2019-03-04 16:45:08,248 TF_NIMA_training INFO: step 8850/9000, the emd loss is 0.115794,l2_loss is 25.657944,total loss is 0.115794, time 3823.410413,learning rate: 0.000001
2019-03-04 16:45:08,370 TF_NIMA_training INFO: evaluate train batch SROCC_v: 0.818 KROCC: 0.650 PLCC_v: 0.864 RMSE_v: 1.034 mse: 1.069
2019-03-04 16:45:30,609 TF_NIMA_training INFO: step 8900/9000, the emd loss is 0.089719,l2_loss is 21.096500,total loss is 0.089719, time 3845.770660,learning rate: 0.000001
2019-03-04 16:45:30,727 TF_NIMA_training INFO: evaluate train batch SROCC_v: 0.944 KROCC: 0.798 PLCC_v: 0.953 RMSE_v: 0.938 mse: 0.879
2019-03-04 16:45:53,219 TF_NIMA_training INFO: step 8950/9000, the emd loss is 0.116848,l2_loss is 28.304466,total loss is 0.116848, time 3868.381484,learning rate: 0.000001
2019-03-04 16:45:53,342 TF_NIMA_training INFO: evaluate train batch SROCC_v: 0.891 KROCC: 0.769 PLCC_v: 0.910 RMSE_v: 1.086 mse: 1.179
2019-03-04 16:46:07,030 TF_NIMA_training INFO: Optimization finish!
2019-03-04 17:14:59,458 TF_NIMA_evaluating INFO: test image:500/600, true_mean_mos/predict_mos is [6.11765]/1.9778872739322422,the emd loss: 0.5347248911857605.
2019-03-04 17:14:59,459 TF_NIMA_evaluating INFO: image score_:[[0. 0. 0. 0. 0. 0.995 0.005 0. 0. 0. ]]
2019-03-04 17:14:59,459 TF_NIMA_evaluating INFO: image score_hat:[[4.5310372e-07 1.0060684e-01 8.2096982e-01 7.8351051e-02 7.1739130e-05
7.9168867e-09 1.0901127e-08 1.4305775e-08 2.6052367e-08 3.0621173e-08]]
2019-03-04 17:14:59,913 TF_NIMA_evaluating INFO: test image:550/600, true_mean_mos/predict_mos is [3.4]/1.889601976246836,the emd loss: 0.0557439923286438.
2019-03-04 17:14:59,913 TF_NIMA_evaluating INFO: image score_:[[0. 0. 0.8615 0.1385 0. 0. 0. 0. 0. 0. ]]
2019-03-04 17:14:59,914 TF_NIMA_evaluating INFO: image score_hat:[[6.4253740e-08 1.3145407e-01 8.4749258e-01 2.1050246e-02 2.9920257e-06
9.3558952e-11 8.3277246e-10 1.1079678e-09 2.0081541e-09 2.5365026e-09]]
2019-03-04 17:15:00,302 TF_NIMA_evaluating INFO: SROCC_v: 0.422 KROCC: 0.299 PLCC_v: 0.453 RMSE_v: 2.712 mse: 7.356
2019-03-04 17:15:00,302 TF_NIMA_evaluating INFO: Test finish!
train data:
distorted_images/I16_01_1.bmp 5.615380 0.106440
distorted_images/i16_03_3.bmp 3.692310 0.089950
distorted_images/i16_23_5.bmp 1.526320 0.081000