70 epoch 差不多要 20 几个小时才能够训练完,目前处于 epoch11,想请教一下每个 epoch 大致的收敛趋势,大概每个 epoch loss 下降的的量级?或者 AP0.5:0.95 的变化大小? 如果能有一份训练日志就最好了。
2020-08-12 06:05:36,576 - mmdet - INFO - Epoch [1][50/181] lr: 0.01196, eta: 21:29:16, time: 6.130, data_time: 2.914, memory: 9577, loss_rpn_cls: 0.1903, loss_rpn_bbox: 0.0545, s0.loss_cls: 0.1315, s0.acc: 98.1053, s0.loss_bbox: 0.0385, s1.loss_cls: 0.0568, s1.acc: 98.3502, s1.loss_bbox: 0.0197, s2.loss_cls: 0.0255, s2.acc: 98.5345, s2.loss_bbox: 0.0073, loss: 0.5240
2020-08-12 06:10:06,062 - mmdet - INFO - Epoch [1][100/181] lr: 0.01396, eta: 20:06:31, time: 5.389, data_time: 1.771, memory: 9577, loss_rpn_cls: 0.1203, loss_rpn_bbox: 0.0454, s0.loss_cls: 0.1173, s0.acc: 97.6698, s0.loss_bbox: 0.0497, s1.loss_cls: 0.0536, s1.acc: 97.8707, s1.loss_bbox: 0.0332, s2.loss_cls: 0.0242, s2.acc: 98.0889, s2.loss_bbox: 0.0151, loss: 0.4589
2020-08-12 06:14:48,283 - mmdet - INFO - Epoch [1][150/181] lr: 0.01596, eta: 19:53:50, time: 5.646, data_time: 1.851, memory: 9577, loss_rpn_cls: 0.1236, loss_rpn_bbox: 0.0452, s0.loss_cls: 0.1279, s0.acc: 97.2344, s0.loss_bbox: 0.0593, s1.loss_cls: 0.0596, s1.acc: 97.3373, s1.loss_bbox: 0.0452, s2.loss_cls: 0.0275, s2.acc: 97.4865, s2.loss_bbox: 0.0233, loss: 0.5116
2020-08-12 06:31:25,766 - mmdet - INFO - Evaluating bbox...
2020-08-12 06:32:18,841 - mmdet - INFO - Epoch [1][181/181] lr: 0.01720, bbox_mAP: 0.0840, bbox_mAP_50: 0.1520, bbox_mAP_75: 0.0760, bbox_mAP_s: 0.0000, bbox_mAP_m: 0.0180, bbox_mAP_l: 0.0980, bbox_mAP_copypaste: 0.084 0.152 0.076 0.000 0.018 0.098
2020-08-12 06:37:07,378 - mmdet - INFO - Epoch [2][50/181] lr: 0.01920, eta: 17:09:03, time: 5.768, data_time: 2.733, memory: 9577, loss_rpn_cls: 0.1019, loss_rpn_bbox: 0.0443, s0.loss_cls: 0.1195, s0.acc: 97.0923, s0.loss_bbox: 0.0637, s1.loss_cls: 0.0569, s1.acc: 97.1745, s1.loss_bbox: 0.0537, s2.loss_cls: 0.0268, s2.acc: 97.2980, s2.loss_bbox: 0.0304, loss: 0.4972
2020-08-12 06:41:50,079 - mmdet - INFO - Epoch [2][100/181] lr: 0.02120, eta: 17:30:20, time: 5.655, data_time: 2.605, memory: 9577, loss_rpn_cls: 0.1054, loss_rpn_bbox: 0.0432, s0.loss_cls: 0.1162, s0.acc: 97.2228, s0.loss_bbox: 0.0613, s1.loss_cls: 0.0548, s1.acc: 97.3068, s1.loss_bbox: 0.0515, s2.loss_cls: 0.0258, s2.acc: 97.4464, s2.loss_bbox: 0.0289, loss: 0.4870
2020-08-12 06:46:36,679 - mmdet - INFO - Epoch [2][150/181] lr: 0.02320, eta: 17:46:05, time: 5.730, data_time: 2.731, memory: 9577, loss_rpn_cls: 0.0899, loss_rpn_bbox: 0.0437, s0.loss_cls: 0.1141, s0.acc: 97.1224, s0.loss_bbox: 0.0655, s1.loss_cls: 0.0548, s1.acc: 97.1829, s1.loss_bbox: 0.0560, s2.loss_cls: 0.0262, s2.acc: 97.2586, s2.loss_bbox: 0.0319, loss: 0.4823
2020-08-12 07:03:19,339 - mmdet - INFO - Evaluating bbox...
2020-08-12 07:04:07,417 - mmdet - INFO - Epoch [2][181/181] lr: 0.02444, bbox_mAP: 0.1600, bbox_mAP_50: 0.2810, bbox_mAP_75: 0.1490, bbox_mAP_s: 0.0040, bbox_mAP_m: 0.0440, bbox_mAP_l: 0.2000, bbox_mAP_copypaste: 0.160 0.281 0.149 0.004 0.044 0.200
2020-08-12 07:08:54,081 - mmdet - INFO - Epoch [3][50/181] lr: 0.02644, eta: 16:33:00, time: 5.732, data_time: 2.681, memory: 9577, loss_rpn_cls: 0.0888, loss_rpn_bbox: 0.0398, s0.loss_cls: 0.1057, s0.acc: 97.1361, s0.loss_bbox: 0.0664, s1.loss_cls: 0.0503, s1.acc: 97.1821, s1.loss_bbox: 0.0580, s2.loss_cls: 0.0246, s2.acc: 97.1685, s2.loss_bbox: 0.0345, loss: 0.4682
2020-08-12 07:13:38,865 - mmdet - INFO - Epoch [3][100/181] lr: 0.02844, eta: 16:47:17, time: 5.694, data_time: 2.553, memory: 9577, loss_rpn_cls: 0.0732, loss_rpn_bbox: 0.0394, s0.loss_cls: 0.1064, s0.acc: 97.1447, s0.loss_bbox: 0.0640, s1.loss_cls: 0.0514, s1.acc: 97.1648, s1.loss_bbox: 0.0584, s2.loss_cls: 0.0251, s2.acc: 97.2026, s2.loss_bbox: 0.0344, loss: 0.4523
2020-08-12 07:18:36,678 - mmdet - INFO - Epoch [3][150/181] lr: 0.03000, eta: 17:03:04, time: 5.956, data_time: 2.860, memory: 9577, loss_rpn_cls: 0.0694, loss_rpn_bbox: 0.0352, s0.loss_cls: 0.1058, s0.acc: 96.9936, s0.loss_bbox: 0.0677, s1.loss_cls: 0.0525, s1.acc: 97.0047, s1.loss_bbox: 0.0636, s2.loss_cls: 0.0255, s2.acc: 97.0066, s2.loss_bbox: 0.0380, loss: 0.4577
2020-08-12 07:35:27,624 - mmdet - INFO - Evaluating bbox...
2020-08-12 07:36:22,429 - mmdet - INFO - Epoch [3][181/181] lr: 0.03000, bbox_mAP: 0.1870, bbox_mAP_50: 0.3380, bbox_mAP_75: 0.1690, bbox_mAP_s: 0.0120, bbox_mAP_m: 0.0630, bbox_mAP_l: 0.2240, bbox_mAP_copypaste: 0.187 0.338 0.169 0.012 0.063 0.224
2020-08-12 07:41:09,365 - mmdet - INFO - Epoch [4][50/181] lr: 0.03000, eta: 16:14:49, time: 5.738, data_time: 2.586, memory: 9577, loss_rpn_cls: 0.0758, loss_rpn_bbox: 0.0384, s0.loss_cls: 0.1012, s0.acc: 97.1593, s0.loss_bbox: 0.0677, s1.loss_cls: 0.0487, s1.acc: 97.2184, s1.loss_bbox: 0.0618, s2.loss_cls: 0.0237, s2.acc: 97.2801, s2.loss_bbox: 0.0375, loss: 0.4549
2020-08-12 07:45:55,385 - mmdet - INFO - Epoch [4][100/181] lr: 0.03000, eta: 16:24:26, time: 5.718, data_time: 2.568, memory: 9577, loss_rpn_cls: 0.0629, loss_rpn_bbox: 0.0354, s0.loss_cls: 0.0953, s0.acc: 97.1929, s0.loss_bbox: 0.0665, s1.loss_cls: 0.0469, s1.acc: 97.2090, s1.loss_bbox: 0.0633, s2.loss_cls: 0.0234, s2.acc: 97.1712, s2.loss_bbox: 0.0400, loss: 0.4336
2020-08-12 07:50:49,482 - mmdet - INFO - Epoch [4][150/181] lr: 0.03000, eta: 16:34:19, time: 5.882, data_time: 2.645, memory: 9577, loss_rpn_cls: 0.0824, loss_rpn_bbox: 0.0427, s0.loss_cls: 0.1065, s0.acc: 96.9019, s0.loss_bbox: 0.0688, s1.loss_cls: 0.0525, s1.acc: 96.9026, s1.loss_bbox: 0.0668, s2.loss_cls: 0.0259, s2.acc: 96.8715, s2.loss_bbox: 0.0404, loss: 0.4860
2020-08-12 08:07:37,590 - mmdet - INFO - Evaluating bbox...
2020-08-12 08:08:38,401 - mmdet - INFO - Epoch [4][181/181] lr: 0.03000, bbox_mAP: 0.2090, bbox_mAP_50: 0.3710, bbox_mAP_75: 0.1900, bbox_mAP_s: 0.0100, bbox_mAP_m: 0.0690, bbox_mAP_l: 0.2610, bbox_mAP_copypaste: 0.209 0.371 0.190 0.010 0.069 0.261
2020-08-12 08:13:24,080 - mmdet - INFO - Epoch [5][50/181] lr: 0.03000, eta: 15:57:25, time: 5.713, data_time: 2.741, memory: 9577, loss_rpn_cls: 0.0593, loss_rpn_bbox: 0.0369, s0.loss_cls: 0.0926, s0.acc: 97.2463, s0.loss_bbox: 0.0648, s1.loss_cls: 0.0454, s1.acc: 97.2340, s1.loss_bbox: 0.0646, s2.loss_cls: 0.0226, s2.acc: 97.1267, s2.loss_bbox: 0.0406, loss: 0.4269
2020-08-12 08:18:04,086 - mmdet - INFO - Epoch [5][100/181] lr: 0.03000, eta: 16:02:37, time: 5.600, data_time: 2.508, memory: 9577, loss_rpn_cls: 0.0622, loss_rpn_bbox: 0.0332, s0.loss_cls: 0.0879, s0.acc: 97.4800, s0.loss_bbox: 0.0599, s1.loss_cls: 0.0428, s1.acc: 97.5127, s1.loss_bbox: 0.0580, s2.loss_cls: 0.0213, s2.acc: 97.4200, s2.loss_bbox: 0.0369, loss: 0.4023
2020-08-12 08:22:51,868 - mmdet - INFO - Epoch [5][150/181] lr: 0.03000, eta: 16:08:26, time: 5.754, data_time: 2.668, memory: 9577, loss_rpn_cls: 0.0710, loss_rpn_bbox: 0.0383, s0.loss_cls: 0.0988, s0.acc: 97.0189, s0.loss_bbox: 0.0703, s1.loss_cls: 0.0475, s1.acc: 97.0927, s1.loss_bbox: 0.0670, s2.loss_cls: 0.0232, s2.acc: 97.1172, s2.loss_bbox: 0.0420, loss: 0.4580
2020-08-12 08:39:40,883 - mmdet - INFO - Evaluating bbox...
2020-08-12 08:40:31,163 - mmdet - INFO - Epoch [5][181/181] lr: 0.03000, bbox_mAP: 0.2360, bbox_mAP_50: 0.4150, bbox_mAP_75: 0.2170, bbox_mAP_s: 0.0070, bbox_mAP_m: 0.0860, bbox_mAP_l: 0.2960, bbox_mAP_copypaste: 0.236 0.415 0.217 0.007 0.086 0.296
2020-08-12 08:45:21,368 - mmdet - INFO - Epoch [6][50/181] lr: 0.03000, eta: 15:39:32, time: 5.803, data_time: 2.666, memory: 9577, loss_rpn_cls: 0.0604, loss_rpn_bbox: 0.0338, s0.loss_cls: 0.0846, s0.acc: 97.4355, s0.loss_bbox: 0.0604, s1.loss_cls: 0.0406, s1.acc: 97.5277, s1.loss_bbox: 0.0619, s2.loss_cls: 0.0205, s2.acc: 97.4696, s2.loss_bbox: 0.0405, loss: 0.4027
2020-08-12 08:50:07,877 - mmdet - INFO - Epoch [6][100/181] lr: 0.03000, eta: 15:44:23, time: 5.728, data_time: 2.526, memory: 9577, loss_rpn_cls: 0.0584, loss_rpn_bbox: 0.0338, s0.loss_cls: 0.0895, s0.acc: 97.1883, s0.loss_bbox: 0.0685, s1.loss_cls: 0.0437, s1.acc: 97.2163, s1.loss_bbox: 0.0674, s2.loss_cls: 0.0221, s2.acc: 97.1512, s2.loss_bbox: 0.0435, loss: 0.4269
2020-08-12 08:55:00,874 - mmdet - INFO - Epoch [6][150/181] lr: 0.03000, eta: 15:49:33, time: 5.860, data_time: 2.739, memory: 9577, loss_rpn_cls: 0.0614, loss_rpn_bbox: 0.0345, s0.loss_cls: 0.0907, s0.acc: 97.2104, s0.loss_bbox: 0.0671, s1.loss_cls: 0.0441, s1.acc: 97.2585, s1.loss_bbox: 0.0666, s2.loss_cls: 0.0220, s2.acc: 97.1825, s2.loss_bbox: 0.0427, loss: 0.4291
2020-08-12 09:11:19,756 - mmdet - INFO - Evaluating bbox...
2020-08-12 09:12:11,096 - mmdet - INFO - Epoch [6][181/181] lr: 0.03000, bbox_mAP: 0.2390, bbox_mAP_50: 0.4150, bbox_mAP_75: 0.2220, bbox_mAP_s: 0.0080, bbox_mAP_m: 0.0930, bbox_mAP_l: 0.2960, bbox_mAP_copypaste: 0.239 0.415 0.222 0.008 0.093 0.296
2020-08-12 09:16:57,177 - mmdet - INFO - Epoch [7][50/181] lr: 0.03000, eta: 15:24:05, time: 5.721, data_time: 2.754, memory: 9577, loss_rpn_cls: 0.0546, loss_rpn_bbox: 0.0338, s0.loss_cls: 0.0834, s0.acc: 97.3792, s0.loss_bbox: 0.0662, s1.loss_cls: 0.0406, s1.acc: 97.4057, s1.loss_bbox: 0.0672, s2.loss_cls: 0.0210, s2.acc: 97.2666, s2.loss_bbox: 0.0446, loss: 0.4115
2020-08-12 09:21:39,889 - mmdet - INFO - Epoch [7][100/181] lr: 0.03000, eta: 15:26:55, time: 5.654, data_time: 2.589, memory: 9577, loss_rpn_cls: 0.0559, loss_rpn_bbox: 0.0344, s0.loss_cls: 0.0848, s0.acc: 97.3949, s0.loss_bbox: 0.0633, s1.loss_cls: 0.0417, s1.acc: 97.4099, s1.loss_bbox: 0.0643, s2.loss_cls: 0.0208, s2.acc: 97.3486, s2.loss_bbox: 0.0413, loss: 0.4064
2020-08-12 09:26:31,179 - mmdet - INFO - Epoch [7][150/181] lr: 0.03000, eta: 15:30:28, time: 5.826, data_time: 2.787, memory: 9577, loss_rpn_cls: 0.0519, loss_rpn_bbox: 0.0340, s0.loss_cls: 0.0852, s0.acc: 97.3091, s0.loss_bbox: 0.0665, s1.loss_cls: 0.0407, s1.acc: 97.3821, s1.loss_bbox: 0.0660, s2.loss_cls: 0.0205, s2.acc: 97.3383, s2.loss_bbox: 0.0434, loss: 0.4081
2020-08-12 09:43:10,185 - mmdet - INFO - Evaluating bbox...
2020-08-12 09:44:15,253 - mmdet - INFO - Epoch [7][181/181] lr: 0.03000, bbox_mAP: 0.2450, bbox_mAP_50: 0.4320, bbox_mAP_75: 0.2310, bbox_mAP_s: 0.0100, bbox_mAP_m: 0.1040, bbox_mAP_l: 0.3070, bbox_mAP_copypaste: 0.245 0.432 0.231 0.010 0.104 0.307
2020-08-12 09:48:59,279 - mmdet - INFO - Epoch [8][50/181] lr: 0.03000, eta: 15:07:50, time: 5.678, data_time: 2.674, memory: 9577, loss_rpn_cls: 0.0527, loss_rpn_bbox: 0.0322, s0.loss_cls: 0.0812, s0.acc: 97.4064, s0.loss_bbox: 0.0642, s1.loss_cls: 0.0387, s1.acc: 97.5179, s1.loss_bbox: 0.0655, s2.loss_cls: 0.0195, s2.acc: 97.4489, s2.loss_bbox: 0.0420, loss: 0.3960
2020-08-12 09:53:41,386 - mmdet - INFO - Epoch [8][100/181] lr: 0.03000, eta: 15:09:40, time: 5.643, data_time: 2.634, memory: 9577, loss_rpn_cls: 0.0488, loss_rpn_bbox: 0.0314, s0.loss_cls: 0.0846, s0.acc: 97.3434, s0.loss_bbox: 0.0661, s1.loss_cls: 0.0412, s1.acc: 97.4464, s1.loss_bbox: 0.0667, s2.loss_cls: 0.0210, s2.acc: 97.2723, s2.loss_bbox: 0.0428, loss: 0.4026
2020-08-12 09:58:33,264 - mmdet - INFO - Epoch [8][150/181] lr: 0.03000, eta: 15:12:18, time: 5.834, data_time: 2.821, memory: 9577, loss_rpn_cls: 0.0542, loss_rpn_bbox: 0.0333, s0.loss_cls: 0.0886, s0.acc: 97.2471, s0.loss_bbox: 0.0672, s1.loss_cls: 0.0427, s1.acc: 97.3618, s1.loss_bbox: 0.0678, s2.loss_cls: 0.0214, s2.acc: 97.3200, s2.loss_bbox: 0.0447, loss: 0.4198
2020-08-12 10:15:22,268 - mmdet - INFO - Evaluating bbox...
2020-08-12 10:16:13,876 - mmdet - INFO - Epoch [8][181/181] lr: 0.03000, bbox_mAP: 0.2490, bbox_mAP_50: 0.4370, bbox_mAP_75: 0.2290, bbox_mAP_s: 0.0080, bbox_mAP_m: 0.1030, bbox_mAP_l: 0.3170, bbox_mAP_copypaste: 0.249 0.437 0.229 0.008 0.103 0.317
2020-08-12 10:21:02,874 - mmdet - INFO - Epoch [9][50/181] lr: 0.03000, eta: 14:52:39, time: 5.778, data_time: 2.776, memory: 9577, loss_rpn_cls: 0.0504, loss_rpn_bbox: 0.0329, s0.loss_cls: 0.0854, s0.acc: 97.3101, s0.loss_bbox: 0.0676, s1.loss_cls: 0.0414, s1.acc: 97.4078, s1.loss_bbox: 0.0679, s2.loss_cls: 0.0207, s2.acc: 97.3167, s2.loss_bbox: 0.0431, loss: 0.4094
2020-08-12 10:25:48,757 - mmdet - INFO - Epoch [9][100/181] lr: 0.03000, eta: 14:54:12, time: 5.718, data_time: 2.666, memory: 9577, loss_rpn_cls: 0.0474, loss_rpn_bbox: 0.0325, s0.loss_cls: 0.0762, s0.acc: 97.5338, s0.loss_bbox: 0.0633, s1.loss_cls: 0.0374, s1.acc: 97.5894, s1.loss_bbox: 0.0666, s2.loss_cls: 0.0195, s2.acc: 97.4188, s2.loss_bbox: 0.0439, loss: 0.3869
2020-08-12 10:30:46,152 - mmdet - INFO - Epoch [9][150/181] lr: 0.03000, eta: 14:56:40, time: 5.948, data_time: 2.987, memory: 9577, loss_rpn_cls: 0.0506, loss_rpn_bbox: 0.0321, s0.loss_cls: 0.0855, s0.acc: 97.2961, s0.loss_bbox: 0.0669, s1.loss_cls: 0.0418, s1.acc: 97.3394, s1.loss_bbox: 0.0660, s2.loss_cls: 0.0212, s2.acc: 97.2348, s2.loss_bbox: 0.0428, loss: 0.4068
2020-08-12 10:47:19,115 - mmdet - INFO - Evaluating bbox...
2020-08-12 10:48:10,447 - mmdet - INFO - Epoch [9][181/181] lr: 0.03000, bbox_mAP: 0.2740, bbox_mAP_50: 0.4670, bbox_mAP_75: 0.2620, bbox_mAP_s: 0.0140, bbox_mAP_m: 0.1040, bbox_mAP_l: 0.3560, bbox_mAP_copypaste: 0.274 0.467 0.262 0.014 0.104 0.356
2020-08-12 10:52:58,184 - mmdet - INFO - Epoch [10][50/181] lr: 0.03000, eta: 14:38:33, time: 5.754, data_time: 2.675, memory: 9577, loss_rpn_cls: 0.0498, loss_rpn_bbox: 0.0316, s0.loss_cls: 0.0825, s0.acc: 97.3278, s0.loss_bbox: 0.0672, s1.loss_cls: 0.0399, s1.acc: 97.4513, s1.loss_bbox: 0.0686, s2.loss_cls: 0.0203, s2.acc: 97.3490, s2.loss_bbox: 0.0448, loss: 0.4048
2020-08-12 10:57:41,158 - mmdet - INFO - Epoch [10][100/181] lr: 0.03000, eta: 14:39:06, time: 5.660, data_time: 2.543, memory: 9577, loss_rpn_cls: 0.0431, loss_rpn_bbox: 0.0272, s0.loss_cls: 0.0760, s0.acc: 97.5802, s0.loss_bbox: 0.0621, s1.loss_cls: 0.0372, s1.acc: 97.6028, s1.loss_bbox: 0.0662, s2.loss_cls: 0.0191, s2.acc: 97.4789, s2.loss_bbox: 0.0431, loss: 0.3739
2020-08-12 11:02:32,669 - mmdet - INFO - Epoch [10][150/181] lr: 0.03000, eta: 14:40:14, time: 5.829, data_time: 2.749, memory: 9577, loss_rpn_cls: 0.0453, loss_rpn_bbox: 0.0296, s0.loss_cls: 0.0775, s0.acc: 97.4704, s0.loss_bbox: 0.0650, s1.loss_cls: 0.0371, s1.acc: 97.6160, s1.loss_bbox: 0.0673, s2.loss_cls: 0.0187, s2.acc: 97.5282, s2.loss_bbox: 0.0439, loss: 0.3844
2020-08-12 11:19:22,355 - mmdet - INFO - Evaluating bbox...
2020-08-12 11:20:15,121 - mmdet - INFO - Epoch [10][181/181] lr: 0.03000, bbox_mAP: 0.2690, bbox_mAP_50: 0.4660, bbox_mAP_75: 0.2600, bbox_mAP_s: 0.0140, bbox_mAP_m: 0.0970, bbox_mAP_l: 0.3450, bbox_mAP_copypaste: 0.269 0.466 0.260 0.014 0.097 0.345
2020-08-12 11:25:02,954 - mmdet - INFO - Epoch [11][50/181] lr: 0.03000, eta: 14:23:30, time: 5.754, data_time: 2.664, memory: 9577, loss_rpn_cls: 0.0393, loss_rpn_bbox: 0.0309, s0.loss_cls: 0.0786, s0.acc: 97.3519, s0.loss_bbox: 0.0678, s1.loss_cls: 0.0386, s1.acc: 97.3800, s1.loss_bbox: 0.0718, s2.loss_cls: 0.0199, s2.acc: 97.2387, s2.loss_bbox: 0.0492, loss: 0.3960
2020-08-12 11:29:47,153 - mmdet - INFO - Epoch [11][100/181] lr: 0.03000, eta: 14:23:42, time: 5.685, data_time: 2.519, memory: 9577, loss_rpn_cls: 0.0453, loss_rpn_bbox: 0.0306, s0.loss_cls: 0.0761, s0.acc: 97.4800, s0.loss_bbox: 0.0621, s1.loss_cls: 0.0363, s1.acc: 97.6042, s1.loss_bbox: 0.0638, s2.loss_cls: 0.0189, s2.acc: 97.4638, s2.loss_bbox: 0.0416, loss: 0.3746
2020-08-12 11:34:40,877 - mmdet - INFO - Epoch [11][150/181] lr: 0.03000, eta: 14:24:30, time: 5.876, data_time: 2.723, memory: 9577, loss_rpn_cls: 0.0422, loss_rpn_bbox: 0.0300, s0.loss_cls: 0.0759, s0.acc: 97.5438, s0.loss_bbox: 0.0632, s1.loss_cls: 0.0378, s1.acc: 97.5861, s1.loss_bbox: 0.0665, s2.loss_cls: 0.0195, s2.acc: 97.4316, s2.loss_bbox: 0.0438, loss: 0.3790
2020-08-12 11:51:23,133 - mmdet - INFO - Evaluating bbox...
2020-08-12 11:52:21,439 - mmdet - INFO - Epoch [11][181/181] lr: 0.03000, bbox_mAP: 0.3020, bbox_mAP_50: 0.5070, bbox_mAP_75: 0.2920, bbox_mAP_s: 0.0140, bbox_mAP_m: 0.1270, bbox_mAP_l: 0.3840, bbox_mAP_copypaste: 0.302 0.507 0.292 0.014 0.127 0.384
2020-08-12 11:57:05,766 - mmdet - INFO - Epoch [12][50/181] lr: 0.03000, eta: 14:08:35, time: 5.685, data_time: 2.752, memory: 9577, loss_rpn_cls: 0.0409, loss_rpn_bbox: 0.0271, s0.loss_cls: 0.0761, s0.acc: 97.4320, s0.loss_bbox: 0.0639, s1.loss_cls: 0.0369, s1.acc: 97.5314, s1.loss_bbox: 0.0673, s2.loss_cls: 0.0193, s2.acc: 97.3844, s2.loss_bbox: 0.0448, loss: 0.3764