-10 13:41:26,976 semantic_segmentation INFO: Sample: 4, validation pixAcc: 95.900, mIoU: 58.048, time: 0.010s
2021-11-10 13:41:28,315 semantic_segmentation INFO: Sample: 5, validation pixAcc: 96.015, mIoU: 57.430, time: 0.010s
2021-11-10 13:41:29,678 semantic_segmentation INFO: Sample: 6, validation pixAcc: 96.272, mIoU: 57.602, time: 0.009s
2021-11-10 13:41:31,009 semantic_segmentation INFO: Sample: 7, validation pixAcc: 96.282, mIoU: 61.214, time: 0.010s
2021-11-10 13:41:32,317 semantic_segmentation INFO: Sample: 8, validation pixAcc: 96.152, mIoU: 61.401, time: 0.009s
2021-11-10 13:41:33,607 semantic_segmentation INFO: Sample: 9, validation pixAcc: 95.871, mIoU: 61.259, time: 0.010s
2021-11-10 13:41:34,986 semantic_segmentation INFO: Sample: 10, validation pixAcc: 95.819, mIoU: 61.780, time: 0.009s
2021-11-10 13:41:36,343 semantic_segmentation INFO: Sample: 11, validation pixAcc: 95.874, mIoU: 61.310, time: 0.009s
2021-11-10 13:41:37,692 semantic_segmentation INFO: Sample: 12, validation pixAcc: 95.844, mIoU: 61.283, time: 0.010s
2021-11-10 13:41:39,096 semantic_segmentation INFO: Sample: 13, validation pixAcc: 96.031, mIoU: 61.368, time: 0.010s
2021-11-10 13:41:40,442 semantic_segmentation INFO: Sample: 14, validation pixAcc: 96.176, mIoU: 61.362, time: 0.010s
2021-11-10 13:41:41,755 semantic_segmentation INFO: Sample: 15, validation pixAcc: 96.153, mIoU: 61.818, time: 0.010s
2021-11-10 13:41:43,192 semantic_segmentation INFO: Sample: 16, validation pixAcc: 96.230, mIoU: 61.739, time: 0.010s
2021-11-10 13:41:44,531 semantic_segmentation INFO: Sample: 17, validation pixAcc: 96.165, mIoU: 61.422, time: 0.009s
2021-11-10 13:41:45,938 semantic_segmentation INFO: Sample: 18, validation pixAcc: 96.121, mIoU: 61.287, time: 0.009s
2021-11-10 13:41:47,293 semantic_segmentation INFO: Sample: 19, validation pixAcc: 96.115, mIoU: 61.698, time: 0.009s
2021-11-10 13:41:48,672 semantic_segmentation INFO: Sample: 20, validation pixAcc: 96.096, mIoU: 65.183, time: 0.009s
2021-11-10 13:41:50,052 semantic_segmentation INFO: Sample: 21, validation pixAcc: 96.171, mIoU: 65.512, time: 0.010s
2021-11-10 13:41:51,414 semantic_segmentation INFO: Sample: 22, validation pixAcc: 96.193, mIoU: 65.210, time: 0.009s
2021-11-10 13:41:52,776 semantic_segmentation INFO: Sample: 23, validation pixAcc: 96.242, mIoU: 65.084, time: 0.009s
2021-11-10 13:41:54,149 semantic_segmentation INFO: Sample: 24, validation pixAcc: 96.289, mIoU: 64.940, time: 0.009s
2021-11-10 13:41:55,523 semantic_segmentation INFO: Sample: 25, validation pixAcc: 96.334, mIoU: 65.058, time: 0.010s
2021-11-10 13:41:56,930 semantic_segmentation INFO: Sample: 26, validation pixAcc: 96.265, mIoU: 64.881, time: 0.010s
2021-11-10 13:41:58,297 semantic_segmentation INFO: Sample: 27, validation pixAcc: 96.192, mIoU: 65.471, time: 0.010s
2021-11-10 13:41:59,611 semantic_segmentation INFO: Sample: 28, validation pixAcc: 96.171, mIoU: 66.073, time: 0.011s
2021-11-10 13:42:00,942 semantic_segmentation INFO: Sample: 29, validation pixAcc: 96.179, mIoU: 65.701, time: 0.009s
2021-11-10 13:42:02,336 semantic_segmentation INFO: Sample: 30, validation pixAcc: 96.186, mIoU: 66.556, time: 0.010s
2021-11-10 13:42:03,662 semantic_segmentation INFO: Sample: 31, validation pixAcc: 96.178, mIoU: 66.137, time: 0.009s
2021-11-10 13:42:05,017 semantic_segmentation INFO: Sample: 32, validation pixAcc: 96.228, mIoU: 66.130, time: 0.010s
2021-11-10 13:42:06,359 semantic_segmentation INFO: Sample: 33, validation pixAcc: 96.279, mIoU: 66.353, time: 0.010s
2021-11-10 13:42:07,749 semantic_segmentation INFO: Sample: 34, validation pixAcc: 96.297, mIoU: 66.259, time: 0.010s
2021-11-10 13:42:09,100 semantic_segmentation INFO: Sample: 35, validation pixAcc: 96.268, mIoU: 67.255, time: 0.010s
2021-11-10 13:42:10,496 semantic_segmentation INFO: Sample: 36, validation pixAcc: 96.256, mIoU: 67.200, time: 0.010s
2021-11-10 13:42:11,872 semantic_segmentation INFO: Sample: 37, validation pixAcc: 96.316, mIoU: 67.222, time: 0.009s
2021-11-10 13:42:13,210 semantic_segmentation INFO: Sample: 38, validation pixAcc: 96.281, mIoU: 67.176, time: 0.010s
2021-11-10 13:42:14,546 semantic_segmentation INFO: Sample: 39, validation pixAcc: 96.336, mIoU: 67.251, time: 0.010s
2021-11-10 13:42:15,960 semantic_segmentation INFO: Sample: 40, validation pixAcc: 96.383, mIoU: 67.336, time: 0.010s
2021-11-10 13:42:17,395 semantic_segmentation INFO: Sample: 41, validation pixAcc: 96.352, mIoU: 67.551, time: 0.010s
2021-11-10 13:42:18,800 semantic_segmentation INFO: Sample: 42, validation pixAcc: 96.337, mIoU: 67.478, time: 0.010s
2021-11-10 13:42:20,205 semantic_segmentation INFO: Sample: 43, validation pixAcc: 96.345, mIoU: 67.373, time: 0.009s
2021-11-10 13:42:21,552 semantic_segmentation INFO: Sample: 44, validation pixAcc: 96.340, mIoU: 67.361, time: 0.010s
2021-11-10 13:42:22,932 semantic_segmentation INFO: Sample: 45, validation pixAcc: 96.335, mIoU: 67.243, time: 0.009s
2021-11-10 13:42:24,266 semantic_segmentation INFO: Sample: 46, validation pixAcc: 96.359, mIoU: 67.209, time: 0.009s
2021-11-10 13:42:25,682 semantic_segmentation INFO: Sample: 47, validation pixAcc: 96.315, mIoU: 67.071, time: 0.010s
2021-11-10 13:42:27,071 semantic_segmentation INFO: Sample: 48, validation pixAcc: 96.360, mIoU: 67.116, time: 0.009s
2021-11-10 13:42:28,470 semantic_segmentation INFO: Sample: 49, validation pixAcc: 96.310, mIoU: 67.047, time: 0.009s
2021-11-10 13:42:29,830 semantic_segmentation INFO: Sample: 50, validation pixAcc: 96.300, mIoU: 66.734, time: 0.010s
2021-11-10 13:42:31,175 semantic_segmentation INFO: Sample: 51, validation pixAcc: 96.332, mIoU: 66.750, time: 0.009s
2021-11-10 13:42:32,529 semantic_segmentation INFO: Sample: 52, validation pixAcc: 96.271, mIoU: 67.177, time: 0.009s
2021-11-10 13:42:33,919 semantic_segmentation INFO: Sample: 53, validation pixAcc: 96.285, mIoU: 67.130, time: 0.009s
2021-11-10 13:42:35,265 semantic_segmentation INFO: Sample: 54, validation pixAcc: 96.267, mIoU: 67.064, time: 0.009s
2021-11-10 13:42:36,625 semantic_segmentation INFO: Sample: 55, validation pixAcc: 96.277, mIoU: 67.057, time: 0.009s
2021-11-10 13:42:37,928 semantic_segmentation INFO: Sample: 56, validation pixAcc: 96.269, mIoU: 67.197, time: 0.009s
2021-11-10 13:42:39,220 semantic_segmentation INFO: Sample: 57, validation pixAcc: 96.290, mIoU: 67.201, time: 0.010s
2021-11-10 13:42:40,547 semantic_segmentation INFO: Sample: 58, validation pixAcc: 96.299, mIoU: 67.178, time: 0.009s
2021-11-10 13:42:41,897 semantic_segmentation INFO: Sample: 59, validation pixAcc: 96.325, mIoU: 67.262, time: 0.010s
2021-11-10 13:42:43,319 semantic_segmentation INFO: Sample: 60, validation pixAcc: 96.330, mIoU: 67.894, time: 0.009s
2021-11-10 13:42:44,683 semantic_segmentation INFO: Sample: 61, validation pixAcc: 96.323, mIoU: 67.701, time: 0.009s
2021-11-10 13:42:46,052 semantic_segmentation INFO: Sample: 62, validation pixAcc: 96.343, mIoU: 67.831, time: 0.009s
2021-11-10 13:42:47,391 semantic_segmentation INFO: Sample: 63, validation pixAcc: 96.329, mIoU: 67.647, time: 0.009s
2021-11-10 13:42:48,983 semantic_segmentation INFO: Sample: 64, validation pixAcc: 96.337, mIoU: 67.724, time: 0.009s
2021-11-10 13:42:50,325 semantic_segmentation INFO: Sample: 65, validation pixAcc: 96.304, mIoU: 67.511, time: 0.009s
2021-11-10 13:42:51,664 semantic_segmentation INFO: Sample: 66, validation pixAcc: 96.328, mIoU: 68.306, time: 0.010s
2021-11-10 13:42:53,053 semantic_segmentation INFO: Sample: 67, validation pixAcc: 96.270, mIoU: 68.275, time: 0.010s
2021-11-10 13:42:54,460 semantic_segmentation INFO: Sample: 68, validation pixAcc: 96.290, mIoU: 68.263, time: 0.010s
2021-11-10 13:42:55,812 semantic_segmentation INFO: Sample: 69, validation pixAcc: 96.318, mIoU: 68.299, time: 0.009s
2021-11-10 13:42:57,193 semantic_segmentation INFO: Sample: 70, validation pixAcc: 96.320, mIoU: 68.331, time: 0.009s
2021-11-10 13:42:58,512 semantic_segmentation INFO: Sample: 71, validation pixAcc: 96.331, mIoU: 68.401, time: 0.009s
2021-11-10 13:42:59,847 semantic_segmentation INFO: Sample: 72, validation pixAcc: 96.353, mIoU: 68.412, time: 0.009s
2021-11-10 13:43:01,207 semantic_segmentation INFO: Sample: 73, validation pixAcc: 96.335, mIoU: 68.449, time: 0.009s
2021-11-10 13:43:02,570 semantic_segmentation INFO: Sample: 74, validation pixAcc: 96.304, mIoU: 68.560, time: 0.009s
2021-11-10 13:43:03,915 semantic_segmentation INFO: Sample: 75, validation pixAcc: 96.283, mIoU: 68.513, time: 0.009s
2021-11-10 13:43:05,158 semantic_segmentation INFO: Sample: 76, validation pixAcc: 96.255, mIoU: 68.427, time: 0.009s
2021-11-10 13:43:06,499 semantic_segmentation INFO: Sample: 77, validation pixAcc: 96.228, mIoU: 68.422, time: 0.010s
2021-11-10 13:43:07,874 semantic_segmentation INFO: Sample: 78, validation pixAcc: 96.219, mIoU: 68.425, time: 0.009s
2021-11-10 13:43:09,196 semantic_segmentation INFO: Sample: 79, validation pixAcc: 96.209, mIoU: 68.282, time: 0.009s
2021-11-10 13:43:10,572 semantic_segmentation INFO: Sample: 80, validation pixAcc: 96.227, mIoU: 68.397, time: 0.009s
2021-11-10 13:43:11,952 semantic_segmentation INFO: Sample: 81, validation pixAcc: 96.235, mIoU: 68.367, time: 0.009s
2021-11-10 13:43:13,309 semantic_segmentation INFO: Sample: 82, validation pixAcc: 96.244, mIoU: 68.374, time: 0.009s
2021-11-10 13:43:14,703 semantic_segmentation INFO: Sample: 83, validation pixAcc: 96.254, mIoU: 68.477, time: 0.009s
2021-11-10 13:43:16,099 semantic_segmentation INFO: Sample: 84, validation pixAcc: 96.250, mIoU: 68.443, time: 0.009s
2021-11-10 13:43:17,425 semantic_segmentation INFO: Sample: 85, validation pixAcc: 96.244, mIoU: 68.283, time: 0.009s
2021-11-10 13:43:18,816 semantic_segmentation INFO: Sample: 86, validation pixAcc: 96.260, mIoU: 68.315, time: 0.009s
2021-11-10 13:43:20,158 semantic_segmentation INFO: Sample: 87, validation pixAcc: 96.277, mIoU: 68.327, time: 0.009s
2021-11-10 13:43:21,525 semantic_segmentation INFO: Sample: 88, validation pixAcc: 96.253, mIoU: 68.265, time: 0.009s
2021-11-10 13:43:22,860 semantic_segmentation INFO: Sample: 89, validation pixAcc: 96.261, mIoU: 68.276, time: 0.009s
2021-11-10 13:43:24,162 semantic_segmentation INFO: Sample: 90, validation pixAcc: 96.263, mIoU: 68.190, time: 0.009s
2021-11-10 13:43:25,531 semantic_segmentation INFO: Sample: 91, validation pixAcc: 96.264, mIoU: 68.257, time: 0.009s
2021-11-10 13:43:26,895 semantic_segmentation INFO: Sample: 92, validation pixAcc: 96.271, mIoU: 68.496, time: 0.009s
2021-11-10 13:43:28,259 semantic_segmentation INFO: Sample: 93, validation pixAcc: 96.275, mIoU: 68.483, time: 0.009s
2021-11-10 13:43:29,632 semantic_segmentation INFO: Sample: 94, validation pixAcc: 96.280, mIoU: 68.515, time: 0.010s
2021-11-10 13:43:30,981 semantic_segmentation INFO: Sample: 95, validation pixAcc: 96.295, mIoU: 68.523, time: 0.009s
2021-11-10 13:43:32,358 semantic_segmentation INFO: Sample: 96, validation pixAcc: 96.317, mIoU: 68.525, time: 0.009s
2021-11-10 13:43:33,747 semantic_segmentation INFO: Sample: 97, validation pixAcc: 96.317, mIoU: 68.502, time: 0.009s
2021-11-10 13:43:35,215 semantic_segmentation INFO: Sample: 98, validation pixAcc: 96.298, mIoU: 68.686, time: 0.009s
2021-11-10 13:43:36,591 semantic_segmentation INFO: Sample: 99, validation pixAcc: 96.306, mIoU: 68.675, time: 0.009s
2021-11-10 13:43:37,948 semantic_segmentation INFO: Sample: 100, validation pixAcc: 96.314, mIoU: 69.487, time: 0.009s
2021-11-10 13:43:39,288 semantic_segmentation INFO: Sample: 101, validation pixAcc: 96.305, mIoU: 69.267, time: 0.009s
2021-11-10 13:43:40,651 semantic_segmentation INFO: Sample: 102, validation pixAcc: 96.291, mIoU: 69.247, time: 0.009s
2021-11-10 13:43:42,024 semantic_segmentation INFO: Sample: 103, validation pixAcc: 96.301, mIoU: 69.391, time: 0.010s
2021-11-10 13:43:43,424 semantic_segmentation INFO: Sample: 104, validation pixAcc: 96.306, mIoU: 69.367, time: 0.010s
2021-11-10 13:43:44,787 semantic_segmentation INFO: Sample: 105, validation pixAcc: 96.302, mIoU: 69.308, time: 0.009s
2021-11-10 13:43:46,155 semantic_segmentation INFO: Sample: 106, validation pixAcc: 96.306, mIoU: 69.396, time: 0.009s
2021-11-10 13:43:47,497 semantic_segmentation INFO: Sample: 107, validation pixAcc: 96.288, mIoU: 69.244, time: 0.009s
2021-11-10 13:43:48,820 semantic_segmentation INFO: Sample: 108, validation pixAcc: 96.300, mIoU: 69.413, time: 0.009s
2021-11-10 13:43:50,136 semantic_segmentation INFO: Sample: 109, validation pixAcc: 96.306, mIoU: 69.353, time: 0.009s
2021-11-10 13:43:51,456 semantic_segmentation INFO: Sample: 110, validation pixAcc: 96.303, mIoU: 69.332, time: 0.009s
2021-11-10 13:43:52,750 semantic_segmentation INFO: Sample: 111, validation pixAcc: 96.321, mIoU: 69.306, time: 0.009s
2021-11-10 13:43:54,089 semantic_segmentation INFO: Sample: 112, validation pixAcc: 96.253, mIoU: 69.258, time: 0.009s
2021-11-10 13:43:55,399 semantic_segmentation INFO: Sample: 113, validation pixAcc: 96.258, mIoU: 69.228, time: 0.009s
2021-11-10 13:43:56,691 semantic_segmentation INFO: Sample: 114, validation pixAcc: 96.266, mIoU: 69.004, time: 0.009s
2021-11-10 13:43:58,017 semantic_segmentation INFO: Sample: 115, validation pixAcc: 96.287, mIoU: 68.979, time: 0.010s
2021-11-10 13:43:59,375 semantic_segmentation INFO: Sample: 116, validation pixAcc: 96.296, mIoU: 68.909, time: 0.009s
2021-11-10 13:44:00,699 semantic_segmentation INFO: Sample: 117, validation pixAcc: 96.286, mIoU: 68.920, time: 0.010s
2021-11-10 13:44:02,080 semantic_segmentation INFO: Sample: 118, validation pixAcc: 96.288, mIoU: 68.996, time: 0.009s
2021-11-10 13:44:03,444 semantic_segmentation INFO: Sample: 119, validation pixAcc: 96.298, mIoU: 68.986, time: 0.009s
2021-11-10 13:44:04,819 semantic_segmentation INFO: Sample: 120, validation pixAcc: 96.310, mIoU: 68.962, time: 0.009s
2021-11-10 13:44:06,524 semantic_segmentation INFO: Sample: 121, validation pixAcc: 96.304, mIoU: 68.979, time: 0.009s
2021-11-10 13:44:07,874 semantic_segmentation INFO: Sample: 122, validation pixAcc: 96.311, mIoU: 68.950, time: 0.009s
2021-11-10 13:44:09,247 semantic_segmentation INFO: Sample: 123, validation pixAcc: 96.324, mIoU: 68.955, time: 0.010s
2021-11-10 13:44:10,630 semantic_segmentation INFO: Sample: 124, validation pixAcc: 96.321, mIoU: 68.951, time: 0.009s
2021-11-10 13:44:12,031 semantic_segmentation INFO: Sample: 125, validation pixAcc: 96.305, mIoU: 68.850, time: 0.009s
2021-11-10 13:44:13,371 semantic_segmentation INFO: Sample: 126, validation pixAcc: 96.299, mIoU: 68.745, time: 0.009s
2021-11-10 13:44:14,670 semantic_segmentation INFO: Sample: 127, validation pixAcc: 96.303, mIoU: 68.754, time: 0.009s
2021-11-10 13:44:15,999 semantic_segmentation INFO: Sample: 128, validation pixAcc: 96.303, mIoU: 68.705, time: 0.009s
2021-11-10 13:44:17,372 semantic_segmentation INFO: Sample: 129, validation pixAcc: 96.284, mIoU: 68.515, time: 0.009s
2021-11-10 13:44:18,736 semantic_segmentation INFO: Sample: 130, validation pixAcc: 96.278, mIoU: 68.825, time: 0.009s
2021-11-10 13:44:20,084 semantic_segmentation INFO: Sample: 131, validation pixAcc: 96.278, mIoU: 68.819, time: 0.009s
2021-11-10 13:44:21,460 semantic_segmentation INFO: Sample: 132, validation pixAcc: 96.279, mIoU: 68.864, time: 0.009s
2021-11-10 13:44:22,948 semantic_segmentation INFO: Sample: 133, validation pixAcc: 96.280, mIoU: 69.250, time: 0.010s
2021-11-10 13:44:24,310 semantic_segmentation INFO: Sample: 134, validation pixAcc: 96.285, mIoU: 69.230, time: 0.009s
2021-11-10 13:44:25,643 semantic_segmentation INFO: Sample: 135, validation pixAcc: 96.295, mIoU: 69.369, time: 0.009s
2021-11-10 13:44:27,282 semantic_segmentation INFO: Sample: 136, validation pixAcc: 96.298, mIoU: 69.330, time: 0.010s
2021-11-10 13:44:28,644 semantic_segmentation INFO: Sample: 137, validation pixAcc: 96.290, mIoU: 69.403, time: 0.010s
2021-11-10 13:44:30,007 semantic_segmentation INFO: Sample: 138, validation pixAcc: 96.291, mIoU: 69.369, time: 0.009s
2021-11-10 13:44:31,324 semantic_segmentation INFO: Sample: 139, validation pixAcc: 96.291, mIoU: 69.355, time: 0.009s
2021-11-10 13:44:32,741 semantic_segmentation INFO: Sample: 140, validation pixAcc: 96.295, mIoU: 69.336, time: 0.009s
2021-11-10 13:44:33,968 semantic_segmentation INFO: Sample: 141, validation pixAcc: 96.297, mIoU: 69.444, time: 0.009s
2021-11-10 13:44:35,322 semantic_segmentation INFO: Sample: 142, validation pixAcc: 96.301, mIoU: 69.473, time: 0.009s
2021-11-10 13:44:36,691 semantic_segmentation INFO: Sample: 143, validation pixAcc: 96.309, mIoU: 69.473, time: 0.009s
2021-11-10 13:44:38,059 semantic_segmentation INFO: Sample: 144, validation pixAcc: 96.300, mIoU: 69.477, time: 0.009s
2021-11-10 13:44:39,414 semantic_segmentation INFO: Sample: 145, validation pixAcc: 96.299, mIoU: 69.529, time: 0.009s
2021-11-10 13:44:40,750 semantic_segmentation INFO: Sample: 146, validation pixAcc: 96.305, mIoU: 69.650, time: 0.009s
2021-11-10 13:44:42,119 semantic_segmentation INFO: Sample: 147, validation pixAcc: 96.313, mIoU: 69.654, time: 0.009s
2021-11-10 13:44:43,453 semantic_segmentation INFO: Sample: 148, validation pixAcc: 96.322, mIoU: 69.759, time: 0.009s
2021-11-10 13:44:44,817 semantic_segmentation INFO: Sample: 149, validation pixAcc: 96.313, mIoU: 69.731, time: 0.009s
2021-11-10 13:44:46,172 semantic_segmentation INFO: Sample: 150, validation pixAcc: 96.310, mIoU: 69.755, time: 0.009s
2021-11-10 13:44:47,445 semantic_segmentation INFO: Sample: 151, validation pixAcc: 96.321, mIoU: 69.757, time: 0.009s
2021-11-10 13:44:49,086 semantic_segmentation INFO: Sample: 152, validation pixAcc: 96.315, mIoU: 69.571, time: 0.009s
2021-11-10 13:44:50,431 semantic_segmentation INFO: Sample: 153, validation pixAcc: 96.299, mIoU: 69.668, time: 0.010s
2021-11-10 13:44:51,790 semantic_segmentation INFO: Sample: 154, validation pixAcc: 96.301, mIoU: 69.693, time: 0.010s
2021-11-10 13:44:53,175 semantic_segmentation INFO: Sample: 155, validation pixAcc: 96.292, mIoU: 69.614, time: 0.010s
2021-11-10 13:44:54,565 semantic_segmentation INFO: Sample: 156, validation pixAcc: 96.285, mIoU: 70.044, time: 0.010s
2021-11-10 13:44:55,938 semantic_segmentation INFO: Sample: 157, validation pixAcc: 96.285, mIoU: 70.132, time: 0.009s
2021-11-10 13:44:57,301 semantic_segmentation INFO: Sample: 158, validation pixAcc: 96.250, mIoU: 69.802, time: 0.009s
2021-11-10 13:44:58,686 semantic_segmentation INFO: Sample: 159, validation pixAcc: 96.249, mIoU: 69.785, time: 0.009s
2021-11-10 13:45:00,078 semantic_segmentation INFO: Sample: 160, validation pixAcc: 96.255, mIoU: 69.779, time: 0.009s
2021-11-10 13:45:01,470 semantic_segmentation INFO: Sample: 161, validation pixAcc: 96.257, mIoU: 69.777, time: 0.009s
2021-11-10 13:45:02,800 semantic_segmentation INFO: Sample: 162, validation pixAcc: 96.255, mIoU: 69.804, time: 0.009s
2021-11-10 13:45:04,135 semantic_segmentation INFO: Sample: 163, validation pixAcc: 96.252, mIoU: 69.758, time: 0.010s
2021-11-10 13:45:05,484 semantic_segmentation INFO: Sample: 164, validation pixAcc: 96.256, mIoU: 69.754, time: 0.010s
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2021-11-10 13:45:41,319 semantic_segmentation INFO: Sample: 190, validation pixAcc: 96.097, mIoU: 69.468, time: 0.009s
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2021-11-10 13:47:11,729 semantic_segmentation INFO: Sample: 255, validation pixAcc: 95.615, mIoU: 70.385, time: 0.010s
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2021-11-10 13:48:55,834 semantic_segmentation INFO: Sample: 333, validation pixAcc: 95.242, mIoU: 71.418, time: 0.010s
2021-11-10 13:48:57,131 semantic_segmentation INFO: Sample: 334, validation pixAcc: 95.234, mIoU: 71.414, time: 0.010s
2021-11-10 13:48:58,513 semantic_segmentation INFO: Sample: 335, validation pixAcc: 95.234, mIoU: 71.415, time: 0.009s
2021-11-10 13:48:59,876 semantic_segmentation INFO: Sample: 336, validation pixAcc: 95.234, mIoU: 71.530, time: 0.010s
2021-11-10 13:49:01,215 semantic_segmentation INFO: Sample: 337, validation pixAcc: 95.227, mIoU: 71.541, time: 0.010s
2021-11-10 13:49:02,550 semantic_segmentation INFO: Sample: 338, validation pixAcc: 95.220, mIoU: 71.489, time: 0.010s
2021-11-10 13:49:03,914 semantic_segmentation INFO: Sample: 339, validation pixAcc: 95.227, mIoU: 71.482, time: 0.010s
2021-11-10 13:49:05,475 semantic_segmentation INFO: Sample: 340, validation pixAcc: 95.229, mIoU: 71.472, time: 0.009s
2021-11-10 13:49:06,819 semantic_segmentation INFO: Sample: 341, validation pixAcc: 95.232, mIoU: 71.467, time: 0.009s
2021-11-10 13:49:08,061 semantic_segmentation INFO: Sample: 342, validation pixAcc: 95.229, mIoU: 71.453, time: 0.010s
2021-11-10 13:49:09,411 semantic_segmentation INFO: Sample: 343, validation pixAcc: 95.224, mIoU: 71.418, time: 0.010s
2021-11-10 13:49:10,776 semantic_segmentation INFO: Sample: 344, validation pixAcc: 95.218, mIoU: 71.327, time: 0.010s
2021-11-10 13:49:12,142 semantic_segmentation INFO: Sample: 345, validation pixAcc: 95.208, mIoU: 71.280, time: 0.010s
2021-11-10 13:49:13,520 semantic_segmentation INFO: Sample: 346, validation pixAcc: 95.205, mIoU: 71.842, time: 0.009s
2021-11-10 13:49:14,790 semantic_segmentation INFO: Sample: 347, validation pixAcc: 95.208, mIoU: 71.838, time: 0.010s
2021-11-10 13:49:16,140 semantic_segmentation INFO: Sample: 348, validation pixAcc: 95.212, mIoU: 71.834, time: 0.009s
2021-11-10 13:49:17,479 semantic_segmentation INFO: Sample: 349, validation pixAcc: 95.204, mIoU: 71.799, time: 0.010s
2021-11-10 13:49:18,862 semantic_segmentation INFO: Sample: 350, validation pixAcc: 95.199, mIoU: 71.819, time: 0.010s
2021-11-10 13:49:20,544 semantic_segmentation INFO: Sample: 351, validation pixAcc: 95.198, mIoU: 71.825, time: 0.010s
2021-11-10 13:49:21,859 semantic_segmentation INFO: Sample: 352, validation pixAcc: 95.198, mIoU: 71.826, time: 0.010s
2021-11-10 13:49:23,167 semantic_segmentation INFO: Sample: 353, validation pixAcc: 95.194, mIoU: 71.812, time: 0.010s
2021-11-10 13:49:24,541 semantic_segmentation INFO: Sample: 354, validation pixAcc: 95.190, mIoU: 71.831, time: 0.010s
2021-11-10 13:49:25,940 semantic_segmentation INFO: Sample: 355, validation pixAcc: 95.175, mIoU: 71.771, time: 0.010s
2021-11-10 13:49:27,175 semantic_segmentation INFO: Sample: 356, validation pixAcc: 95.167, mIoU: 71.779, time: 0.010s
2021-11-10 13:49:28,469 semantic_segmentation INFO: Sample: 357, validation pixAcc: 95.164, mIoU: 71.757, time: 0.010s
2021-11-10 13:49:29,810 semantic_segmentation INFO: Sample: 358, validation pixAcc: 95.167, mIoU: 71.764, time: 0.010s
2021-11-10 13:49:31,152 semantic_segmentation INFO: Sample: 359, validation pixAcc: 95.156, mIoU: 71.654, time: 0.010s
2021-11-10 13:49:32,400 semantic_segmentation INFO: Sample: 360, validation pixAcc: 95.154, mIoU: 71.640, time: 0.010s
2021-11-10 13:49:33,770 semantic_segmentation INFO: Sample: 361, validation pixAcc: 95.147, mIoU: 71.632, time: 0.009s
2021-11-10 13:49:35,093 semantic_segmentation INFO: Sample: 362, validation pixAcc: 95.138, mIoU: 71.663, time: 0.010s
2021-11-10 13:49:36,478 semantic_segmentation INFO: Sample: 363, validation pixAcc: 95.131, mIoU: 71.693, time: 0.010s
2021-11-10 13:49:37,813 semantic_segmentation INFO: Sample: 364, validation pixAcc: 95.136, mIoU: 71.687, time: 0.010s
2021-11-10 13:49:39,199 semantic_segmentation INFO: Sample: 365, validation pixAcc: 95.137, mIoU: 71.676, time: 0.009s
2021-11-10 13:49:40,593 semantic_segmentation INFO: Sample: 366, validation pixAcc: 95.137, mIoU: 71.715, time: 0.009s
2021-11-10 13:49:42,015 semantic_segmentation INFO: Sample: 367, validation pixAcc: 95.139, mIoU: 71.718, time: 0.009s
2021-11-10 13:49:43,387 semantic_segmentation INFO: Sample: 368, validation pixAcc: 95.141, mIoU: 71.715, time: 0.010s
2021-11-10 13:49:44,758 semantic_segmentation INFO: Sample: 369, validation pixAcc: 95.112, mIoU: 71.608, time: 0.010s
2021-11-10 13:49:46,108 semantic_segmentation INFO: Sample: 370, validation pixAcc: 95.095, mIoU: 71.525, time: 0.010s
2021-11-10 13:49:47,431 semantic_segmentation INFO: Sample: 371, validation pixAcc: 95.090, mIoU: 71.573, time: 0.010s
2021-11-10 13:49:48,814 semantic_segmentation INFO: Sample: 372, validation pixAcc: 95.087, mIoU: 71.570, time: 0.009s
2021-11-10 13:49:50,139 semantic_segmentation INFO: Sample: 373, validation pixAcc: 95.082, mIoU: 71.571, time: 0.009s
2021-11-10 13:49:51,513 semantic_segmentation INFO: Sample: 374, validation pixAcc: 95.082, mIoU: 71.535, time: 0.009s
2021-11-10 13:49:52,906 semantic_segmentation INFO: Sample: 375, validation pixAcc: 95.083, mIoU: 71.531, time: 0.010s
2021-11-10 13:49:54,247 semantic_segmentation INFO: Sample: 376, validation pixAcc: 95.087, mIoU: 71.575, time: 0.010s
2021-11-10 13:49:55,567 semantic_segmentation INFO: Sample: 377, validation pixAcc: 95.079, mIoU: 71.540, time: 0.010s
2021-11-10 13:49:56,882 semantic_segmentation INFO: Sample: 378, validation pixAcc: 95.082, mIoU: 71.533, time: 0.010s
2021-11-10 13:49:58,275 semantic_segmentation INFO: Sample: 379, validation pixAcc: 95.083, mIoU: 71.785, time: 0.010s
2021-11-10 13:49:59,563 semantic_segmentation INFO: Sample: 380, validation pixAcc: 95.080, mIoU: 71.779, time: 0.010s
2021-11-10 13:50:00,884 semantic_segmentation INFO: Sample: 381, validation pixAcc: 95.069, mIoU: 71.733, time: 0.010s
2021-11-10 13:50:02,214 semantic_segmentation INFO: Sample: 382, validation pixAcc: 95.065, mIoU: 71.709, time: 0.010s
2021-11-10 13:50:03,748 semantic_segmentation INFO: Sample: 383, validation pixAcc: 95.061, mIoU: 71.789, time: 0.010s
2021-11-10 13:50:05,113 semantic_segmentation INFO: Sample: 384, validation pixAcc: 95.065, mIoU: 71.808, time: 0.009s
2021-11-10 13:50:06,476 semantic_segmentation INFO: Sample: 385, validation pixAcc: 95.072, mIoU: 71.804, time: 0.009s
2021-11-10 13:50:07,812 semantic_segmentation INFO: Sample: 386, validation pixAcc: 95.055, mIoU: 71.802, time: 0.010s
2021-11-10 13:50:09,146 semantic_segmentation INFO: Sample: 387, validation pixAcc: 95.059, mIoU: 71.856, time: 0.010s
2021-11-10 13:50:10,483 semantic_segmentation INFO: Sample: 388, validation pixAcc: 95.063, mIoU: 71.836, time: 0.010s
2021-11-10 13:50:11,830 semantic_segmentation INFO: Sample: 389, validation pixAcc: 95.067, mIoU: 71.836, time: 0.009s
2021-11-10 13:50:13,144 semantic_segmentation INFO: Sample: 390, validation pixAcc: 95.061, mIoU: 71.808, time: 0.009s
2021-11-10 13:50:14,553 semantic_segmentation INFO: Sample: 391, validation pixAcc: 95.063, mIoU: 71.852, time: 0.010s
2021-11-10 13:50:15,882 semantic_segmentation INFO: Sample: 392, validation pixAcc: 95.064, mIoU: 71.862, time: 0.009s
2021-11-10 13:50:17,261 semantic_segmentation INFO: Sample: 393, validation pixAcc: 95.061, mIoU: 71.849, time: 0.010s
2021-11-10 13:50:18,564 semantic_segmentation INFO: Sample: 394, validation pixAcc: 95.056, mIoU: 71.845, time: 0.009s
2021-11-10 13:50:20,006 semantic_segmentation INFO: Sample: 395, validation pixAcc: 95.059, mIoU: 71.833, time: 0.009s
2021-11-10 13:50:21,355 semantic_segmentation INFO: Sample: 396, validation pixAcc: 95.059, mIoU: 71.824, time: 0.009s
2021-11-10 13:50:22,715 semantic_segmentation INFO: Sample: 397, validation pixAcc: 95.052, mIoU: 71.807, time: 0.009s
2021-11-10 13:50:24,018 semantic_segmentation INFO: Sample: 398, validation pixAcc: 95.054, mIoU: 71.799, time: 0.009s
2021-11-10 13:50:25,327 semantic_segmentation INFO: Sample: 399, validation pixAcc: 95.047, mIoU: 71.757, time: 0.010s
2021-11-10 13:50:26,664 semantic_segmentation INFO: Sample: 400, validation pixAcc: 95.049, mIoU: 71.748, time: 0.010s
2021-11-10 13:50:27,972 semantic_segmentation INFO: Sample: 401, validation pixAcc: 95.039, mIoU: 71.666, time: 0.009s
2021-11-10 13:50:29,393 semantic_segmentation INFO: Sample: 402, validation pixAcc: 95.037, mIoU: 71.656, time: 0.009s
2021-11-10 13:50:30,753 semantic_segmentation INFO: Sample: 403, validation pixAcc: 95.041, mIoU: 71.655, time: 0.009s
2021-11-10 13:50:32,007 semantic_segmentation INFO: Sample: 404, validation pixAcc: 95.037, mIoU: 71.657, time: 0.009s
2021-11-10 13:50:33,369 semantic_segmentation INFO: Sample: 405, validation pixAcc: 95.033, mIoU: 71.650, time: 0.009s
2021-11-10 13:50:34,652 semantic_segmentation INFO: Sample: 406, validation pixAcc: 95.027, mIoU: 71.676, time: 0.009s
2021-11-10 13:50:36,016 semantic_segmentation INFO: Sample: 407, validation pixAcc: 95.029, mIoU: 71.852, time: 0.009s
2021-11-10 13:50:37,170 semantic_segmentation INFO: Sample: 408, validation pixAcc: 95.025, mIoU: 71.798, time: 0.009s
2021-11-10 13:50:38,555 semantic_segmentation INFO: Sample: 409, validation pixAcc: 95.019, mIoU: 71.798, time: 0.009s
2021-11-10 13:50:39,896 semantic_segmentation INFO: Sample: 410, validation pixAcc: 95.021, mIoU: 71.774, time: 0.009s
2021-11-10 13:50:41,210 semantic_segmentation INFO: Sample: 411, validation pixAcc: 95.023, mIoU: 71.744, time: 0.010s
2021-11-10 13:50:42,572 semantic_segmentation INFO: Sample: 412, validation pixAcc: 95.024, mIoU: 71.744, time: 0.009s
2021-11-10 13:50:43,908 semantic_segmentation INFO: Sample: 413, validation pixAcc: 95.013, mIoU: 71.729, time: 0.009s
2021-11-10 13:50:45,272 semantic_segmentation INFO: Sample: 414, validation pixAcc: 95.019, mIoU: 71.760, time: 0.009s
2021-11-10 13:50:46,556 semantic_segmentation INFO: Sample: 415, validation pixAcc: 95.016, mIoU: 71.765, time: 0.009s
2021-11-10 13:50:47,852 semantic_segmentation INFO: Sample: 416, validation pixAcc: 95.022, mIoU: 71.768, time: 0.010s
2021-11-10 13:50:49,203 semantic_segmentation INFO: Sample: 417, validation pixAcc: 95.021, mIoU: 71.765, time: 0.009s
2021-11-10 13:50:50,594 semantic_segmentation INFO: Sample: 418, validation pixAcc: 94.985, mIoU: 71.641, time: 0.009s
2021-11-10 13:50:51,927 semantic_segmentation INFO: Sample: 419, validation pixAcc: 94.990, mIoU: 71.637, time: 0.009s
2021-11-10 13:50:53,226 semantic_segmentation INFO: Sample: 420, validation pixAcc: 94.981, mIoU: 71.679, time: 0.009s
2021-11-10 13:50:54,576 semantic_segmentation INFO: Sample: 421, validation pixAcc: 94.949, mIoU: 71.641, time: 0.009s
2021-11-10 13:50:55,938 semantic_segmentation INFO: Sample: 422, validation pixAcc: 94.938, mIoU: 71.636, time: 0.009s
2021-11-10 13:50:57,166 semantic_segmentation INFO: Sample: 423, validation pixAcc: 94.942, mIoU: 71.642, time: 0.009s
2021-11-10 13:50:58,532 semantic_segmentation INFO: Sample: 424, validation pixAcc: 94.942, mIoU: 71.636, time: 0.009s
2021-11-10 13:50:59,912 semantic_segmentation INFO: Sample: 425, validation pixAcc: 94.941, mIoU: 71.649, time: 0.009s
2021-11-10 13:51:01,233 semantic_segmentation INFO: Sample: 426, validation pixAcc: 94.945, mIoU: 71.649, time: 0.010s
2021-11-10 13:51:02,544 semantic_segmentation INFO: Sample: 427, validation pixAcc: 94.950, mIoU: 71.649, time: 0.010s
2021-11-10 13:51:03,891 semantic_segmentation INFO: Sample: 428, validation pixAcc: 94.951, mIoU: 71.651, time: 0.009s
2021-11-10 13:51:05,581 semantic_segmentation INFO: Sample: 429, validation pixAcc: 94.947, mIoU: 71.652, time: 0.010s
2021-11-10 13:51:06,881 semantic_segmentation INFO: Sample: 430, validation pixAcc: 94.943, mIoU: 71.661, time: 0.009s
2021-11-10 13:51:08,244 semantic_segmentation INFO: Sample: 431, validation pixAcc: 94.948, mIoU: 71.664, time: 0.009s
2021-11-10 13:51:09,565 semantic_segmentation INFO: Sample: 432, validation pixAcc: 94.948, mIoU: 71.650, time: 0.009s
2021-11-10 13:51:10,868 semantic_segmentation INFO: Sample: 433, validation pixAcc: 94.945, mIoU: 71.648, time: 0.009s
2021-11-10 13:51:12,170 semantic_segmentation INFO: Sample: 434, validation pixAcc: 94.945, mIoU: 71.667, time: 0.009s
2021-11-10 13:51:13,563 semantic_segmentation INFO: Sample: 435, validation pixAcc: 94.925, mIoU: 71.648, time: 0.009s
2021-11-10 13:51:14,932 semantic_segmentation INFO: Sample: 436, validation pixAcc: 94.927, mIoU: 71.642, time: 0.009s
2021-11-10 13:51:16,327 semantic_segmentation INFO: Sample: 437, validation pixAcc: 94.932, mIoU: 71.640, time: 0.010s
2021-11-10 13:51:17,646 semantic_segmentation INFO: Sample: 438, validation pixAcc: 94.917, mIoU: 71.631, time: 0.009s
2021-11-10 13:51:19,008 semantic_segmentation INFO: Sample: 439, validation pixAcc: 94.903, mIoU: 71.628, time: 0.010s
2021-11-10 13:51:20,360 semantic_segmentation INFO: Sample: 440, validation pixAcc: 94.904, mIoU: 71.627, time: 0.010s
2021-11-10 13:51:21,705 semantic_segmentation INFO: Sample: 441, validation pixAcc: 94.901, mIoU: 71.607, time: 0.010s
2021-11-10 13:51:23,014 semantic_segmentation INFO: Sample: 442, validation pixAcc: 94.904, mIoU: 71.596, time: 0.010s
2021-11-10 13:51:24,352 semantic_segmentation INFO: Sample: 443, validation pixAcc: 94.903, mIoU: 71.583, time: 0.010s
2021-11-10 13:51:25,693 semantic_segmentation INFO: Sample: 444, validation pixAcc: 94.900, mIoU: 71.576, time: 0.009s
2021-11-10 13:51:27,016 semantic_segmentation INFO: Sample: 445, validation pixAcc: 94.906, mIoU: 71.574, time: 0.011s
2021-11-10 13:51:28,382 semantic_segmentation INFO: Sample: 446, validation pixAcc: 94.906, mIoU: 71.614, time: 0.009s
2021-11-10 13:51:29,646 semantic_segmentation INFO: Sample: 447, validation pixAcc: 94.906, mIoU: 71.632, time: 0.009s
2021-11-10 13:51:30,963 semantic_segmentation INFO: Sample: 448, validation pixAcc: 94.911, mIoU: 71.629, time: 0.009s
2021-11-10 13:51:32,212 semantic_segmentation INFO: Sample: 449, validation pixAcc: 94.914, mIoU: 71.632, time: 0.009s
2021-11-10 13:51:33,534 semantic_segmentation INFO: Sample: 450, validation pixAcc: 94.892, mIoU: 71.593, time: 0.010s
2021-11-10 13:51:34,921 semantic_segmentation INFO: Sample: 451, validation pixAcc: 94.892, mIoU: 71.609, time: 0.010s
2021-11-10 13:51:36,299 semantic_segmentation INFO: Sample: 452, validation pixAcc: 94.884, mIoU: 71.596, time: 0.009s
2021-11-10 13:51:37,553 semantic_segmentation INFO: Sample: 453, validation pixAcc: 94.888, mIoU: 71.590, time: 0.009s
2021-11-10 13:51:38,903 semantic_segmentation INFO: Sample: 454, validation pixAcc: 94.886, mIoU: 71.575, time: 0.009s
2021-11-10 13:51:40,254 semantic_segmentation INFO: Sample: 455, validation pixAcc: 94.885, mIoU: 71.545, time: 0.009s
2021-11-10 13:51:41,664 semantic_segmentation INFO: Sample: 456, validation pixAcc: 94.885, mIoU: 71.572, time: 0.009s
2021-11-10 13:51:43,049 semantic_segmentation INFO: Sample: 457, validation pixAcc: 94.882, mIoU: 71.566, time: 0.009s
2021-11-10 13:51:44,440 semantic_segmentation INFO: Sample: 458, validation pixAcc: 94.884, mIoU: 71.562, time: 0.009s
2021-11-10 13:51:45,815 semantic_segmentation INFO: Sample: 459, validation pixAcc: 94.869, mIoU: 71.510, time: 0.010s
2021-11-10 13:51:47,139 semantic_segmentation INFO: Sample: 460, validation pixAcc: 94.873, mIoU: 71.576, time: 0.009s
2021-11-10 13:51:48,402 semantic_segmentation INFO: Sample: 461, validation pixAcc: 94.872, mIoU: 71.567, time: 0.009s
2021-11-10 13:51:49,731 semantic_segmentation INFO: Sample: 462, validation pixAcc: 94.870, mIoU: 71.544, time: 0.010s
2021-11-10 13:51:51,058 semantic_segmentation INFO: Sample: 463, validation pixAcc: 94.871, mIoU: 71.524, time: 0.010s
2021-11-10 13:51:52,428 semantic_segmentation INFO: Sample: 464, validation pixAcc: 94.872, mIoU: 71.518, time: 0.010s
2021-11-10 13:51:53,720 semantic_segmentation INFO: Sample: 465, validation pixAcc: 94.866, mIoU: 71.488, time: 0.009s
2021-11-10 13:51:55,098 semantic_segmentation INFO: Sample: 466, validation pixAcc: 94.869, mIoU: 71.511, time: 0.009s
2021-11-10 13:51:56,467 semantic_segmentation INFO: Sample: 467, validation pixAcc: 94.870, mIoU: 71.514, time: 0.009s
2021-11-10 13:51:57,810 semantic_segmentation INFO: Sample: 468, validation pixAcc: 94.870, mIoU: 71.513, time: 0.010s
2021-11-10 13:51:59,070 semantic_segmentation INFO: Sample: 469, validation pixAcc: 94.865, mIoU: 71.493, time: 0.009s
2021-11-10 13:52:00,308 semantic_segmentation INFO: Sample: 470, validation pixAcc: 94.858, mIoU: 71.464, time: 0.009s
2021-11-10 13:52:01,649 semantic_segmentation INFO: Sample: 471, validation pixAcc: 94.844, mIoU: 71.428, time: 0.010s
2021-11-10 13:52:03,041 semantic_segmentation INFO: Sample: 472, validation pixAcc: 94.836, mIoU: 71.393, time: 0.009s
2021-11-10 13:52:04,378 semantic_segmentation INFO: Sample: 473, validation pixAcc: 94.835, mIoU: 71.416, time: 0.009s
2021-11-10 13:52:05,661 semantic_segmentation INFO: Sample: 474, validation pixAcc: 94.838, mIoU: 71.400, time: 0.009s
2021-11-10 13:52:07,035 semantic_segmentation INFO: Sample: 475, validation pixAcc: 94.841, mIoU: 71.391, time: 0.010s
2021-11-10 13:52:08,302 semantic_segmentation INFO: Sample: 476, validation pixAcc: 94.844, mIoU: 71.383, time: 0.009s
2021-11-10 13:52:09,655 semantic_segmentation INFO: Sample: 477, validation pixAcc: 94.846, mIoU: 71.382, time: 0.010s
2021-11-10 13:52:10,968 semantic_segmentation INFO: Sample: 478, validation pixAcc: 94.845, mIoU: 71.371, time: 0.010s
2021-11-10 13:52:12,286 semantic_segmentation INFO: Sample: 479, validation pixAcc: 94.847, mIoU: 71.370, time: 0.010s
2021-11-10 13:52:13,648 semantic_segmentation INFO: Sample: 480, validation pixAcc: 94.847, mIoU: 71.361, time: 0.010s
2021-11-10 13:52:14,945 semantic_segmentation INFO: Sample: 481, validation pixAcc: 94.841, mIoU: 71.357, time: 0.010s
2021-11-10 13:52:16,299 semantic_segmentation INFO: Sample: 482, validation pixAcc: 94.836, mIoU: 71.330, time: 0.009s
2021-11-10 13:52:17,673 semantic_segmentation INFO: Sample: 483, validation pixAcc: 94.836, mIoU: 71.310, time: 0.010s
2021-11-10 13:52:19,013 semantic_segmentation INFO: Sample: 484, validation pixAcc: 94.841, mIoU: 71.313, time: 0.010s
2021-11-10 13:52:20,325 semantic_segmentation INFO: Sample: 485, validation pixAcc: 94.840, mIoU: 71.345, time: 0.010s
2021-11-10 13:52:21,692 semantic_segmentation INFO: Sample: 486, validation pixAcc: 94.842, mIoU: 71.342, time: 0.010s
2021-11-10 13:52:23,069 semantic_segmentation INFO: Sample: 487, validation pixAcc: 94.837, mIoU: 71.359, time: 0.009s
2021-11-10 13:52:24,400 semantic_segmentation INFO: Sample: 488, validation pixAcc: 94.840, mIoU: 71.368, time: 0.009s
2021-11-10 13:52:25,757 semantic_segmentation INFO: Sample: 489, validation pixAcc: 94.832, mIoU: 71.346, time: 0.009s
2021-11-10 13:52:27,158 semantic_segmentation INFO: Sample: 490, validation pixAcc: 94.830, mIoU: 71.290, time: 0.009s
2021-11-10 13:52:28,735 semantic_segmentation INFO: Sample: 491, validation pixAcc: 94.832, mIoU: 71.268, time: 0.010s
2021-11-10 13:52:30,093 semantic_segmentation INFO: Sample: 492, validation pixAcc: 94.835, mIoU: 71.302, time: 0.010s
2021-11-10 13:52:31,421 semantic_segmentation INFO: Sample: 493, validation pixAcc: 94.828, mIoU: 71.255, time: 0.010s
2021-11-10 13:52:32,728 semantic_segmentation INFO: Sample: 494, validation pixAcc: 94.830, mIoU: 71.233, time: 0.010s
2021-11-10 13:52:34,080 semantic_segmentation INFO: Sample: 495, validation pixAcc: 94.826, mIoU: 71.235, time: 0.010s
2021-11-10 13:52:35,307 semantic_segmentation INFO: Sample: 496, validation pixAcc: 94.821, mIoU: 71.233, time: 0.010s
2021-11-10 13:52:36,584 semantic_segmentation INFO: Sample: 497, validation pixAcc: 94.823, mIoU: 71.290, time: 0.010s
2021-11-10 13:52:37,907 semantic_segmentation INFO: Sample: 498, validation pixAcc: 94.819, mIoU: 71.259, time: 0.010s
2021-11-10 13:52:39,255 semantic_segmentation INFO: Sample: 499, validation pixAcc: 94.821, mIoU: 71.268, time: 0.009s
2021-11-10 13:52:40,632 semantic_segmentation INFO: Sample: 500, validation pixAcc: 94.814, mIoU: 71.242, time: 0.009s
2021-11-10 13:52:41,599 semantic_segmentation INFO: Evaluate: Average mIoU: 0.697, Average pixAcc: 0.956, Average time: 0.010

@liminn
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liminn commented Nov 10, 2021

@LovPe Hi, I am not sure about the "deep_stem" param, can you explain more about the param?
Additionally, do you change any other hyperprams?

@liminn
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liminn commented Nov 10, 2021

I can not reproduce the 71 mIoU claim but I got 69.7 mIoU on Cityscapes-val set which is pretty close using this for ResNet50 and this for testing

Log

Hi, good job, do you change any other hyperparams?

@CharlesPikachu
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hi, guys, maybe you can try this repo: https://github.com/SegmentationBLWX/sssegmentation
ICNet implemented in this repo achieves 76+% miou and this repo also supports many other sota/real-time models

@NaVi-JackMartin
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  • i have achieved a 0.695_best_model.pth which is based on resnet50 ,but i still can not reproduce the 71.0mIOU😂

@NaVi-JackMartin
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我无法重现 71 mIoU 声明，但我在 Cityscapes-val 集上得到了 69.7 mIoU，这非常接近ResNet50和测试

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That 71.0MIou refers to the 71.0best_model trained by resnet50, rather than evaluate on Cityscaoes-val

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@LovPe @omidhm @liminn @CharlesPikachu @nguyentritai2906 @NaVi-JackMartin