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coco_log.txt
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git:
sha: 9ee5e227369e196e07831091c4b60efe3a6ef642, status: clean, branch: master
Namespace(name='COCO_HS_03_lbz',
model='vit',
backbone='vit_base_patch16_224',
pretrained=True,
aux_layer=-3,
isgap=False,
finalval=True,
seed=0,
random_seed=False,
work_dir='/media/hossein-rahmani/Data1/xinyuyang/space/cocoseg',
output_dir=PosixPath('/media/hossein-rahmani/Data1/xinyuyang/space/cocoseg/COCO_HS_03_lbz'),
device='cuda',
save_per_eval=10,
eval_iters=6000,
turnon_rawcam=False,
fasteval=True,
valfull=False,
eval_threshold_filters=None,
dataset='COCO',
coco_root='/media/hossein-rahmani/Data1/xinyuyang/data/coco',
crop_size=448,
scales=(0.5,
2),
ignore_index=255,
num_classes=81,
batch_size=4,
num_workers=4,
max_iters=60000,
warmup_iters=10000,
lr=6e-05,
min_mult=0.0,
wt_dec=0.01,
cam_weight=0.05,
camloss_version='v1',
seg_weight=0.1,
segfg_alpha=0.5,
reg_weight=0.05,
momentum=0.9994,
pseudo_scales=[1.0,
0.5,
1.5],
high_thre=0.65,
high_thre_aux=0.7,
bkg_thre=0.5,
low_thre=0.25,
low_thre_aux=0.25,
usegmm=False,
usegmmaux=False,
gmmscale=16,
gmmfilter_thre=0.05,
queue_update_ratio=100,
camweight_beta=1.0,
par_downscale=2,
usepar=False,
aux_cam2seg=True,
aux_cam2seg_traditional=True,
aux_cam2seg_alpha=0.5,
aux_seg2cam=False,
aux_seg2cam_alpha=0.5,
seg_softmaxtemp=0.01,
segconf_thre=0.25,
after_softmax=False,
detach='none',
use_cammix=False,
oracle_camloss_version='v1',
oracle_camloss_detach=False,
oracle_camloss_bgmax=True,
rank=0,
world_size=2,
gpu=0,
dist_url='env://',
distributed=True,
dist_backend='nccl')
<dataloaders.coco.COCOClsDatasetNew object at 0x7ff08cd4ad10>
dataset name: COCOSegDataset
length: 5000
split: val_part
here pretrained
Number of params for Network: 92M
Start training
Iter: 200; Elasped: 0:08:32; ETA: 1 day, 18:31:28; Itertime: 2.56; LR: 7.960e-06;
overall_loss: 9.0859, cls_loss: 0.3559, cls_acc: 0.192, cls_aux_loss: 8.7300, cls_aux_acc: 0.086, seg_loss: 4.4304, cam_loss: 0.7969, reg_loss: -0.0672 ...
Iter: 400; Elasped: 0:17:01; ETA: 1 day, 18:15:29; Itertime: 2.54; LR: 1.596e-05;
overall_loss: 0.5069, cls_loss: 0.1355, cls_acc: 0.318, cls_aux_loss: 0.3714, cls_aux_acc: 0.233, seg_loss: 4.4256, cam_loss: 0.7824, reg_loss: -0.0671 ...
Iter: 600; Elasped: 0:25:28; ETA: 1 day, 18:01:12; Itertime: 2.54; LR: 2.396e-05;
overall_loss: 0.3339, cls_loss: 0.1248, cls_acc: 0.348, cls_aux_loss: 0.2091, cls_aux_acc: 0.264, seg_loss: 4.4300, cam_loss: 0.7765, reg_loss: -0.0639 ...
Iter: 800; Elasped: 0:33:55; ETA: 1 day, 17:49:50; Itertime: 2.54; LR: 3.196e-05;
overall_loss: 0.2740, cls_loss: 0.1120, cls_acc: 0.451, cls_aux_loss: 0.1620, cls_aux_acc: 0.328, seg_loss: 4.4301, cam_loss: 0.8013, reg_loss: -0.0654 ...
Iter: 1000; Elasped: 0:42:23; ETA: 1 day, 17:40:37; Itertime: 2.54; LR: 3.996e-05;
overall_loss: 0.2442, cls_loss: 0.0984, cls_acc: 0.560, cls_aux_loss: 0.1458, cls_aux_acc: 0.383, seg_loss: 4.4303, cam_loss: 0.8581, reg_loss: -0.0652 ...
Iter: 1200; Elasped: 0:50:50; ETA: 1 day, 17:30:50; Itertime: 2.53; LR: 4.796e-05;
overall_loss: 0.2316, cls_loss: 0.0898, cls_acc: 0.624, cls_aux_loss: 0.1418, cls_aux_acc: 0.435, seg_loss: 4.4303, cam_loss: 0.9065, reg_loss: -0.0659 ...
Iter: 1400; Elasped: 0:59:16; ETA: 1 day, 17:20:44; Itertime: 2.53; LR: 5.596e-05;
overall_loss: 0.2127, cls_loss: 0.0811, cls_acc: 0.681, cls_aux_loss: 0.1316, cls_aux_acc: 0.494, seg_loss: 4.4295, cam_loss: 0.9547, reg_loss: -0.0690 ...
Iter: 1600; Elasped: 1:07:43; ETA: 1 day, 17:11:39; Itertime: 2.53; LR: 5.856e-05;
overall_loss: 0.2050, cls_loss: 0.0765, cls_acc: 0.717, cls_aux_loss: 0.1285, cls_aux_acc: 0.534, seg_loss: 4.4273, cam_loss: 0.9972, reg_loss: -0.0697 ...
Iter: 1800; Elasped: 1:16:10; ETA: 1 day, 17:02:43; Itertime: 2.53; LR: 5.838e-05;
overall_loss: 0.1939, cls_loss: 0.0732, cls_acc: 0.750, cls_aux_loss: 0.1207, cls_aux_acc: 0.590, seg_loss: 4.4230, cam_loss: 1.0189, reg_loss: -0.0674 ...
Iter: 2000; Elasped: 1:24:36; ETA: 1 day, 16:53:24; Itertime: 2.53; LR: 5.820e-05;
overall_loss: 0.1749, cls_loss: 0.0685, cls_acc: 0.763, cls_aux_loss: 0.1064, cls_aux_acc: 0.630, seg_loss: 4.4243, cam_loss: 1.0297, reg_loss: -0.0667 ...
Iter: 2200; Elasped: 1:33:02; ETA: 1 day, 16:44:14; Itertime: 2.53; LR: 5.802e-05;
overall_loss: 0.1752, cls_loss: 0.0691, cls_acc: 0.774, cls_aux_loss: 0.1061, cls_aux_acc: 0.647, seg_loss: 4.4241, cam_loss: 1.0531, reg_loss: -0.0641 ...
Iter: 2400; Elasped: 1:41:28; ETA: 1 day, 16:35:12; Itertime: 2.53; LR: 5.784e-05;
overall_loss: 0.1678, cls_loss: 0.0663, cls_acc: 0.790, cls_aux_loss: 0.1015, cls_aux_acc: 0.671, seg_loss: 4.4252, cam_loss: 1.0634, reg_loss: -0.0709 ...
Iter: 2600; Elasped: 1:49:55; ETA: 1 day, 16:26:37; Itertime: 2.54; LR: 5.766e-05;
overall_loss: 0.1645, cls_loss: 0.0665, cls_acc: 0.782, cls_aux_loss: 0.0980, cls_aux_acc: 0.677, seg_loss: 4.4323, cam_loss: 1.0699, reg_loss: -0.0660 ...
Iter: 2800; Elasped: 1:58:23; ETA: 1 day, 16:18:24; Itertime: 2.54; LR: 5.747e-05;
overall_loss: 0.1632, cls_loss: 0.0650, cls_acc: 0.806, cls_aux_loss: 0.0982, cls_aux_acc: 0.687, seg_loss: 4.4302, cam_loss: 1.0760, reg_loss: -0.0675 ...
Iter: 3000; Elasped: 2:06:49; ETA: 1 day, 16:09:31; Itertime: 2.53; LR: 5.729e-05;
overall_loss: 0.1578, cls_loss: 0.0632, cls_acc: 0.804, cls_aux_loss: 0.0946, cls_aux_acc: 0.693, seg_loss: 4.4267, cam_loss: 1.0719, reg_loss: -0.0694 ...
Iter: 3200; Elasped: 2:15:15; ETA: 1 day, 16:00:41; Itertime: 2.53; LR: 5.711e-05;
overall_loss: 0.1635, cls_loss: 0.0673, cls_acc: 0.787, cls_aux_loss: 0.0962, cls_aux_acc: 0.685, seg_loss: 4.4238, cam_loss: 1.0821, reg_loss: -0.0646 ...
Iter: 3400; Elasped: 2:23:41; ETA: 1 day, 15:51:54; Itertime: 2.53; LR: 5.693e-05;
overall_loss: 0.1544, cls_loss: 0.0636, cls_acc: 0.803, cls_aux_loss: 0.0908, cls_aux_acc: 0.705, seg_loss: 4.4172, cam_loss: 1.0766, reg_loss: -0.0673 ...
Iter: 3600; Elasped: 2:32:08; ETA: 1 day, 15:43:25; Itertime: 2.53; LR: 5.675e-05;
overall_loss: 0.1500, cls_loss: 0.0615, cls_acc: 0.796, cls_aux_loss: 0.0885, cls_aux_acc: 0.699, seg_loss: 4.4122, cam_loss: 1.0612, reg_loss: -0.0684 ...
Iter: 3800; Elasped: 2:40:35; ETA: 1 day, 15:34:56; Itertime: 2.53; LR: 5.657e-05;
overall_loss: 0.1513, cls_loss: 0.0645, cls_acc: 0.794, cls_aux_loss: 0.0868, cls_aux_acc: 0.706, seg_loss: 4.4176, cam_loss: 1.0485, reg_loss: -0.0654 ...
Iter: 4000; Elasped: 2:49:01; ETA: 1 day, 15:26:14; Itertime: 2.53; LR: 5.639e-05;
overall_loss: 0.1439, cls_loss: 0.0617, cls_acc: 0.803, cls_aux_loss: 0.0822, cls_aux_acc: 0.731, seg_loss: 4.4207, cam_loss: 1.0408, reg_loss: -0.0668 ...
Iter: 4200; Elasped: 2:57:27; ETA: 1 day, 15:17:33; Itertime: 2.53; LR: 5.621e-05;
overall_loss: 0.1482, cls_loss: 0.0641, cls_acc: 0.796, cls_aux_loss: 0.0841, cls_aux_acc: 0.717, seg_loss: 4.4080, cam_loss: 1.0253, reg_loss: -0.0681 ...
Iter: 4400; Elasped: 3:05:54; ETA: 1 day, 15:09:06; Itertime: 2.53; LR: 5.603e-05;
overall_loss: 0.1394, cls_loss: 0.0621, cls_acc: 0.810, cls_aux_loss: 0.0773, cls_aux_acc: 0.758, seg_loss: 4.4094, cam_loss: 1.0189, reg_loss: -0.0665 ...
Iter: 4600; Elasped: 3:14:22; ETA: 1 day, 15:00:51; Itertime: 2.54; LR: 5.584e-05;
overall_loss: 0.1388, cls_loss: 0.0624, cls_acc: 0.802, cls_aux_loss: 0.0764, cls_aux_acc: 0.743, seg_loss: 4.4178, cam_loss: 0.9955, reg_loss: -0.0704 ...
Iter: 4800; Elasped: 3:22:50; ETA: 1 day, 14:52:35; Itertime: 2.54; LR: 5.566e-05;
overall_loss: 0.1338, cls_loss: 0.0599, cls_acc: 0.817, cls_aux_loss: 0.0739, cls_aux_acc: 0.765, seg_loss: 4.4223, cam_loss: 0.9930, reg_loss: -0.0642 ...
Iter: 5000; Elasped: 3:31:17; ETA: 1 day, 14:44:07; Itertime: 2.53; LR: 5.548e-05;
overall_loss: 0.1357, cls_loss: 0.0614, cls_acc: 0.815, cls_aux_loss: 0.0743, cls_aux_acc: 0.766, seg_loss: 4.4205, cam_loss: 0.9901, reg_loss: -0.0655 ...
Iter: 5200; Elasped: 3:39:44; ETA: 1 day, 14:35:39; Itertime: 2.53; LR: 5.530e-05;
overall_loss: 0.1379, cls_loss: 0.0629, cls_acc: 0.802, cls_aux_loss: 0.0749, cls_aux_acc: 0.758, seg_loss: 4.3963, cam_loss: 0.9793, reg_loss: -0.0674 ...
Iter: 5400; Elasped: 3:48:10; ETA: 1 day, 14:27:01; Itertime: 2.53; LR: 5.512e-05;
overall_loss: 0.1287, cls_loss: 0.0588, cls_acc: 0.816, cls_aux_loss: 0.0700, cls_aux_acc: 0.775, seg_loss: 4.4144, cam_loss: 0.9606, reg_loss: -0.0646 ...
Iter: 5600; Elasped: 3:56:38; ETA: 1 day, 14:18:43; Itertime: 2.54; LR: 5.494e-05;
overall_loss: 0.1250, cls_loss: 0.0569, cls_acc: 0.813, cls_aux_loss: 0.0680, cls_aux_acc: 0.763, seg_loss: 4.4133, cam_loss: 0.9585, reg_loss: -0.0671 ...
Iter: 5800; Elasped: 4:05:04; ETA: 1 day, 14:10:06; Itertime: 2.53; LR: 5.475e-05;
overall_loss: 0.1355, cls_loss: 0.0620, cls_acc: 0.804, cls_aux_loss: 0.0735, cls_aux_acc: 0.764, seg_loss: 4.3882, cam_loss: 0.9682, reg_loss: -0.0652 ...
Iter: 6000; Elasped: 4:13:31; ETA: 1 day, 14:01:39; Itertime: 2.53; LR: 5.457e-05;
overall_loss: 0.1228, cls_loss: 0.0562, cls_acc: 0.826, cls_aux_loss: 0.0665, cls_aux_acc: 0.789, seg_loss: 4.4116, cam_loss: 0.9585, reg_loss: -0.0668 ...
Iter: 6200; Elasped: 4:21:57; ETA: 1 day, 13:53:03; Itertime: 2.53; LR: 5.439e-05;
overall_loss: 0.1237, cls_loss: 0.0568, cls_acc: 0.832, cls_aux_loss: 0.0669, cls_aux_acc: 0.791, seg_loss: 4.4187, cam_loss: 0.9604, reg_loss: -0.0665 ...
Iter: 6400; Elasped: 4:30:23; ETA: 1 day, 13:44:27; Itertime: 2.53; LR: 5.421e-05;
overall_loss: 0.1293, cls_loss: 0.0592, cls_acc: 0.826, cls_aux_loss: 0.0701, cls_aux_acc: 0.786, seg_loss: 4.3995, cam_loss: 0.9562, reg_loss: -0.0655 ...
Iter: 6600; Elasped: 4:38:50; ETA: 1 day, 13:36:00; Itertime: 2.53; LR: 5.403e-05;
overall_loss: 0.1247, cls_loss: 0.0569, cls_acc: 0.826, cls_aux_loss: 0.0678, cls_aux_acc: 0.782, seg_loss: 4.4035, cam_loss: 0.9600, reg_loss: -0.0689 ...
Iter: 6800; Elasped: 4:47:16; ETA: 1 day, 13:27:26; Itertime: 2.53; LR: 5.384e-05;
overall_loss: 0.1292, cls_loss: 0.0585, cls_acc: 0.823, cls_aux_loss: 0.0707, cls_aux_acc: 0.780, seg_loss: 4.4029, cam_loss: 0.9650, reg_loss: -0.0655 ...
Iter: 7000; Elasped: 4:55:42; ETA: 1 day, 13:18:52; Itertime: 2.53; LR: 5.366e-05;
overall_loss: 0.1219, cls_loss: 0.0560, cls_acc: 0.827, cls_aux_loss: 0.0659, cls_aux_acc: 0.784, seg_loss: 4.3831, cam_loss: 0.9473, reg_loss: -0.0678 ...
Iter: 7200; Elasped: 5:04:10; ETA: 1 day, 13:10:33; Itertime: 2.54; LR: 5.348e-05;
overall_loss: 0.1244, cls_loss: 0.0566, cls_acc: 0.822, cls_aux_loss: 0.0677, cls_aux_acc: 0.779, seg_loss: 4.3917, cam_loss: 0.9530, reg_loss: -0.0683 ...
Iter: 7400; Elasped: 5:12:36; ETA: 1 day, 13:01:59; Itertime: 2.53; LR: 5.330e-05;
overall_loss: 0.1269, cls_loss: 0.0584, cls_acc: 0.815, cls_aux_loss: 0.0686, cls_aux_acc: 0.780, seg_loss: 4.4016, cam_loss: 0.9690, reg_loss: -0.0713 ...
Iter: 7600; Elasped: 5:21:02; ETA: 1 day, 12:53:26; Itertime: 2.53; LR: 5.312e-05;
overall_loss: 0.1218, cls_loss: 0.0559, cls_acc: 0.824, cls_aux_loss: 0.0658, cls_aux_acc: 0.790, seg_loss: 4.3813, cam_loss: 0.9603, reg_loss: -0.0658 ...
Iter: 7800; Elasped: 5:29:29; ETA: 1 day, 12:45:00; Itertime: 2.53; LR: 5.293e-05;
overall_loss: 0.1230, cls_loss: 0.0566, cls_acc: 0.827, cls_aux_loss: 0.0663, cls_aux_acc: 0.788, seg_loss: 4.3835, cam_loss: 0.9616, reg_loss: -0.0681 ...
Iter: 8000; Elasped: 5:37:57; ETA: 1 day, 12:36:40; Itertime: 2.54; LR: 5.275e-05;
overall_loss: 0.1272, cls_loss: 0.0585, cls_acc: 0.838, cls_aux_loss: 0.0687, cls_aux_acc: 0.801, seg_loss: 4.3856, cam_loss: 0.9547, reg_loss: -0.0709 ...
Iter: 8200; Elasped: 5:46:23; ETA: 1 day, 12:28:07; Itertime: 2.53; LR: 5.257e-05;
overall_loss: 0.1314, cls_loss: 0.0603, cls_acc: 0.813, cls_aux_loss: 0.0711, cls_aux_acc: 0.769, seg_loss: 4.3963, cam_loss: 0.9366, reg_loss: -0.0666 ...
Iter: 8400; Elasped: 5:54:49; ETA: 1 day, 12:19:35; Itertime: 2.53; LR: 5.239e-05;
overall_loss: 0.1246, cls_loss: 0.0565, cls_acc: 0.828, cls_aux_loss: 0.0681, cls_aux_acc: 0.784, seg_loss: 4.4060, cam_loss: 0.9473, reg_loss: -0.0678 ...
Iter: 8600; Elasped: 6:03:15; ETA: 1 day, 12:11:03; Itertime: 2.53; LR: 5.220e-05;
overall_loss: 0.1250, cls_loss: 0.0575, cls_acc: 0.825, cls_aux_loss: 0.0675, cls_aux_acc: 0.782, seg_loss: 4.3772, cam_loss: 0.9352, reg_loss: -0.0692 ...
Iter: 8800; Elasped: 6:11:41; ETA: 1 day, 12:02:31; Itertime: 2.53; LR: 5.202e-05;
overall_loss: 0.1214, cls_loss: 0.0556, cls_acc: 0.834, cls_aux_loss: 0.0658, cls_aux_acc: 0.785, seg_loss: 4.3822, cam_loss: 0.9407, reg_loss: -0.0657 ...
Iter: 9000; Elasped: 6:20:07; ETA: 1 day, 11:53:59; Itertime: 2.53; LR: 5.184e-05;
overall_loss: 0.1169, cls_loss: 0.0534, cls_acc: 0.837, cls_aux_loss: 0.0635, cls_aux_acc: 0.803, seg_loss: 4.4119, cam_loss: 0.9384, reg_loss: -0.0676 ...
Iter: 9200; Elasped: 6:28:33; ETA: 1 day, 11:45:28; Itertime: 2.53; LR: 5.165e-05;
overall_loss: 0.1226, cls_loss: 0.0559, cls_acc: 0.830, cls_aux_loss: 0.0667, cls_aux_acc: 0.795, seg_loss: 4.3995, cam_loss: 0.9468, reg_loss: -0.0669 ...
Iter: 9400; Elasped: 6:36:58; ETA: 1 day, 11:36:51; Itertime: 2.53; LR: 5.147e-05;
overall_loss: 0.1232, cls_loss: 0.0562, cls_acc: 0.825, cls_aux_loss: 0.0670, cls_aux_acc: 0.784, seg_loss: 4.3951, cam_loss: 0.9476, reg_loss: -0.0677 ...
Iter: 9600; Elasped: 6:45:23; ETA: 1 day, 11:28:15; Itertime: 2.53; LR: 5.129e-05;
overall_loss: 0.1258, cls_loss: 0.0580, cls_acc: 0.832, cls_aux_loss: 0.0678, cls_aux_acc: 0.798, seg_loss: 4.3877, cam_loss: 0.9545, reg_loss: -0.0652 ...
Iter: 9800; Elasped: 6:53:51; ETA: 1 day, 11:19:55; Itertime: 2.54; LR: 5.110e-05;
overall_loss: 0.1317, cls_loss: 0.0598, cls_acc: 0.822, cls_aux_loss: 0.0719, cls_aux_acc: 0.774, seg_loss: 4.4141, cam_loss: 0.9460, reg_loss: -0.0679 ...
Iter: 10000; Elasped: 7:02:18; ETA: 1 day, 11:11:30; Itertime: 2.54; LR: 5.092e-05;
overall_loss: 0.1194, cls_loss: 0.0553, cls_acc: 0.837, cls_aux_loss: 0.0641, cls_aux_acc: 0.810, seg_loss: 4.3989, cam_loss: 0.9463, reg_loss: -0.0656 ...
Iter: 10200; Elasped: 7:10:45; ETA: 1 day, 11:03:04; Itertime: 2.53; LR: 5.074e-05;
overall_loss: 0.3215, cls_loss: 0.0599, cls_acc: 0.830, cls_aux_loss: 0.0667, cls_aux_acc: 0.805, seg_loss: 2.5858, cam_loss: 0.8123, reg_loss: -2.0384 ...
Iter: 10400; Elasped: 7:19:12; ETA: 1 day, 10:54:38; Itertime: 2.54; LR: 5.055e-05;
overall_loss: 0.2293, cls_loss: 0.0567, cls_acc: 0.826, cls_aux_loss: 0.0651, cls_aux_acc: 0.792, seg_loss: 1.8931, cam_loss: 0.7863, reg_loss: -2.4216 ...
Iter: 10600; Elasped: 7:27:40; ETA: 1 day, 10:46:17; Itertime: 2.54; LR: 5.037e-05;
overall_loss: 0.2026, cls_loss: 0.0595, cls_acc: 0.821, cls_aux_loss: 0.0675, cls_aux_acc: 0.787, seg_loss: 1.6703, cam_loss: 0.7690, reg_loss: -2.5978 ...
Iter: 10800; Elasped: 7:36:07; ETA: 1 day, 10:37:51; Itertime: 2.54; LR: 5.019e-05;
overall_loss: 0.1980, cls_loss: 0.0582, cls_acc: 0.842, cls_aux_loss: 0.0677, cls_aux_acc: 0.804, seg_loss: 1.5416, cam_loss: 0.7631, reg_loss: -2.4049 ...
Iter: 11000; Elasped: 7:44:34; ETA: 1 day, 10:29:26; Itertime: 2.53; LR: 5.000e-05;
overall_loss: 0.1761, cls_loss: 0.0582, cls_acc: 0.829, cls_aux_loss: 0.0689, cls_aux_acc: 0.795, seg_loss: 1.4208, cam_loss: 0.7516, reg_loss: -2.6147 ...
Iter: 11200; Elasped: 7:53:01; ETA: 1 day, 10:21:00; Itertime: 2.54; LR: 4.982e-05;
overall_loss: 0.1752, cls_loss: 0.0581, cls_acc: 0.835, cls_aux_loss: 0.0681, cls_aux_acc: 0.800, seg_loss: 1.2993, cam_loss: 0.7448, reg_loss: -2.3644 ...
Iter: 11400; Elasped: 8:01:29; ETA: 1 day, 10:12:38; Itertime: 2.54; LR: 4.964e-05;
overall_loss: 0.1774, cls_loss: 0.0606, cls_acc: 0.828, cls_aux_loss: 0.0718, cls_aux_acc: 0.793, seg_loss: 1.2734, cam_loss: 0.7385, reg_loss: -2.3854 ...
Iter: 11600; Elasped: 8:09:56; ETA: 1 day, 10:04:12; Itertime: 2.53; LR: 4.945e-05;
overall_loss: 0.1469, cls_loss: 0.0553, cls_acc: 0.837, cls_aux_loss: 0.0638, cls_aux_acc: 0.809, seg_loss: 1.1430, cam_loss: 0.7298, reg_loss: -2.4587 ...
Iter: 11800; Elasped: 8:18:23; ETA: 1 day, 9:55:46; Itertime: 2.54; LR: 4.927e-05;
overall_loss: 0.1501, cls_loss: 0.0569, cls_acc: 0.819, cls_aux_loss: 0.0665, cls_aux_acc: 0.780, seg_loss: 1.0973, cam_loss: 0.7258, reg_loss: -2.3850 ...
Iter: 12000; Elasped: 8:26:51; ETA: 1 day, 9:47:24; Itertime: 2.54; LR: 4.908e-05;
overall_loss: 0.1578, cls_loss: 0.0565, cls_acc: 0.835, cls_aux_loss: 0.0658, cls_aux_acc: 0.804, seg_loss: 1.0448, cam_loss: 0.7231, reg_loss: -2.1019 ...
Iter: 12200; Elasped: 8:35:17; ETA: 1 day, 9:38:53; Itertime: 2.53; LR: 4.890e-05;
overall_loss: 0.1564, cls_loss: 0.0571, cls_acc: 0.832, cls_aux_loss: 0.0665, cls_aux_acc: 0.795, seg_loss: 0.9995, cam_loss: 0.7199, reg_loss: -2.0636 ...
Iter: 12400; Elasped: 8:43:44; ETA: 1 day, 9:30:27; Itertime: 2.53; LR: 4.872e-05;
overall_loss: 0.1564, cls_loss: 0.0575, cls_acc: 0.828, cls_aux_loss: 0.0676, cls_aux_acc: 0.794, seg_loss: 0.9124, cam_loss: 0.7164, reg_loss: -1.9162 ...
Iter: 12600; Elasped: 8:52:11; ETA: 1 day, 9:22:01; Itertime: 2.54; LR: 4.853e-05;
overall_loss: 0.1435, cls_loss: 0.0527, cls_acc: 0.839, cls_aux_loss: 0.0611, cls_aux_acc: 0.804, seg_loss: 0.8157, cam_loss: 0.7146, reg_loss: -1.7528 ...
Iter: 12800; Elasped: 9:00:38; ETA: 1 day, 9:13:35; Itertime: 2.54; LR: 4.835e-05;
overall_loss: 0.1568, cls_loss: 0.0550, cls_acc: 0.840, cls_aux_loss: 0.0646, cls_aux_acc: 0.809, seg_loss: 0.8451, cam_loss: 0.7108, reg_loss: -1.6569 ...
Iter: 13000; Elasped: 9:09:05; ETA: 1 day, 9:05:08; Itertime: 2.54; LR: 4.816e-05;
overall_loss: 0.1558, cls_loss: 0.0581, cls_acc: 0.828, cls_aux_loss: 0.0673, cls_aux_acc: 0.798, seg_loss: 0.7761, cam_loss: 0.7096, reg_loss: -1.6539 ...
Iter: 13200; Elasped: 9:17:32; ETA: 1 day, 8:56:42; Itertime: 2.54; LR: 4.798e-05;
overall_loss: 0.1546, cls_loss: 0.0533, cls_acc: 0.842, cls_aux_loss: 0.0625, cls_aux_acc: 0.807, seg_loss: 0.7604, cam_loss: 0.7076, reg_loss: -1.4507 ...
Iter: 13400; Elasped: 9:25:58; ETA: 1 day, 8:48:12; Itertime: 2.53; LR: 4.779e-05;
overall_loss: 0.1566, cls_loss: 0.0532, cls_acc: 0.851, cls_aux_loss: 0.0615, cls_aux_acc: 0.814, seg_loss: 0.7335, cam_loss: 0.7070, reg_loss: -1.3383 ...
Iter: 13600; Elasped: 9:34:25; ETA: 1 day, 8:39:46; Itertime: 2.53; LR: 4.761e-05;
overall_loss: 0.1693, cls_loss: 0.0562, cls_acc: 0.841, cls_aux_loss: 0.0655, cls_aux_acc: 0.804, seg_loss: 0.7666, cam_loss: 0.7057, reg_loss: -1.2881 ...
Iter: 13800; Elasped: 9:42:51; ETA: 1 day, 8:31:16; Itertime: 2.53; LR: 4.742e-05;
overall_loss: 0.1605, cls_loss: 0.0525, cls_acc: 0.851, cls_aux_loss: 0.0609, cls_aux_acc: 0.818, seg_loss: 0.7129, cam_loss: 0.7050, reg_loss: -1.1870 ...
Iter: 14000; Elasped: 9:51:18; ETA: 1 day, 8:22:50; Itertime: 2.53; LR: 4.724e-05;
overall_loss: 0.1644, cls_loss: 0.0551, cls_acc: 0.840, cls_aux_loss: 0.0640, cls_aux_acc: 0.803, seg_loss: 0.6783, cam_loss: 0.7036, reg_loss: -1.1557 ...
Iter: 14200; Elasped: 9:59:46; ETA: 1 day, 8:14:27; Itertime: 2.54; LR: 4.705e-05;
overall_loss: 0.1783, cls_loss: 0.0585, cls_acc: 0.842, cls_aux_loss: 0.0675, cls_aux_acc: 0.811, seg_loss: 0.6996, cam_loss: 0.7035, reg_loss: -1.0575 ...
Iter: 14400; Elasped: 10:08:11; ETA: 1 day, 8:05:54; Itertime: 2.53; LR: 4.687e-05;
overall_loss: 0.1719, cls_loss: 0.0541, cls_acc: 0.847, cls_aux_loss: 0.0638, cls_aux_acc: 0.811, seg_loss: 0.6819, cam_loss: 0.7025, reg_loss: -0.9874 ...
Iter: 14600; Elasped: 10:16:39; ETA: 1 day, 7:57:31; Itertime: 2.54; LR: 4.668e-05;
overall_loss: 0.1709, cls_loss: 0.0553, cls_acc: 0.849, cls_aux_loss: 0.0656, cls_aux_acc: 0.807, seg_loss: 0.6250, cam_loss: 0.7025, reg_loss: -0.9528 ...
Iter: 14800; Elasped: 10:25:04; ETA: 1 day, 7:48:59; Itertime: 2.53; LR: 4.650e-05;
overall_loss: 0.1707, cls_loss: 0.0557, cls_acc: 0.849, cls_aux_loss: 0.0645, cls_aux_acc: 0.813, seg_loss: 0.6472, cam_loss: 0.7020, reg_loss: -0.9869 ...
Iter: 15000; Elasped: 10:33:30; ETA: 1 day, 7:40:30; Itertime: 2.53; LR: 4.631e-05;
overall_loss: 0.1587, cls_loss: 0.0501, cls_acc: 0.859, cls_aux_loss: 0.0576, cls_aux_acc: 0.829, seg_loss: 0.5712, cam_loss: 0.7015, reg_loss: -0.8249 ...
Iter: 15200; Elasped: 10:41:57; ETA: 1 day, 7:32:03; Itertime: 2.53; LR: 4.613e-05;
overall_loss: 0.1710, cls_loss: 0.0546, cls_acc: 0.841, cls_aux_loss: 0.0644, cls_aux_acc: 0.805, seg_loss: 0.6100, cam_loss: 0.7008, reg_loss: -0.8804 ...
Iter: 15400; Elasped: 10:50:24; ETA: 1 day, 7:23:37; Itertime: 2.54; LR: 4.594e-05;
overall_loss: 0.1699, cls_loss: 0.0524, cls_acc: 0.844, cls_aux_loss: 0.0616, cls_aux_acc: 0.812, seg_loss: 0.6088, cam_loss: 0.7003, reg_loss: -0.7998 ...
Iter: 15600; Elasped: 10:58:52; ETA: 1 day, 7:15:14; Itertime: 2.54; LR: 4.576e-05;
overall_loss: 0.1767, cls_loss: 0.0554, cls_acc: 0.847, cls_aux_loss: 0.0647, cls_aux_acc: 0.812, seg_loss: 0.5800, cam_loss: 0.7000, reg_loss: -0.7272 ...
Iter: 15800; Elasped: 11:07:19; ETA: 1 day, 7:06:47; Itertime: 2.54; LR: 4.557e-05;
overall_loss: 0.1681, cls_loss: 0.0518, cls_acc: 0.857, cls_aux_loss: 0.0597, cls_aux_acc: 0.829, seg_loss: 0.5834, cam_loss: 0.7005, reg_loss: -0.7346 ...
Iter: 16000; Elasped: 11:15:45; ETA: 1 day, 6:58:18; Itertime: 2.53; LR: 4.539e-05;
overall_loss: 0.1802, cls_loss: 0.0562, cls_acc: 0.833, cls_aux_loss: 0.0649, cls_aux_acc: 0.805, seg_loss: 0.6454, cam_loss: 0.6996, reg_loss: -0.8091 ...
Iter: 16200; Elasped: 11:24:12; ETA: 1 day, 6:49:52; Itertime: 2.53; LR: 4.520e-05;
overall_loss: 0.1695, cls_loss: 0.0521, cls_acc: 0.841, cls_aux_loss: 0.0614, cls_aux_acc: 0.807, seg_loss: 0.5773, cam_loss: 0.6999, reg_loss: -0.7348 ...
Iter: 16400; Elasped: 11:32:39; ETA: 1 day, 6:41:26; Itertime: 2.54; LR: 4.502e-05;
overall_loss: 0.1792, cls_loss: 0.0580, cls_acc: 0.827, cls_aux_loss: 0.0657, cls_aux_acc: 0.806, seg_loss: 0.5594, cam_loss: 0.6991, reg_loss: -0.7072 ...
Iter: 16600; Elasped: 11:41:05; ETA: 1 day, 6:32:57; Itertime: 2.53; LR: 4.483e-05;
overall_loss: 0.1725, cls_loss: 0.0550, cls_acc: 0.836, cls_aux_loss: 0.0633, cls_aux_acc: 0.798, seg_loss: 0.5295, cam_loss: 0.6986, reg_loss: -0.6725 ...
Iter: 16800; Elasped: 11:49:31; ETA: 1 day, 6:24:28; Itertime: 2.53; LR: 4.464e-05;
overall_loss: 0.1720, cls_loss: 0.0539, cls_acc: 0.851, cls_aux_loss: 0.0618, cls_aux_acc: 0.823, seg_loss: 0.5641, cam_loss: 0.6995, reg_loss: -0.7038 ...
Iter: 17000; Elasped: 11:57:58; ETA: 1 day, 6:16:02; Itertime: 2.53; LR: 4.446e-05;
overall_loss: 0.1726, cls_loss: 0.0536, cls_acc: 0.845, cls_aux_loss: 0.0621, cls_aux_acc: 0.812, seg_loss: 0.5690, cam_loss: 0.6991, reg_loss: -0.7005 ...
Iter: 17200; Elasped: 12:06:24; ETA: 1 day, 6:07:33; Itertime: 2.53; LR: 4.427e-05;
overall_loss: 0.1718, cls_loss: 0.0540, cls_acc: 0.845, cls_aux_loss: 0.0630, cls_aux_acc: 0.814, seg_loss: 0.5153, cam_loss: 0.6992, reg_loss: -0.6340 ...
Iter: 17400; Elasped: 12:14:50; ETA: 1 day, 5:59:04; Itertime: 2.53; LR: 4.409e-05;
overall_loss: 0.1663, cls_loss: 0.0532, cls_acc: 0.844, cls_aux_loss: 0.0613, cls_aux_acc: 0.815, seg_loss: 0.5208, cam_loss: 0.6982, reg_loss: -0.7029 ...
Iter: 17600; Elasped: 12:23:17; ETA: 1 day, 5:50:38; Itertime: 2.54; LR: 4.390e-05;
overall_loss: 0.1634, cls_loss: 0.0508, cls_acc: 0.850, cls_aux_loss: 0.0587, cls_aux_acc: 0.820, seg_loss: 0.5017, cam_loss: 0.6987, reg_loss: -0.6238 ...
Iter: 17800; Elasped: 12:31:43; ETA: 1 day, 5:42:09; Itertime: 2.53; LR: 4.371e-05;
overall_loss: 0.1633, cls_loss: 0.0517, cls_acc: 0.851, cls_aux_loss: 0.0599, cls_aux_acc: 0.820, seg_loss: 0.4846, cam_loss: 0.6982, reg_loss: -0.6319 ...
Iter: 18000; Elasped: 12:40:11; ETA: 1 day, 5:33:45; Itertime: 2.54; LR: 4.353e-05;
overall_loss: 0.1586, cls_loss: 0.0494, cls_acc: 0.862, cls_aux_loss: 0.0570, cls_aux_acc: 0.835, seg_loss: 0.4750, cam_loss: 0.6979, reg_loss: -0.6043 ...
Iter: 18200; Elasped: 12:48:37; ETA: 1 day, 5:25:17; Itertime: 2.53; LR: 4.334e-05;
overall_loss: 0.1617, cls_loss: 0.0505, cls_acc: 0.858, cls_aux_loss: 0.0591, cls_aux_acc: 0.824, seg_loss: 0.4538, cam_loss: 0.6977, reg_loss: -0.5633 ...
Iter: 18400; Elasped: 12:57:03; ETA: 1 day, 5:16:48; Itertime: 2.53; LR: 4.315e-05;
overall_loss: 0.1686, cls_loss: 0.0524, cls_acc: 0.843, cls_aux_loss: 0.0610, cls_aux_acc: 0.812, seg_loss: 0.5170, cam_loss: 0.6972, reg_loss: -0.6263 ...
Iter: 18600; Elasped: 13:05:30; ETA: 1 day, 5:08:22; Itertime: 2.53; LR: 4.297e-05;
overall_loss: 0.1578, cls_loss: 0.0494, cls_acc: 0.866, cls_aux_loss: 0.0570, cls_aux_acc: 0.842, seg_loss: 0.4320, cam_loss: 0.6978, reg_loss: -0.5347 ...
Iter: 18800; Elasped: 13:13:56; ETA: 1 day, 4:59:53; Itertime: 2.53; LR: 4.278e-05;
overall_loss: 0.1663, cls_loss: 0.0534, cls_acc: 0.849, cls_aux_loss: 0.0614, cls_aux_acc: 0.817, seg_loss: 0.4442, cam_loss: 0.6968, reg_loss: -0.5553 ...
Iter: 19000; Elasped: 13:22:23; ETA: 1 day, 4:51:27; Itertime: 2.53; LR: 4.259e-05;
overall_loss: 0.1687, cls_loss: 0.0541, cls_acc: 0.846, cls_aux_loss: 0.0622, cls_aux_acc: 0.817, seg_loss: 0.4586, cam_loss: 0.6973, reg_loss: -0.5671 ...
Iter: 19200; Elasped: 13:30:51; ETA: 1 day, 4:43:03; Itertime: 2.54; LR: 4.241e-05;
overall_loss: 0.1656, cls_loss: 0.0516, cls_acc: 0.848, cls_aux_loss: 0.0593, cls_aux_acc: 0.818, seg_loss: 0.4656, cam_loss: 0.6975, reg_loss: -0.5337 ...
Iter: 19400; Elasped: 13:39:17; ETA: 1 day, 4:34:34; Itertime: 2.53; LR: 4.222e-05;
overall_loss: 0.1661, cls_loss: 0.0514, cls_acc: 0.853, cls_aux_loss: 0.0590, cls_aux_acc: 0.827, seg_loss: 0.4766, cam_loss: 0.6975, reg_loss: -0.5378 ...
Iter: 19600; Elasped: 13:47:43; ETA: 1 day, 4:26:06; Itertime: 2.53; LR: 4.203e-05;
overall_loss: 0.1570, cls_loss: 0.0490, cls_acc: 0.860, cls_aux_loss: 0.0571, cls_aux_acc: 0.825, seg_loss: 0.4492, cam_loss: 0.6974, reg_loss: -0.5773 ...
Iter: 19800; Elasped: 13:56:10; ETA: 1 day, 4:17:40; Itertime: 2.53; LR: 4.184e-05;
overall_loss: 0.1640, cls_loss: 0.0517, cls_acc: 0.849, cls_aux_loss: 0.0602, cls_aux_acc: 0.822, seg_loss: 0.4742, cam_loss: 0.6970, reg_loss: -0.6019 ...
Iter: 20000; Elasped: 14:04:37; ETA: 1 day, 4:09:14; Itertime: 2.54; LR: 4.166e-05;
overall_loss: 0.1695, cls_loss: 0.0539, cls_acc: 0.845, cls_aux_loss: 0.0630, cls_aux_acc: 0.816, seg_loss: 0.4677, cam_loss: 0.6971, reg_loss: -0.5826 ...
Iter: 20200; Elasped: 14:13:04; ETA: 1 day, 4:00:47; Itertime: 2.53; LR: 4.147e-05;
overall_loss: 0.1701, cls_loss: 0.0542, cls_acc: 0.850, cls_aux_loss: 0.0616, cls_aux_acc: 0.827, seg_loss: 0.4414, cam_loss: 0.6969, reg_loss: -0.4942 ...
Iter: 20400; Elasped: 14:21:31; ETA: 1 day, 3:52:21; Itertime: 2.53; LR: 4.128e-05;
overall_loss: 0.1756, cls_loss: 0.0546, cls_acc: 0.851, cls_aux_loss: 0.0635, cls_aux_acc: 0.821, seg_loss: 0.4846, cam_loss: 0.6967, reg_loss: -0.5154 ...
Iter: 20600; Elasped: 14:29:54; ETA: 1 day, 3:43:47; Itertime: 2.52; LR: 4.109e-05;
overall_loss: 0.1610, cls_loss: 0.0512, cls_acc: 0.844, cls_aux_loss: 0.0587, cls_aux_acc: 0.813, seg_loss: 0.4570, cam_loss: 0.6970, reg_loss: -0.5904 ...
Iter: 20800; Elasped: 14:38:20; ETA: 1 day, 3:35:19; Itertime: 2.53; LR: 4.091e-05;
overall_loss: 0.1556, cls_loss: 0.0487, cls_acc: 0.862, cls_aux_loss: 0.0549, cls_aux_acc: 0.833, seg_loss: 0.4303, cam_loss: 0.6966, reg_loss: -0.5168 ...
Iter: 21000; Elasped: 14:46:44; ETA: 1 day, 3:26:47; Itertime: 2.52; LR: 4.072e-05;
overall_loss: 0.1502, cls_loss: 0.0470, cls_acc: 0.870, cls_aux_loss: 0.0534, cls_aux_acc: 0.849, seg_loss: 0.4071, cam_loss: 0.6966, reg_loss: -0.5132 ...
Iter: 21200; Elasped: 14:55:09; ETA: 1 day, 3:18:17; Itertime: 2.52; LR: 4.053e-05;
overall_loss: 0.1563, cls_loss: 0.0492, cls_acc: 0.870, cls_aux_loss: 0.0557, cls_aux_acc: 0.849, seg_loss: 0.4258, cam_loss: 0.6971, reg_loss: -0.5205 ...
Iter: 21400; Elasped: 15:03:34; ETA: 1 day, 3:09:47; Itertime: 2.52; LR: 4.034e-05;
overall_loss: 0.1515, cls_loss: 0.0481, cls_acc: 0.866, cls_aux_loss: 0.0544, cls_aux_acc: 0.846, seg_loss: 0.4028, cam_loss: 0.6965, reg_loss: -0.5229 ...
Iter: 21600; Elasped: 15:11:59; ETA: 1 day, 3:01:18; Itertime: 2.52; LR: 4.015e-05;
overall_loss: 0.1520, cls_loss: 0.0490, cls_acc: 0.874, cls_aux_loss: 0.0560, cls_aux_acc: 0.842, seg_loss: 0.4159, cam_loss: 0.6966, reg_loss: -0.5879 ...
Iter: 21800; Elasped: 15:20:21; ETA: 1 day, 2:52:43; Itertime: 2.51; LR: 3.997e-05;
overall_loss: 0.1620, cls_loss: 0.0517, cls_acc: 0.868, cls_aux_loss: 0.0589, cls_aux_acc: 0.840, seg_loss: 0.4301, cam_loss: 0.6966, reg_loss: -0.5285 ...
Iter: 22000; Elasped: 15:28:46; ETA: 1 day, 2:44:14; Itertime: 2.52; LR: 3.978e-05;
overall_loss: 0.1589, cls_loss: 0.0524, cls_acc: 0.864, cls_aux_loss: 0.0591, cls_aux_acc: 0.841, seg_loss: 0.3893, cam_loss: 0.6970, reg_loss: -0.5262 ...
Iter: 22200; Elasped: 15:37:11; ETA: 1 day, 2:35:44; Itertime: 2.53; LR: 3.959e-05;
overall_loss: 0.1559, cls_loss: 0.0487, cls_acc: 0.869, cls_aux_loss: 0.0559, cls_aux_acc: 0.837, seg_loss: 0.4200, cam_loss: 0.6967, reg_loss: -0.5122 ...
Iter: 22400; Elasped: 15:45:36; ETA: 1 day, 2:27:15; Itertime: 2.52; LR: 3.940e-05;
overall_loss: 0.1598, cls_loss: 0.0510, cls_acc: 0.863, cls_aux_loss: 0.0579, cls_aux_acc: 0.837, seg_loss: 0.4206, cam_loss: 0.6966, reg_loss: -0.5188 ...
Iter: 22600; Elasped: 15:54:00; ETA: 1 day, 2:18:44; Itertime: 2.52; LR: 3.921e-05;
overall_loss: 0.1605, cls_loss: 0.0506, cls_acc: 0.862, cls_aux_loss: 0.0580, cls_aux_acc: 0.832, seg_loss: 0.4566, cam_loss: 0.6970, reg_loss: -0.5731 ...
Iter: 22800; Elasped: 16:02:25; ETA: 1 day, 2:10:15; Itertime: 2.52; LR: 3.902e-05;
overall_loss: 0.1598, cls_loss: 0.0509, cls_acc: 0.862, cls_aux_loss: 0.0582, cls_aux_acc: 0.829, seg_loss: 0.4010, cam_loss: 0.6959, reg_loss: -0.4842 ...
Iter: 23000; Elasped: 16:10:49; ETA: 1 day, 2:01:44; Itertime: 2.52; LR: 3.883e-05;
overall_loss: 0.1617, cls_loss: 0.0517, cls_acc: 0.858, cls_aux_loss: 0.0581, cls_aux_acc: 0.832, seg_loss: 0.4114, cam_loss: 0.6960, reg_loss: -0.4814 ...
Iter: 23200; Elasped: 16:19:14; ETA: 1 day, 1:53:16; Itertime: 2.52; LR: 3.864e-05;
overall_loss: 0.1592, cls_loss: 0.0501, cls_acc: 0.865, cls_aux_loss: 0.0567, cls_aux_acc: 0.834, seg_loss: 0.4255, cam_loss: 0.6958, reg_loss: -0.4995 ...
Iter: 23400; Elasped: 16:27:38; ETA: 1 day, 1:44:45; Itertime: 2.52; LR: 3.846e-05;
overall_loss: 0.1674, cls_loss: 0.0538, cls_acc: 0.856, cls_aux_loss: 0.0621, cls_aux_acc: 0.831, seg_loss: 0.4257, cam_loss: 0.6964, reg_loss: -0.5175 ...
Iter: 23600; Elasped: 16:36:02; ETA: 1 day, 1:36:15; Itertime: 2.52; LR: 3.827e-05;
overall_loss: 0.1560, cls_loss: 0.0506, cls_acc: 0.861, cls_aux_loss: 0.0580, cls_aux_acc: 0.835, seg_loss: 0.3869, cam_loss: 0.6961, reg_loss: -0.5215 ...
Iter: 23800; Elasped: 16:44:26; ETA: 1 day, 1:27:45; Itertime: 2.52; LR: 3.808e-05;
overall_loss: 0.1551, cls_loss: 0.0504, cls_acc: 0.856, cls_aux_loss: 0.0572, cls_aux_acc: 0.831, seg_loss: 0.4124, cam_loss: 0.6960, reg_loss: -0.5699 ...
Iter: 24000; Elasped: 16:52:50; ETA: 1 day, 1:19:15; Itertime: 2.52; LR: 3.789e-05;
overall_loss: 0.1487, cls_loss: 0.0482, cls_acc: 0.870, cls_aux_loss: 0.0557, cls_aux_acc: 0.844, seg_loss: 0.3620, cam_loss: 0.6960, reg_loss: -0.5246 ...
Iter: 24200; Elasped: 17:01:16; ETA: 1 day, 1:10:47; Itertime: 2.53; LR: 3.770e-05;
overall_loss: 0.1575, cls_loss: 0.0520, cls_acc: 0.856, cls_aux_loss: 0.0593, cls_aux_acc: 0.833, seg_loss: 0.3898, cam_loss: 0.6957, reg_loss: -0.5524 ...
Iter: 24400; Elasped: 17:09:40; ETA: 1 day, 1:02:18; Itertime: 2.52; LR: 3.751e-05;
overall_loss: 0.1570, cls_loss: 0.0509, cls_acc: 0.860, cls_aux_loss: 0.0580, cls_aux_acc: 0.838, seg_loss: 0.3878, cam_loss: 0.6962, reg_loss: -0.5093 ...
Iter: 24600; Elasped: 17:18:04; ETA: 1 day, 0:53:48; Itertime: 2.52; LR: 3.732e-05;
overall_loss: 0.1552, cls_loss: 0.0487, cls_acc: 0.865, cls_aux_loss: 0.0559, cls_aux_acc: 0.842, seg_loss: 0.4254, cam_loss: 0.6962, reg_loss: -0.5343 ...
Iter: 24800; Elasped: 17:26:29; ETA: 1 day, 0:45:19; Itertime: 2.53; LR: 3.713e-05;
overall_loss: 0.1493, cls_loss: 0.0473, cls_acc: 0.878, cls_aux_loss: 0.0551, cls_aux_acc: 0.851, seg_loss: 0.3774, cam_loss: 0.6964, reg_loss: -0.5126 ...
Iter: 25000; Elasped: 17:34:53; ETA: 1 day, 0:36:50; Itertime: 2.52; LR: 3.694e-05;
overall_loss: 0.1590, cls_loss: 0.0507, cls_acc: 0.866, cls_aux_loss: 0.0590, cls_aux_acc: 0.834, seg_loss: 0.4144, cam_loss: 0.6963, reg_loss: -0.5372 ...
Iter: 25200; Elasped: 17:43:17; ETA: 1 day, 0:28:20; Itertime: 2.52; LR: 3.675e-05;
overall_loss: 0.1542, cls_loss: 0.0507, cls_acc: 0.863, cls_aux_loss: 0.0573, cls_aux_acc: 0.839, seg_loss: 0.3590, cam_loss: 0.6956, reg_loss: -0.4879 ...
Iter: 25400; Elasped: 17:51:41; ETA: 1 day, 0:19:51; Itertime: 2.52; LR: 3.656e-05;
overall_loss: 0.1456, cls_loss: 0.0467, cls_acc: 0.877, cls_aux_loss: 0.0534, cls_aux_acc: 0.853, seg_loss: 0.3438, cam_loss: 0.6958, reg_loss: -0.4744 ...
Iter: 25600; Elasped: 18:00:07; ETA: 1 day, 0:11:24; Itertime: 2.53; LR: 3.637e-05;
overall_loss: 0.1516, cls_loss: 0.0490, cls_acc: 0.864, cls_aux_loss: 0.0564, cls_aux_acc: 0.844, seg_loss: 0.3576, cam_loss: 0.6958, reg_loss: -0.4876 ...
Iter: 25800; Elasped: 18:08:31; ETA: 1 day, 0:02:55; Itertime: 2.52; LR: 3.618e-05;
overall_loss: 0.1525, cls_loss: 0.0483, cls_acc: 0.872, cls_aux_loss: 0.0548, cls_aux_acc: 0.846, seg_loss: 0.3983, cam_loss: 0.6955, reg_loss: -0.5034 ...
Iter: 26000; Elasped: 18:16:55; ETA: 23:54:25; Itertime: 2.52; LR: 3.599e-05;
overall_loss: 0.1577, cls_loss: 0.0512, cls_acc: 0.857, cls_aux_loss: 0.0581, cls_aux_acc: 0.833, seg_loss: 0.3850, cam_loss: 0.6961, reg_loss: -0.4975 ...
Iter: 26200; Elasped: 18:25:19; ETA: 23:45:56; Itertime: 2.52; LR: 3.580e-05;
overall_loss: 0.1520, cls_loss: 0.0488, cls_acc: 0.874, cls_aux_loss: 0.0572, cls_aux_acc: 0.845, seg_loss: 0.3589, cam_loss: 0.6956, reg_loss: -0.4933 ...
Iter: 26400; Elasped: 18:33:41; ETA: 23:37:24; Itertime: 2.51; LR: 3.561e-05;
overall_loss: 0.1541, cls_loss: 0.0497, cls_acc: 0.860, cls_aux_loss: 0.0563, cls_aux_acc: 0.834, seg_loss: 0.3619, cam_loss: 0.6955, reg_loss: -0.4579 ...
Iter: 26600; Elasped: 18:42:06; ETA: 23:28:57; Itertime: 2.52; LR: 3.542e-05;
overall_loss: 0.1561, cls_loss: 0.0506, cls_acc: 0.865, cls_aux_loss: 0.0569, cls_aux_acc: 0.844, seg_loss: 0.3917, cam_loss: 0.6951, reg_loss: -0.5068 ...
Iter: 26800; Elasped: 18:50:29; ETA: 23:20:26; Itertime: 2.52; LR: 3.523e-05;
overall_loss: 0.1560, cls_loss: 0.0521, cls_acc: 0.857, cls_aux_loss: 0.0584, cls_aux_acc: 0.835, seg_loss: 0.3732, cam_loss: 0.6956, reg_loss: -0.5313 ...
Iter: 27000; Elasped: 18:58:53; ETA: 23:11:58; Itertime: 2.52; LR: 3.503e-05;
overall_loss: 0.1540, cls_loss: 0.0504, cls_acc: 0.870, cls_aux_loss: 0.0575, cls_aux_acc: 0.842, seg_loss: 0.3549, cam_loss: 0.6956, reg_loss: -0.4827 ...
Iter: 27200; Elasped: 19:07:17; ETA: 23:03:29; Itertime: 2.52; LR: 3.484e-05;
overall_loss: 0.1515, cls_loss: 0.0497, cls_acc: 0.873, cls_aux_loss: 0.0574, cls_aux_acc: 0.849, seg_loss: 0.3523, cam_loss: 0.6952, reg_loss: -0.5106 ...
Iter: 27400; Elasped: 19:15:40; ETA: 22:54:59; Itertime: 2.52; LR: 3.465e-05;
overall_loss: 0.1584, cls_loss: 0.0493, cls_acc: 0.864, cls_aux_loss: 0.0571, cls_aux_acc: 0.831, seg_loss: 0.4116, cam_loss: 0.6955, reg_loss: -0.4789 ...
Iter: 27600; Elasped: 19:24:03; ETA: 22:46:29; Itertime: 2.51; LR: 3.446e-05;
overall_loss: 0.1535, cls_loss: 0.0500, cls_acc: 0.857, cls_aux_loss: 0.0567, cls_aux_acc: 0.835, seg_loss: 0.3739, cam_loss: 0.6953, reg_loss: -0.5065 ...
Iter: 27800; Elasped: 19:32:28; ETA: 22:38:02; Itertime: 2.53; LR: 3.427e-05;
overall_loss: 0.1533, cls_loss: 0.0502, cls_acc: 0.867, cls_aux_loss: 0.0566, cls_aux_acc: 0.845, seg_loss: 0.3659, cam_loss: 0.6955, reg_loss: -0.4980 ...
Iter: 28000; Elasped: 19:40:54; ETA: 22:29:36; Itertime: 2.53; LR: 3.408e-05;
overall_loss: 0.1530, cls_loss: 0.0497, cls_acc: 0.872, cls_aux_loss: 0.0566, cls_aux_acc: 0.844, seg_loss: 0.3887, cam_loss: 0.6955, reg_loss: -0.5381 ...
Iter: 28200; Elasped: 19:49:18; ETA: 22:21:07; Itertime: 2.52; LR: 3.389e-05;
overall_loss: 0.1539, cls_loss: 0.0504, cls_acc: 0.857, cls_aux_loss: 0.0576, cls_aux_acc: 0.830, seg_loss: 0.3725, cam_loss: 0.6954, reg_loss: -0.5233 ...
Iter: 28400; Elasped: 19:57:42; ETA: 22:12:39; Itertime: 2.52; LR: 3.369e-05;
overall_loss: 0.1438, cls_loss: 0.0455, cls_acc: 0.871, cls_aux_loss: 0.0520, cls_aux_acc: 0.839, seg_loss: 0.3485, cam_loss: 0.6952, reg_loss: -0.4666 ...
Iter: 28600; Elasped: 20:06:07; ETA: 22:04:11; Itertime: 2.53; LR: 3.350e-05;
overall_loss: 0.1553, cls_loss: 0.0507, cls_acc: 0.862, cls_aux_loss: 0.0573, cls_aux_acc: 0.835, seg_loss: 0.3765, cam_loss: 0.6955, reg_loss: -0.5028 ...
Iter: 28800; Elasped: 20:14:33; ETA: 21:55:45; Itertime: 2.53; LR: 3.331e-05;
overall_loss: 0.1541, cls_loss: 0.0494, cls_acc: 0.867, cls_aux_loss: 0.0553, cls_aux_acc: 0.842, seg_loss: 0.3779, cam_loss: 0.6952, reg_loss: -0.4634 ...
Iter: 29000; Elasped: 20:22:57; ETA: 21:47:17; Itertime: 2.52; LR: 3.312e-05;
overall_loss: 0.1547, cls_loss: 0.0509, cls_acc: 0.861, cls_aux_loss: 0.0574, cls_aux_acc: 0.844, seg_loss: 0.3683, cam_loss: 0.6951, reg_loss: -0.5046 ...
Iter: 29200; Elasped: 20:31:23; ETA: 21:38:51; Itertime: 2.53; LR: 3.292e-05;
overall_loss: 0.1483, cls_loss: 0.0489, cls_acc: 0.880, cls_aux_loss: 0.0548, cls_aux_acc: 0.862, seg_loss: 0.3329, cam_loss: 0.6953, reg_loss: -0.4690 ...
Iter: 29400; Elasped: 20:39:48; ETA: 21:30:24; Itertime: 2.52; LR: 3.273e-05;
overall_loss: 0.1445, cls_loss: 0.0483, cls_acc: 0.873, cls_aux_loss: 0.0547, cls_aux_acc: 0.849, seg_loss: 0.3283, cam_loss: 0.6952, reg_loss: -0.5222 ...
Iter: 29600; Elasped: 20:48:12; ETA: 21:21:56; Itertime: 2.52; LR: 3.254e-05;
overall_loss: 0.1466, cls_loss: 0.0462, cls_acc: 0.866, cls_aux_loss: 0.0527, cls_aux_acc: 0.840, seg_loss: 0.3658, cam_loss: 0.6949, reg_loss: -0.4735 ...
Iter: 29800; Elasped: 20:56:37; ETA: 21:13:29; Itertime: 2.52; LR: 3.235e-05;
overall_loss: 0.1459, cls_loss: 0.0483, cls_acc: 0.865, cls_aux_loss: 0.0547, cls_aux_acc: 0.838, seg_loss: 0.3467, cam_loss: 0.6953, reg_loss: -0.5301 ...
Iter: 30000; Elasped: 21:05:03; ETA: 21:05:03; Itertime: 2.53; LR: 3.215e-05;
overall_loss: 0.1537, cls_loss: 0.0498, cls_acc: 0.863, cls_aux_loss: 0.0563, cls_aux_acc: 0.839, seg_loss: 0.3683, cam_loss: 0.6950, reg_loss: -0.4792 ...
model validating...
current_rank 0
store saving with size: 2500 at rank: 0
store loaded with size: 5000
teacher: cls:0.9149690320923697, clsaux: 0.9038639722936112
+----------------+--------+---------+--------+--------+
| Class | CAM | aux_CAM | Seg_ps | Seg_vd |
+================+========+=========+========+========+
| _background_ | 82.300 | 80.800 | 83.540 | 83.750 |
+----------------+--------+---------+--------+--------+
| person | 53.550 | 65.700 | 69.660 | 69.880 |
+----------------+--------+---------+--------+--------+
| bicycle | 52.770 | 49.250 | 47.450 | 49.040 |
+----------------+--------+---------+--------+--------+
| car | 52.150 | 47.070 | 52.250 | 55.270 |
+----------------+--------+---------+--------+--------+
| motorcycle | 65.780 | 60.500 | 67.620 | 68.480 |
+----------------+--------+---------+--------+--------+
| airplane | 76.720 | 71.820 | 77.450 | 77.420 |
+----------------+--------+---------+--------+--------+
| bus | 72.770 | 60.700 | 75.030 | 76.130 |
+----------------+--------+---------+--------+--------+
| train | 58.480 | 48.520 | 57.740 | 57.960 |
+----------------+--------+---------+--------+--------+
| truck | 46.800 | 42.280 | 50.800 | 55.150 |
+----------------+--------+---------+--------+--------+
| boat | 50.560 | 42.880 | 56.710 | 57.390 |
+----------------+--------+---------+--------+--------+
| traffic light | 52.290 | 42.440 | 55.810 | 56.250 |
+----------------+--------+---------+--------+--------+
| fire hydrant | 78.650 | 55.950 | 74.050 | 76.700 |
+----------------+--------+---------+--------+--------+
| stop sign | 80.260 | 74.090 | 73.080 | 75.640 |
+----------------+--------+---------+--------+--------+
| parking meter | 71.610 | 62.270 | 65.270 | 70.060 |
+----------------+--------+---------+--------+--------+
| bench | 49.700 | 47.530 | 47.180 | 48.740 |
+----------------+--------+---------+--------+--------+
| bird | 63.160 | 65.340 | 62.660 | 64.240 |
+----------------+--------+---------+--------+--------+
| cat | 80.550 | 74.970 | 75.390 | 79.780 |
+----------------+--------+---------+--------+--------+
| dog | 71.060 | 67.200 | 69.170 | 72.710 |
+----------------+--------+---------+--------+--------+
| horse | 68.630 | 61.840 | 70.080 | 71.050 |
+----------------+--------+---------+--------+--------+
| sheep | 73.370 | 74.070 | 76.170 | 76.590 |
+----------------+--------+---------+--------+--------+
| cow | 68.670 | 56.940 | 67.870 | 69.880 |
+----------------+--------+---------+--------+--------+
| elephant | 75.860 | 77.670 | 80.930 | 81.950 |
+----------------+--------+---------+--------+--------+
| bear | 79.500 | 74.960 | 83.760 | 84.120 |
+----------------+--------+---------+--------+--------+
| zebra | 69.650 | 69.620 | 75.780 | 75.790 |
+----------------+--------+---------+--------+--------+
| giraffe | 61.040 | 68.160 | 66.860 | 66.920 |
+----------------+--------+---------+--------+--------+
| backpack | 33.910 | 34.740 | 20.100 | 27.620 |
+----------------+--------+---------+--------+--------+
| umbrella | 74.290 | 74.110 | 73.740 | 75.860 |
+----------------+--------+---------+--------+--------+
| handbag | 10.270 | 26.220 | 4.300 | 11.440 |
+----------------+--------+---------+--------+--------+
| tie | 38.950 | 30.270 | 40.370 | 40.580 |
+----------------+--------+---------+--------+--------+
| suitcase | 62.980 | 57.640 | 58.260 | 62.370 |
+----------------+--------+---------+--------+--------+
| frisbee | 57.310 | 56.240 | 56.530 | 56.920 |
+----------------+--------+---------+--------+--------+
| skis | 22.440 | 19.230 | 24.290 | 26.480 |
+----------------+--------+---------+--------+--------+
| snowboard | 34.810 | 18.600 | 40.580 | 43.020 |
+----------------+--------+---------+--------+--------+
| sports ball | 44.060 | 36.350 | 34.560 | 36.350 |
+----------------+--------+---------+--------+--------+
| kite | 47.750 | 46.430 | 46.150 | 46.830 |
+----------------+--------+---------+--------+--------+
| baseball bat | 4.630 | 1.760 | 2.660 | 2.800 |
+----------------+--------+---------+--------+--------+
| baseball glove | 39.120 | 13.380 | 46.430 | 44.930 |
+----------------+--------+---------+--------+--------+
| skateboard | 20.430 | 23.030 | 12.700 | 13.130 |
+----------------+--------+---------+--------+--------+
| surfboard | 18.540 | 10.480 | 13.200 | 13.830 |
+----------------+--------+---------+--------+--------+
| tennis racket | 8.260 | 5.300 | 5.070 | 5.120 |
+----------------+--------+---------+--------+--------+
| bottle | 29.890 | 28.290 | 25.210 | 26.840 |
+----------------+--------+---------+--------+--------+
| wine glass | 37.040 | 39.620 | 34.390 | 36.020 |
+----------------+--------+---------+--------+--------+
| cup | 38.780 | 26.800 | 31.790 | 36.630 |
+----------------+--------+---------+--------+--------+
| fork | 23.580 | 16.640 | 15.260 | 21.210 |
+----------------+--------+---------+--------+--------+
| knife | 34.150 | 26.120 | 34.200 | 39.500 |
+----------------+--------+---------+--------+--------+
| spoon | 14.890 | 8.910 | 7.410 | 9.680 |
+----------------+--------+---------+--------+--------+
| bowl | 22.590 | 26.660 | 20.890 | 22.800 |
+----------------+--------+---------+--------+--------+
| banana | 75.370 | 72.780 | 72.210 | 73.870 |
+----------------+--------+---------+--------+--------+
| apple | 63.120 | 54.750 | 59.720 | 63.700 |
+----------------+--------+---------+--------+--------+
| sandwich | 56.110 | 45.770 | 48.300 | 53.760 |
+----------------+--------+---------+--------+--------+
| orange | 74.180 | 72.390 | 71.540 | 73.700 |
+----------------+--------+---------+--------+--------+
| broccoli | 52.980 | 52.890 | 50.510 | 52.520 |
+----------------+--------+---------+--------+--------+
| carrot | 63.960 | 62.100 | 54.430 | 62.730 |
+----------------+--------+---------+--------+--------+
| hot dog | 71.530 | 57.950 | 64.800 | 71.040 |
+----------------+--------+---------+--------+--------+
| pizza | 58.120 | 53.250 | 57.050 | 63.330 |
+----------------+--------+---------+--------+--------+
| donut | 76.530 | 70.330 | 67.970 | 77.250 |
+----------------+--------+---------+--------+--------+
| cake | 56.150 | 46.720 | 49.120 | 56.890 |
+----------------+--------+---------+--------+--------+
| chair | 29.400 | 34.910 | 28.230 | 32.080 |
+----------------+--------+---------+--------+--------+
| couch | 54.380 | 48.590 | 49.690 | 56.450 |
+----------------+--------+---------+--------+--------+
| potted plant | 26.550 | 28.360 | 19.110 | 21.190 |
+----------------+--------+---------+--------+--------+
| bed | 60.280 | 57.690 | 58.640 | 61.890 |
+----------------+--------+---------+--------+--------+
| dining table | 22.660 | 26.440 | 25.750 | 28.340 |
+----------------+--------+---------+--------+--------+
| toilet | 64.670 | 67.490 | 69.600 | 70.380 |
+----------------+--------+---------+--------+--------+
| tv | 45.970 | 43.200 | 48.320 | 49.630 |
+----------------+--------+---------+--------+--------+
| laptop | 63.210 | 59.440 | 62.440 | 63.110 |
+----------------+--------+---------+--------+--------+
| mouse | 26.550 | 12.260 | 19.100 | 20.620 |
+----------------+--------+---------+--------+--------+
| remote | 55.740 | 44.590 | 57.040 | 59.430 |
+----------------+--------+---------+--------+--------+
| keyboard | 38.430 | 41.090 | 41.390 | 41.980 |
+----------------+--------+---------+--------+--------+
| cell phone | 52.280 | 50.230 | 60.260 | 61.460 |
+----------------+--------+---------+--------+--------+
| microwave | 60.510 | 38.340 | 53.500 | 58.410 |
+----------------+--------+---------+--------+--------+
| oven | 38.450 | 31.800 | 35.930 | 40.220 |
+----------------+--------+---------+--------+--------+
| toaster | 0.410 | 7.850 | 0 | 0 |
+----------------+--------+---------+--------+--------+
| sink | 36.390 | 31.180 | 36.460 | 38.350 |
+----------------+--------+---------+--------+--------+
| refrigerator | 53.060 | 54.050 | 57.610 | 59.910 |
+----------------+--------+---------+--------+--------+
| book | 35.320 | 37.160 | 32.980 | 35.740 |
+----------------+--------+---------+--------+--------+
| clock | 61.650 | 51.370 | 58.210 | 59.110 |
+----------------+--------+---------+--------+--------+
| vase | 32.750 | 27.600 | 30.480 | 32.940 |
+----------------+--------+---------+--------+--------+
| scissors | 61.590 | 53.410 | 52.990 | 53.080 |
+----------------+--------+---------+--------+--------+
| teddy bear | 69.970 | 69.380 | 69.490 | 70.230 |
+----------------+--------+---------+--------+--------+
| hair drier | 38.460 | 19.340 | 0 | 0 |
+----------------+--------+---------+--------+--------+
| toothbrush | 34.880 | 31.270 | 35.160 | 35.930 |
+----------------+--------+---------+--------+--------+
| mIoU | 50.446 | 45.992 | 48.499 | 50.866 |
+----------------+--------+---------+--------+--------+
Saving checkpoint to /media/hossein-rahmani/Data1/xinyuyang/space/cocoseg/COCO_HS_03_lbz
Iter: 30200; Elasped: 21:28:36; ETA: 21:11:31; Itertime: 7.07; LR: 3.196e-05;
overall_loss: 0.1451, cls_loss: 0.0482, cls_acc: 0.876, cls_aux_loss: 0.0544, cls_aux_acc: 0.853, seg_loss: 0.3145, cam_loss: 0.6955, reg_loss: -0.4756 ...
Iter: 30400; Elasped: 21:36:21; ETA: 21:02:14; Itertime: 2.32; LR: 3.177e-05;
overall_loss: 0.1536, cls_loss: 0.0504, cls_acc: 0.864, cls_aux_loss: 0.0569, cls_aux_acc: 0.839, seg_loss: 0.3351, cam_loss: 0.6950, reg_loss: -0.4406 ...
Iter: 30600; Elasped: 21:44:05; ETA: 20:52:56; Itertime: 2.32; LR: 3.157e-05;
overall_loss: 0.1468, cls_loss: 0.0483, cls_acc: 0.868, cls_aux_loss: 0.0542, cls_aux_acc: 0.846, seg_loss: 0.3586, cam_loss: 0.6951, reg_loss: -0.5263 ...
Iter: 30800; Elasped: 21:51:49; ETA: 20:43:40; Itertime: 2.32; LR: 3.138e-05;
overall_loss: 0.1453, cls_loss: 0.0485, cls_acc: 0.871, cls_aux_loss: 0.0543, cls_aux_acc: 0.851, seg_loss: 0.3383, cam_loss: 0.6948, reg_loss: -0.5216 ...
Iter: 31000; Elasped: 21:59:34; ETA: 20:34:26; Itertime: 2.32; LR: 3.119e-05;
overall_loss: 0.1391, cls_loss: 0.0466, cls_acc: 0.880, cls_aux_loss: 0.0518, cls_aux_acc: 0.862, seg_loss: 0.2765, cam_loss: 0.6949, reg_loss: -0.4337 ...
Iter: 31200; Elasped: 22:07:18; ETA: 20:25:12; Itertime: 2.32; LR: 3.099e-05;
overall_loss: 0.1460, cls_loss: 0.0472, cls_acc: 0.874, cls_aux_loss: 0.0522, cls_aux_acc: 0.851, seg_loss: 0.3583, cam_loss: 0.6952, reg_loss: -0.4800 ...
Iter: 31400; Elasped: 22:15:02; ETA: 20:15:59; Itertime: 2.32; LR: 3.080e-05;
overall_loss: 0.1398, cls_loss: 0.0461, cls_acc: 0.876, cls_aux_loss: 0.0509, cls_aux_acc: 0.852, seg_loss: 0.3364, cam_loss: 0.6949, reg_loss: -0.5134 ...
Iter: 31600; Elasped: 22:22:47; ETA: 20:06:48; Itertime: 2.32; LR: 3.061e-05;
overall_loss: 0.1370, cls_loss: 0.0461, cls_acc: 0.874, cls_aux_loss: 0.0503, cls_aux_acc: 0.862, seg_loss: 0.3205, cam_loss: 0.6947, reg_loss: -0.5237 ...
Iter: 31800; Elasped: 22:30:31; ETA: 19:57:37; Itertime: 2.32; LR: 3.041e-05;
overall_loss: 0.1550, cls_loss: 0.0512, cls_acc: 0.862, cls_aux_loss: 0.0571, cls_aux_acc: 0.847, seg_loss: 0.3391, cam_loss: 0.6949, reg_loss: -0.4403 ...
Iter: 32000; Elasped: 22:38:15; ETA: 19:48:28; Itertime: 2.32; LR: 3.022e-05;
overall_loss: 0.1437, cls_loss: 0.0468, cls_acc: 0.878, cls_aux_loss: 0.0517, cls_aux_acc: 0.862, seg_loss: 0.3235, cam_loss: 0.6945, reg_loss: -0.4367 ...
Iter: 32200; Elasped: 22:45:59; ETA: 19:39:19; Itertime: 2.32; LR: 3.002e-05;
overall_loss: 0.1413, cls_loss: 0.0473, cls_acc: 0.874, cls_aux_loss: 0.0526, cls_aux_acc: 0.854, seg_loss: 0.3121, cam_loss: 0.6948, reg_loss: -0.4894 ...
Iter: 32400; Elasped: 22:53:43; ETA: 19:30:12; Itertime: 2.32; LR: 2.983e-05;
overall_loss: 0.1419, cls_loss: 0.0461, cls_acc: 0.870, cls_aux_loss: 0.0514, cls_aux_acc: 0.853, seg_loss: 0.3362, cam_loss: 0.6950, reg_loss: -0.4780 ...
Iter: 32600; Elasped: 23:01:27; ETA: 19:21:05; Itertime: 2.32; LR: 2.963e-05;
overall_loss: 0.1422, cls_loss: 0.0476, cls_acc: 0.866, cls_aux_loss: 0.0523, cls_aux_acc: 0.852, seg_loss: 0.3488, cam_loss: 0.6946, reg_loss: -0.5447 ...
Iter: 32800; Elasped: 23:09:11; ETA: 19:12:00; Itertime: 2.32; LR: 2.944e-05;
overall_loss: 0.1471, cls_loss: 0.0495, cls_acc: 0.871, cls_aux_loss: 0.0550, cls_aux_acc: 0.851, seg_loss: 0.3490, cam_loss: 0.6949, reg_loss: -0.5401 ...
Iter: 33000; Elasped: 23:16:55; ETA: 19:02:55; Itertime: 2.32; LR: 2.925e-05;
overall_loss: 0.1501, cls_loss: 0.0498, cls_acc: 0.864, cls_aux_loss: 0.0561, cls_aux_acc: 0.841, seg_loss: 0.3559, cam_loss: 0.6950, reg_loss: -0.5234 ...
Iter: 33200; Elasped: 23:24:39; ETA: 18:53:52; Itertime: 2.32; LR: 2.905e-05;
overall_loss: 0.1386, cls_loss: 0.0442, cls_acc: 0.878, cls_aux_loss: 0.0492, cls_aux_acc: 0.857, seg_loss: 0.3388, cam_loss: 0.6946, reg_loss: -0.4672 ...
Iter: 33400; Elasped: 23:32:23; ETA: 18:44:49; Itertime: 2.32; LR: 2.886e-05;
overall_loss: 0.1438, cls_loss: 0.0451, cls_acc: 0.871, cls_aux_loss: 0.0514, cls_aux_acc: 0.843, seg_loss: 0.3597, cam_loss: 0.6952, reg_loss: -0.4687 ...
Iter: 33600; Elasped: 23:40:07; ETA: 18:35:48; Itertime: 2.32; LR: 2.866e-05;
overall_loss: 0.1438, cls_loss: 0.0476, cls_acc: 0.875, cls_aux_loss: 0.0533, cls_aux_acc: 0.853, seg_loss: 0.3429, cam_loss: 0.6956, reg_loss: -0.5233 ...
Iter: 33800; Elasped: 23:47:51; ETA: 18:26:47; Itertime: 2.32; LR: 2.846e-05;
overall_loss: 0.1434, cls_loss: 0.0481, cls_acc: 0.877, cls_aux_loss: 0.0526, cls_aux_acc: 0.861, seg_loss: 0.3242, cam_loss: 0.6948, reg_loss: -0.4886 ...
Iter: 34000; Elasped: 23:55:35; ETA: 18:17:47; Itertime: 2.32; LR: 2.827e-05;
overall_loss: 0.1409, cls_loss: 0.0454, cls_acc: 0.874, cls_aux_loss: 0.0506, cls_aux_acc: 0.853, seg_loss: 0.3386, cam_loss: 0.6952, reg_loss: -0.4747 ...
Iter: 34200; Elasped: 1 day, 0:03:20; ETA: 18:08:49; Itertime: 2.32; LR: 2.807e-05;
overall_loss: 0.1379, cls_loss: 0.0454, cls_acc: 0.881, cls_aux_loss: 0.0508, cls_aux_acc: 0.863, seg_loss: 0.3196, cam_loss: 0.6946, reg_loss: -0.4993 ...
Iter: 34400; Elasped: 1 day, 0:11:04; ETA: 17:59:51; Itertime: 2.32; LR: 2.788e-05;
overall_loss: 0.1443, cls_loss: 0.0471, cls_acc: 0.881, cls_aux_loss: 0.0537, cls_aux_acc: 0.857, seg_loss: 0.3219, cam_loss: 0.6949, reg_loss: -0.4673 ...
Iter: 34600; Elasped: 1 day, 0:18:48; ETA: 17:50:54; Itertime: 2.32; LR: 2.768e-05;
overall_loss: 0.1484, cls_loss: 0.0482, cls_acc: 0.871, cls_aux_loss: 0.0541, cls_aux_acc: 0.853, seg_loss: 0.3600, cam_loss: 0.6944, reg_loss: -0.4943 ...
Iter: 34800; Elasped: 1 day, 0:26:32; ETA: 17:41:58; Itertime: 2.32; LR: 2.748e-05;
overall_loss: 0.1398, cls_loss: 0.0455, cls_acc: 0.884, cls_aux_loss: 0.0505, cls_aux_acc: 0.869, seg_loss: 0.3257, cam_loss: 0.6944, reg_loss: -0.4699 ...
Iter: 35000; Elasped: 1 day, 0:34:16; ETA: 17:33:02; Itertime: 2.32; LR: 2.729e-05;
overall_loss: 0.1510, cls_loss: 0.0501, cls_acc: 0.862, cls_aux_loss: 0.0555, cls_aux_acc: 0.849, seg_loss: 0.3587, cam_loss: 0.6947, reg_loss: -0.5054 ...
Iter: 35200; Elasped: 1 day, 0:42:00; ETA: 17:24:08; Itertime: 2.32; LR: 2.709e-05;
overall_loss: 0.1377, cls_loss: 0.0457, cls_acc: 0.875, cls_aux_loss: 0.0514, cls_aux_acc: 0.854, seg_loss: 0.2904, cam_loss: 0.6946, reg_loss: -0.4645 ...
Iter: 35400; Elasped: 1 day, 0:49:43; ETA: 17:15:13; Itertime: 2.32; LR: 2.690e-05;
overall_loss: 0.1421, cls_loss: 0.0469, cls_acc: 0.881, cls_aux_loss: 0.0516, cls_aux_acc: 0.860, seg_loss: 0.3330, cam_loss: 0.6945, reg_loss: -0.4896 ...
Iter: 35600; Elasped: 1 day, 0:57:27; ETA: 17:06:20; Itertime: 2.32; LR: 2.670e-05;
overall_loss: 0.1388, cls_loss: 0.0453, cls_acc: 0.885, cls_aux_loss: 0.0504, cls_aux_acc: 0.864, seg_loss: 0.3337, cam_loss: 0.6949, reg_loss: -0.5003 ...
Iter: 35800; Elasped: 1 day, 1:05:11; ETA: 16:57:28; Itertime: 2.32; LR: 2.650e-05;
overall_loss: 0.1364, cls_loss: 0.0458, cls_acc: 0.879, cls_aux_loss: 0.0508, cls_aux_acc: 0.865, seg_loss: 0.3146, cam_loss: 0.6948, reg_loss: -0.5278 ...
Iter: 36000; Elasped: 1 day, 1:12:55; ETA: 16:48:36; Itertime: 2.32; LR: 2.630e-05;
overall_loss: 0.1403, cls_loss: 0.0462, cls_acc: 0.878, cls_aux_loss: 0.0513, cls_aux_acc: 0.859, seg_loss: 0.3278, cam_loss: 0.6946, reg_loss: -0.4948 ...
model validating...
current_rank 0
store saving with size: 2500 at rank: 0
store loaded with size: 5000
teacher: cls:0.9184660308725344, clsaux: 0.908692042846919
+----------------+--------+---------+--------+--------+
| Class | CAM | aux_CAM | Seg_ps | Seg_vd |
+================+========+=========+========+========+
| _background_ | 81.600 | 80.610 | 83.130 | 83.280 |
+----------------+--------+---------+--------+--------+
| person | 48.070 | 63.930 | 66.860 | 67.060 |
+----------------+--------+---------+--------+--------+
| bicycle | 51.540 | 47.160 | 47.700 | 49.150 |
+----------------+--------+---------+--------+--------+
| car | 51.190 | 44.810 | 50.030 | 52.060 |
+----------------+--------+---------+--------+--------+
| motorcycle | 65.720 | 59.630 | 67.820 | 68.400 |
+----------------+--------+---------+--------+--------+
| airplane | 75.640 | 67.570 | 77.850 | 77.890 |
+----------------+--------+---------+--------+--------+
| bus | 70.740 | 61.610 | 72.750 | 73.310 |
+----------------+--------+---------+--------+--------+
| train | 59.940 | 54.080 | 60.160 | 60.420 |
+----------------+--------+---------+--------+--------+
| truck | 44.160 | 33.370 | 46.850 | 49.580 |
+----------------+--------+---------+--------+--------+
| boat | 48.630 | 37.970 | 55.060 | 55.340 |
+----------------+--------+---------+--------+--------+
| traffic light | 54.080 | 40.800 | 54.920 | 55.500 |
+----------------+--------+---------+--------+--------+
| fire hydrant | 78.610 | 57.820 | 74.190 | 77.100 |
+----------------+--------+---------+--------+--------+
| stop sign | 80.360 | 59.750 | 74.040 | 76.440 |
+----------------+--------+---------+--------+--------+
| parking meter | 71.950 | 67.320 | 72.590 | 72.770 |
+----------------+--------+---------+--------+--------+
| bench | 49.780 | 47.200 | 46.610 | 47.920 |
+----------------+--------+---------+--------+--------+
| bird | 59.900 | 63.050 | 60.610 | 61.820 |
+----------------+--------+---------+--------+--------+
| cat | 78.790 | 72.950 | 75.420 | 79.180 |
+----------------+--------+---------+--------+--------+
| dog | 68.510 | 61.250 | 65.780 | 69.760 |
+----------------+--------+---------+--------+--------+
| horse | 67.830 | 66.220 | 70.860 | 70.950 |
+----------------+--------+---------+--------+--------+
| sheep | 70.460 | 75.190 | 76.070 | 76.380 |
+----------------+--------+---------+--------+--------+
| cow | 67.570 | 61.620 | 69.010 | 69.640 |
+----------------+--------+---------+--------+--------+
| elephant | 73.800 | 77.110 | 79.870 | 80.280 |
+----------------+--------+---------+--------+--------+
| bear | 76.790 | 76.050 | 79.770 | 81.390 |
+----------------+--------+---------+--------+--------+
| zebra | 67.350 | 71.090 | 74.370 | 74.370 |
+----------------+--------+---------+--------+--------+
| giraffe | 56.070 | 66.820 | 64.330 | 64.410 |
+----------------+--------+---------+--------+--------+
| backpack | 34.600 | 33.670 | 21.390 | 28.410 |
+----------------+--------+---------+--------+--------+
| umbrella | 74.250 | 74.540 | 73.720 | 75.710 |
+----------------+--------+---------+--------+--------+
| handbag | 9.270 | 22.610 | 4.450 | 7.980 |
+----------------+--------+---------+--------+--------+
| tie | 36.760 | 28.720 | 39.570 | 39.730 |
+----------------+--------+---------+--------+--------+
| suitcase | 61.700 | 56.730 | 58.880 | 61.440 |
+----------------+--------+---------+--------+--------+
| frisbee | 66.410 | 37.080 | 57.630 | 57.900 |
+----------------+--------+---------+--------+--------+
| skis | 24.090 | 9.860 | 25.800 | 28.250 |
+----------------+--------+---------+--------+--------+
| snowboard | 39.120 | 28.240 | 39.290 | 43.990 |
+----------------+--------+---------+--------+--------+
| sports ball | 44.140 | 34.890 | 36.830 | 37.200 |
+----------------+--------+---------+--------+--------+
| kite | 49.140 | 45.580 | 46.940 | 47.680 |
+----------------+--------+---------+--------+--------+
| baseball bat | 5.730 | 1.890 | 2.700 | 2.820 |
+----------------+--------+---------+--------+--------+
| baseball glove | 34.240 | 9.460 | 40.940 | 39.420 |
+----------------+--------+---------+--------+--------+
| skateboard | 22.430 | 20.270 | 15.210 | 15.730 |
+----------------+--------+---------+--------+--------+
| surfboard | 21.390 | 12.800 | 15.230 | 15.650 |
+----------------+--------+---------+--------+--------+
| tennis racket | 8.480 | 5.610 | 4.660 | 4.670 |
+----------------+--------+---------+--------+--------+
| bottle | 29.300 | 25.980 | 25.810 | 27.510 |
+----------------+--------+---------+--------+--------+
| wine glass | 35.830 | 38.390 | 32.360 | 33.670 |
+----------------+--------+---------+--------+--------+
| cup | 38.230 | 29.130 | 33 | 38 |
+----------------+--------+---------+--------+--------+
| fork | 24.720 | 11.290 | 17.170 | 22.710 |
+----------------+--------+---------+--------+--------+
| knife | 34.570 | 23.270 | 31.880 | 40.560 |
+----------------+--------+---------+--------+--------+
| spoon | 17.050 | 6.190 | 7.950 | 10.080 |
+----------------+--------+---------+--------+--------+
| bowl | 20.720 | 25.690 | 20.980 | 22.850 |
+----------------+--------+---------+--------+--------+
| banana | 73.670 | 70.340 | 73.230 | 74.880 |
+----------------+--------+---------+--------+--------+
| apple | 62.560 | 63.800 | 58.010 | 63.650 |
+----------------+--------+---------+--------+--------+
| sandwich | 49.900 | 41.690 | 44.860 | 49.530 |
+----------------+--------+---------+--------+--------+
| orange | 74.280 | 72.820 | 72.110 | 74.230 |
+----------------+--------+---------+--------+--------+
| broccoli | 50.970 | 54.510 | 50.110 | 51.680 |
+----------------+--------+---------+--------+--------+
| carrot | 63.390 | 61.840 | 54.860 | 63.040 |
+----------------+--------+---------+--------+--------+
| hot dog | 70.850 | 47.750 | 64.360 | 69.550 |
+----------------+--------+---------+--------+--------+
| pizza | 56.340 | 56.220 | 55.790 | 61.430 |
+----------------+--------+---------+--------+--------+
| donut | 76.650 | 72.500 | 65.680 | 75.430 |
+----------------+--------+---------+--------+--------+
| cake | 56.290 | 47.510 | 49.790 | 57.100 |
+----------------+--------+---------+--------+--------+
| chair | 27.580 | 33.730 | 27.780 | 30.900 |
+----------------+--------+---------+--------+--------+
| couch | 52.460 | 52.220 | 50.130 | 55.070 |
+----------------+--------+---------+--------+--------+
| potted plant | 24.930 | 29.620 | 19.180 | 20.860 |
+----------------+--------+---------+--------+--------+
| bed | 55.240 | 52.110 | 56.150 | 58.450 |
+----------------+--------+---------+--------+--------+
| dining table | 19.670 | 27.630 | 23.690 | 25.650 |
+----------------+--------+---------+--------+--------+
| toilet | 62.840 | 68.310 | 68.860 | 70.700 |
+----------------+--------+---------+--------+--------+
| tv | 47.280 | 45.860 | 48.210 | 50.140 |
+----------------+--------+---------+--------+--------+
| laptop | 63.340 | 61.170 | 63.060 | 64.150 |
+----------------+--------+---------+--------+--------+
| mouse | 29.040 | 19.010 | 18.650 | 19.870 |
+----------------+--------+---------+--------+--------+
| remote | 57.770 | 42.390 | 61.470 | 65.530 |
+----------------+--------+---------+--------+--------+
| keyboard | 39.280 | 45.300 | 39.460 | 39.990 |
+----------------+--------+---------+--------+--------+
| cell phone | 56.690 | 53.920 | 61.890 | 63.970 |
+----------------+--------+---------+--------+--------+
| microwave | 59.690 | 47.810 | 55.130 | 58.900 |
+----------------+--------+---------+--------+--------+
| oven | 38.640 | 30.800 | 36.380 | 39.630 |
+----------------+--------+---------+--------+--------+
| toaster | 0.320 | 5.730 | 0 | 0 |
+----------------+--------+---------+--------+--------+
| sink | 39.190 | 33.130 | 38.610 | 40.090 |
+----------------+--------+---------+--------+--------+
| refrigerator | 51.650 | 53.990 | 54.090 | 56.030 |
+----------------+--------+---------+--------+--------+
| book | 36.040 | 37.770 | 35.200 | 38.960 |
+----------------+--------+---------+--------+--------+
| clock | 62.300 | 53.300 | 59.650 | 60.370 |
+----------------+--------+---------+--------+--------+
| vase | 36.110 | 31.760 | 33.200 | 34.610 |
+----------------+--------+---------+--------+--------+
| scissors | 61.830 | 54.500 | 55.650 | 56.210 |
+----------------+--------+---------+--------+--------+
| teddy bear | 68.670 | 69.350 | 68.600 | 69.230 |
+----------------+--------+---------+--------+--------+
| hair drier | 30.090 | 11.010 | 0 | 0.060 |
+----------------+--------+---------+--------+--------+
| toothbrush | 35.500 | 29.810 | 37.580 | 38.040 |
+----------------+--------+---------+--------+--------+
| mIoU | 49.905 | 45.384 | 48.401 | 50.547 |
+----------------+--------+---------+--------+--------+
Iter: 36200; Elasped: 1 day, 1:36:30; ETA: 16:50:11; Itertime: 7.08; LR: 2.611e-05;
overall_loss: 0.1374, cls_loss: 0.0457, cls_acc: 0.884, cls_aux_loss: 0.0505, cls_aux_acc: 0.866, seg_loss: 0.3070, cam_loss: 0.6945, reg_loss: -0.4843 ...
Iter: 36400; Elasped: 1 day, 1:44:14; ETA: 16:41:12; Itertime: 2.32; LR: 2.591e-05;
overall_loss: 0.1529, cls_loss: 0.0513, cls_acc: 0.859, cls_aux_loss: 0.0556, cls_aux_acc: 0.845, seg_loss: 0.3540, cam_loss: 0.6946, reg_loss: -0.4830 ...
Iter: 36600; Elasped: 1 day, 1:51:58; ETA: 16:32:14; Itertime: 2.32; LR: 2.571e-05;
overall_loss: 0.1430, cls_loss: 0.0472, cls_acc: 0.875, cls_aux_loss: 0.0534, cls_aux_acc: 0.851, seg_loss: 0.3370, cam_loss: 0.6943, reg_loss: -0.5184 ...
Iter: 36800; Elasped: 1 day, 1:59:42; ETA: 16:23:17; Itertime: 2.32; LR: 2.551e-05;
overall_loss: 0.1326, cls_loss: 0.0444, cls_acc: 0.887, cls_aux_loss: 0.0492, cls_aux_acc: 0.869, seg_loss: 0.3020, cam_loss: 0.6945, reg_loss: -0.5177 ...
Iter: 37000; Elasped: 1 day, 2:07:27; ETA: 16:14:21; Itertime: 2.32; LR: 2.532e-05;
overall_loss: 0.1397, cls_loss: 0.0462, cls_acc: 0.883, cls_aux_loss: 0.0518, cls_aux_acc: 0.862, seg_loss: 0.3026, cam_loss: 0.6944, reg_loss: -0.4655 ...
Iter: 37200; Elasped: 1 day, 2:15:11; ETA: 16:05:26; Itertime: 2.32; LR: 2.512e-05;
overall_loss: 0.1422, cls_loss: 0.0462, cls_acc: 0.883, cls_aux_loss: 0.0521, cls_aux_acc: 0.861, seg_loss: 0.3357, cam_loss: 0.6946, reg_loss: -0.4868 ...
Iter: 37400; Elasped: 1 day, 2:22:55; ETA: 15:56:31; Itertime: 2.32; LR: 2.492e-05;
overall_loss: 0.1383, cls_loss: 0.0467, cls_acc: 0.881, cls_aux_loss: 0.0518, cls_aux_acc: 0.867, seg_loss: 0.3051, cam_loss: 0.6945, reg_loss: -0.5080 ...
Iter: 37600; Elasped: 1 day, 2:30:39; ETA: 15:47:37; Itertime: 2.32; LR: 2.472e-05;
overall_loss: 0.1387, cls_loss: 0.0468, cls_acc: 0.875, cls_aux_loss: 0.0519, cls_aux_acc: 0.854, seg_loss: 0.2982, cam_loss: 0.6944, reg_loss: -0.4912 ...
Iter: 37800; Elasped: 1 day, 2:38:23; ETA: 15:38:43; Itertime: 2.32; LR: 2.452e-05;
overall_loss: 0.1403, cls_loss: 0.0472, cls_acc: 0.882, cls_aux_loss: 0.0528, cls_aux_acc: 0.864, seg_loss: 0.3283, cam_loss: 0.6944, reg_loss: -0.5439 ...
Iter: 38000; Elasped: 1 day, 2:46:07; ETA: 15:29:51; Itertime: 2.32; LR: 2.432e-05;
overall_loss: 0.1446, cls_loss: 0.0472, cls_acc: 0.872, cls_aux_loss: 0.0527, cls_aux_acc: 0.851, seg_loss: 0.3215, cam_loss: 0.6942, reg_loss: -0.4422 ...
Iter: 38200; Elasped: 1 day, 2:53:51; ETA: 15:20:59; Itertime: 2.32; LR: 2.412e-05;
overall_loss: 0.1345, cls_loss: 0.0453, cls_acc: 0.877, cls_aux_loss: 0.0490, cls_aux_acc: 0.862, seg_loss: 0.3134, cam_loss: 0.6943, reg_loss: -0.5196 ...
Iter: 38400; Elasped: 1 day, 3:01:35; ETA: 15:12:08; Itertime: 2.32; LR: 2.392e-05;
overall_loss: 0.1380, cls_loss: 0.0463, cls_acc: 0.880, cls_aux_loss: 0.0511, cls_aux_acc: 0.863, seg_loss: 0.2798, cam_loss: 0.6940, reg_loss: -0.4407 ...
Iter: 38600; Elasped: 1 day, 3:09:20; ETA: 15:03:18; Itertime: 2.32; LR: 2.372e-05;
overall_loss: 0.1323, cls_loss: 0.0462, cls_acc: 0.878, cls_aux_loss: 0.0506, cls_aux_acc: 0.862, seg_loss: 0.2692, cam_loss: 0.6942, reg_loss: -0.5218 ...
Iter: 38800; Elasped: 1 day, 3:17:04; ETA: 14:54:28; Itertime: 2.32; LR: 2.353e-05;
overall_loss: 0.1265, cls_loss: 0.0421, cls_acc: 0.884, cls_aux_loss: 0.0455, cls_aux_acc: 0.874, seg_loss: 0.2789, cam_loss: 0.6942, reg_loss: -0.4742 ...
Iter: 39000; Elasped: 1 day, 3:24:48; ETA: 14:45:39; Itertime: 2.32; LR: 2.333e-05;
overall_loss: 0.1400, cls_loss: 0.0482, cls_acc: 0.870, cls_aux_loss: 0.0534, cls_aux_acc: 0.851, seg_loss: 0.2838, cam_loss: 0.6945, reg_loss: -0.4957 ...
Iter: 39200; Elasped: 1 day, 3:32:33; ETA: 14:36:51; Itertime: 2.32; LR: 2.313e-05;
overall_loss: 0.1442, cls_loss: 0.0480, cls_acc: 0.870, cls_aux_loss: 0.0537, cls_aux_acc: 0.851, seg_loss: 0.3259, cam_loss: 0.6947, reg_loss: -0.4970 ...
Iter: 39400; Elasped: 1 day, 3:40:18; ETA: 14:28:04; Itertime: 2.33; LR: 2.293e-05;
overall_loss: 0.1398, cls_loss: 0.0458, cls_acc: 0.882, cls_aux_loss: 0.0509, cls_aux_acc: 0.860, seg_loss: 0.3278, cam_loss: 0.6945, reg_loss: -0.4864 ...
Iter: 39600; Elasped: 1 day, 3:48:02; ETA: 14:19:17; Itertime: 2.32; LR: 2.272e-05;
overall_loss: 0.1347, cls_loss: 0.0453, cls_acc: 0.886, cls_aux_loss: 0.0498, cls_aux_acc: 0.873, seg_loss: 0.3081, cam_loss: 0.6942, reg_loss: -0.5200 ...
Iter: 39800; Elasped: 1 day, 3:55:46; ETA: 14:10:30; Itertime: 2.32; LR: 2.252e-05;
overall_loss: 0.1451, cls_loss: 0.0487, cls_acc: 0.868, cls_aux_loss: 0.0544, cls_aux_acc: 0.845, seg_loss: 0.3168, cam_loss: 0.6943, reg_loss: -0.4881 ...
Iter: 40000; Elasped: 1 day, 4:03:30; ETA: 14:01:45; Itertime: 2.32; LR: 2.232e-05;
overall_loss: 0.1311, cls_loss: 0.0442, cls_acc: 0.895, cls_aux_loss: 0.0489, cls_aux_acc: 0.878, seg_loss: 0.2626, cam_loss: 0.6942, reg_loss: -0.4578 ...
Iter: 40200; Elasped: 1 day, 4:11:15; ETA: 13:53:00; Itertime: 2.32; LR: 2.212e-05;
overall_loss: 0.1399, cls_loss: 0.0468, cls_acc: 0.874, cls_aux_loss: 0.0511, cls_aux_acc: 0.859, seg_loss: 0.3101, cam_loss: 0.6944, reg_loss: -0.4746 ...
Iter: 40400; Elasped: 1 day, 4:18:59; ETA: 13:44:15; Itertime: 2.32; LR: 2.192e-05;
overall_loss: 0.1390, cls_loss: 0.0465, cls_acc: 0.873, cls_aux_loss: 0.0509, cls_aux_acc: 0.857, seg_loss: 0.3191, cam_loss: 0.6942, reg_loss: -0.4992 ...
Iter: 40600; Elasped: 1 day, 4:26:43; ETA: 13:35:31; Itertime: 2.32; LR: 2.172e-05;
overall_loss: 0.1390, cls_loss: 0.0457, cls_acc: 0.877, cls_aux_loss: 0.0507, cls_aux_acc: 0.861, seg_loss: 0.3141, cam_loss: 0.6943, reg_loss: -0.4691 ...
Iter: 40800; Elasped: 1 day, 4:34:28; ETA: 13:26:48; Itertime: 2.32; LR: 2.152e-05;
overall_loss: 0.1412, cls_loss: 0.0485, cls_acc: 0.870, cls_aux_loss: 0.0532, cls_aux_acc: 0.854, seg_loss: 0.2931, cam_loss: 0.6942, reg_loss: -0.4912 ...
Iter: 41000; Elasped: 1 day, 4:42:13; ETA: 13:18:06; Itertime: 2.32; LR: 2.132e-05;
overall_loss: 0.1402, cls_loss: 0.0472, cls_acc: 0.884, cls_aux_loss: 0.0517, cls_aux_acc: 0.868, seg_loss: 0.2956, cam_loss: 0.6943, reg_loss: -0.4610 ...
Iter: 41200; Elasped: 1 day, 4:49:58; ETA: 13:09:24; Itertime: 2.32; LR: 2.111e-05;
overall_loss: 0.1248, cls_loss: 0.0411, cls_acc: 0.889, cls_aux_loss: 0.0446, cls_aux_acc: 0.879, seg_loss: 0.2834, cam_loss: 0.6940, reg_loss: -0.4799 ...
Iter: 41400; Elasped: 1 day, 4:57:42; ETA: 13:00:42; Itertime: 2.32; LR: 2.091e-05;
overall_loss: 0.1303, cls_loss: 0.0444, cls_acc: 0.890, cls_aux_loss: 0.0477, cls_aux_acc: 0.877, seg_loss: 0.2629, cam_loss: 0.6938, reg_loss: -0.4557 ...
Iter: 41600; Elasped: 1 day, 5:05:27; ETA: 12:52:01; Itertime: 2.32; LR: 2.071e-05;
overall_loss: 0.1213, cls_loss: 0.0419, cls_acc: 0.897, cls_aux_loss: 0.0452, cls_aux_acc: 0.881, seg_loss: 0.2642, cam_loss: 0.6941, reg_loss: -0.5384 ...
Iter: 41800; Elasped: 1 day, 5:13:12; ETA: 12:43:21; Itertime: 2.33; LR: 2.051e-05;
overall_loss: 0.1293, cls_loss: 0.0420, cls_acc: 0.888, cls_aux_loss: 0.0456, cls_aux_acc: 0.879, seg_loss: 0.2982, cam_loss: 0.6942, reg_loss: -0.4567 ...
Iter: 42000; Elasped: 1 day, 5:20:57; ETA: 12:34:41; Itertime: 2.33; LR: 2.030e-05;
overall_loss: 0.1326, cls_loss: 0.0450, cls_acc: 0.881, cls_aux_loss: 0.0490, cls_aux_acc: 0.866, seg_loss: 0.2845, cam_loss: 0.6945, reg_loss: -0.4901 ...
model validating...
current_rank 0
store saving with size: 2500 at rank: 0
store loaded with size: 5000
teacher: cls:0.9209442543948894, clsaux: 0.9093620307276755
+----------------+--------+---------+--------+--------+
| Class | CAM | aux_CAM | Seg_ps | Seg_vd |
+================+========+=========+========+========+
| _background_ | 80.860 | 80.540 | 82.570 | 82.690 |
+----------------+--------+---------+--------+--------+
| person | 43.080 | 62.470 | 63.360 | 63.580 |
+----------------+--------+---------+--------+--------+
| bicycle | 48.150 | 47.480 | 45.720 | 46.780 |
+----------------+--------+---------+--------+--------+
| car | 46.780 | 44.190 | 50.430 | 51.870 |
+----------------+--------+---------+--------+--------+
| motorcycle | 62.160 | 57.700 | 66.480 | 66.980 |
+----------------+--------+---------+--------+--------+
| airplane | 74.050 | 68.210 | 76.500 | 76.560 |
+----------------+--------+---------+--------+--------+
| bus | 68.610 | 62.090 | 70.900 | 71.830 |
+----------------+--------+---------+--------+--------+
| train | 58.900 | 50.130 | 58.430 | 58.990 |
+----------------+--------+---------+--------+--------+
| truck | 39.700 | 27.780 | 44.030 | 46.080 |
+----------------+--------+---------+--------+--------+
| boat | 43.420 | 35.760 | 47.490 | 47.690 |
+----------------+--------+---------+--------+--------+
| traffic light | 55.160 | 47.870 | 56.350 | 57.110 |
+----------------+--------+---------+--------+--------+
| fire hydrant | 77.480 | 62.480 | 73.610 | 76.740 |
+----------------+--------+---------+--------+--------+
| stop sign | 82.380 | 56.110 | 74.110 | 77.960 |
+----------------+--------+---------+--------+--------+
| parking meter | 71.420 | 65.320 | 71.690 | 71.850 |
+----------------+--------+---------+--------+--------+
| bench | 48.470 | 47.730 | 46.740 | 47.800 |
+----------------+--------+---------+--------+--------+
| bird | 59.220 | 60.990 | 59.430 | 60.790 |
+----------------+--------+---------+--------+--------+
| cat | 78.390 | 73.820 | 74.520 | 78.140 |
+----------------+--------+---------+--------+--------+
| dog | 66.970 | 62.140 | 64.960 | 69.570 |
+----------------+--------+---------+--------+--------+
| horse | 65.460 | 59.110 | 70.100 | 70.210 |
+----------------+--------+---------+--------+--------+
| sheep | 67.750 | 74.280 | 75.020 | 75.190 |
+----------------+--------+---------+--------+--------+
| cow | 62.890 | 48.540 | 67.220 | 67.690 |
+----------------+--------+---------+--------+--------+
| elephant | 68.660 | 74.290 | 79.370 | 79.610 |
+----------------+--------+---------+--------+--------+
| bear | 76.420 | 75.930 | 79.890 | 81.700 |
+----------------+--------+---------+--------+--------+
| zebra | 63.970 | 73.800 | 74.300 | 74.290 |
+----------------+--------+---------+--------+--------+
| giraffe | 51.560 | 56.330 | 58.940 | 58.980 |
+----------------+--------+---------+--------+--------+
| backpack | 33.930 | 34.580 | 23.260 | 29.570 |
+----------------+--------+---------+--------+--------+
| umbrella | 71.690 | 73.520 | 73.450 | 75.270 |
+----------------+--------+---------+--------+--------+
| handbag | 10.930 | 22.440 | 6.460 | 8.970 |
+----------------+--------+---------+--------+--------+
| tie | 41.810 | 36.490 | 41.630 | 42.030 |
+----------------+--------+---------+--------+--------+
| suitcase | 60.120 | 54.810 | 59.010 | 61.150 |
+----------------+--------+---------+--------+--------+
| frisbee | 68.070 | 52.780 | 67.210 | 67.570 |
+----------------+--------+---------+--------+--------+
| skis | 25.020 | 7.750 | 25.090 | 28.540 |
+----------------+--------+---------+--------+--------+
| snowboard | 42.010 | 36.830 | 38.110 | 46.610 |
+----------------+--------+---------+--------+--------+
| sports ball | 51.020 | 26.430 | 43.790 | 44 |
+----------------+--------+---------+--------+--------+
| kite | 49.380 | 41.730 | 48.560 | 48.860 |
+----------------+--------+---------+--------+--------+
| baseball bat | 8.100 | 2.540 | 3.750 | 3.830 |
+----------------+--------+---------+--------+--------+
| baseball glove | 41.420 | 13.580 | 42.520 | 41.770 |
+----------------+--------+---------+--------+--------+
| skateboard | 26.440 | 21.400 | 18.600 | 19.300 |
+----------------+--------+---------+--------+--------+
| surfboard | 22.650 | 14.230 | 16.270 | 16.770 |
+----------------+--------+---------+--------+--------+
| tennis racket | 7.800 | 5.380 | 4.620 | 4.620 |
+----------------+--------+---------+--------+--------+
| bottle | 28.470 | 27.900 | 23.830 | 25.470 |
+----------------+--------+---------+--------+--------+
| wine glass | 37.020 | 38.310 | 35.280 | 36.030 |
+----------------+--------+---------+--------+--------+
| cup | 38.080 | 32.650 | 33.870 | 37.780 |
+----------------+--------+---------+--------+--------+
| fork | 25.320 | 19.910 | 18.200 | 24.300 |
+----------------+--------+---------+--------+--------+
| knife | 37.820 | 24.190 | 32.480 | 40.030 |
+----------------+--------+---------+--------+--------+
| spoon | 19.450 | 9.190 | 9.170 | 12.010 |
+----------------+--------+---------+--------+--------+
| bowl | 19.480 | 25.110 | 20.740 | 22.320 |
+----------------+--------+---------+--------+--------+
| banana | 71.800 | 70.750 | 71.400 | 73.150 |
+----------------+--------+---------+--------+--------+
| apple | 60.210 | 55.870 | 55.750 | 62.080 |
+----------------+--------+---------+--------+--------+
| sandwich | 49.070 | 44.120 | 44.760 | 49.640 |
+----------------+--------+---------+--------+--------+
| orange | 71.460 | 71 | 71.760 | 73.800 |
+----------------+--------+---------+--------+--------+
| broccoli | 48.970 | 48.890 | 49.450 | 50.400 |
+----------------+--------+---------+--------+--------+
| carrot | 62.740 | 62.330 | 55.600 | 62.820 |
+----------------+--------+---------+--------+--------+
| hot dog | 69.330 | 55.510 | 64.030 | 69.640 |
+----------------+--------+---------+--------+--------+
| pizza | 52.040 | 56.450 | 54.130 | 58.600 |
+----------------+--------+---------+--------+--------+
| donut | 76.750 | 71.390 | 66.940 | 76.050 |
+----------------+--------+---------+--------+--------+
| cake | 54.260 | 45.470 | 47.580 | 53.880 |
+----------------+--------+---------+--------+--------+
| chair | 26.380 | 35.120 | 27.160 | 30.010 |
+----------------+--------+---------+--------+--------+
| couch | 51.150 | 48.120 | 48.280 | 53.040 |
+----------------+--------+---------+--------+--------+
| potted plant | 25.430 | 28.430 | 20.190 | 21.850 |
+----------------+--------+---------+--------+--------+
| bed | 55.680 | 53.910 | 56.290 | 58 |
+----------------+--------+---------+--------+--------+
| dining table | 18.890 | 25.070 | 21.990 | 23.350 |
+----------------+--------+---------+--------+--------+
| toilet | 59.200 | 66.190 | 65.780 | 67.670 |
+----------------+--------+---------+--------+--------+
| tv | 49.420 | 44.510 | 51.140 | 53.240 |
+----------------+--------+---------+--------+--------+
| laptop | 63.030 | 59.110 | 63.510 | 64.090 |
+----------------+--------+---------+--------+--------+
| mouse | 36.850 | 16.570 | 33.850 | 35.560 |
+----------------+--------+---------+--------+--------+
| remote | 59.740 | 46.620 | 58.970 | 64.270 |
+----------------+--------+---------+--------+--------+
| keyboard | 42.290 | 48.400 | 48.340 | 48.470 |
+----------------+--------+---------+--------+--------+
| cell phone | 57.900 | 54.820 | 63.180 | 65.160 |
+----------------+--------+---------+--------+--------+
| microwave | 56.420 | 46.400 | 52.450 | 56.210 |
+----------------+--------+---------+--------+--------+
| oven | 37.680 | 31.520 | 38.220 | 42.540 |
+----------------+--------+---------+--------+--------+
| toaster | 0.230 | 4.560 | 0 | 0 |