For details on model and dataset used see this repo
Namespace(epochs=280, batch_size=10, accumulate=4, cfg='cfg/yolov3-custom.cfg', data='data/customdata/custom.data', multi_scale=False, img_size=[512], rect=False, resume=False, nosave=True, notest=False, evolve=False, bucket='', cache_images=True, weights='weights/yolov3-spp-ultralytics.pt', name='', device='', adam=False, single_cls=False) Using CUDA device0 _CudaDeviceProperties(name='Tesla T4', total_memory=15102MB)
Run 'tensorboard --logdir=runs' to view tensorboard at http://localhost:6006/ WARNING: smart bias initialization failure. WARNING: smart bias initialization failure. WARNING: smart bias initialization failure. Model Summary: 225 layers, 6.25733e+07 parameters, 6.25733e+07 gradients Image sizes 512 - 512 train, 512 test Using 2 dataloader workers Starting training for 280 epochs...
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.000676 0.00526 0.000654 0.0012
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0 0 0.00127 0
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0 0 0.00759 0
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0 0 0.0439 0
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 1 0.00526 0.297 0.0105
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 1 0.00526 0.619 0.0105
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.741 0.286 0.563 0.413
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.546 0.759 0.688 0.635
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.205 0.895 0.568 0.334
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.199 0.905 0.694 0.326
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.29 0.926 0.581 0.442
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.547 0.878 0.71 0.674
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.376 0.942 0.669 0.537
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.32 0.953 0.769 0.479
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.315 0.952 0.759 0.474
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.285 0.953 0.732 0.439
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.375 0.953 0.641 0.538
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.231 0.963 0.295 0.373
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.353 0.963 0.492 0.516
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.592 0.958 0.881 0.731
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.594 0.926 0.739 0.724
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.563 0.953 0.82 0.708
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.529 0.958 0.741 0.682
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.584 0.968 0.888 0.729
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.653 0.963 0.839 0.779
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.911 0.963 0.978 0.936
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.714 0.932 0.888 0.808
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.578 0.937 0.696 0.715
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.811 0.905 0.914 0.855
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.851 0.933 0.945 0.89
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.973 0.895 0.987 0.932
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.744 0.9 0.867 0.814
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.848 0.842 0.897 0.845
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.663 0.974 0.843 0.789
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.675 0.953 0.837 0.79
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.851 0.974 0.939 0.908
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.717 0.979 0.834 0.827
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.584 0.979 0.798 0.732
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.916 0.914 0.972 0.915
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.825 0.958 0.972 0.886
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.93 0.953 0.984 0.941
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.744 0.942 0.87 0.831
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.682 0.963 0.925 0.799
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.756 0.98 0.967 0.854
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.804 0.979 0.952 0.883
Epoch gpu_mem GIoU obj cls total targets img_size
Model Bias Summary: layer regression objectness classification 89 -0.13+/-0.21 -9.04+/-1.55 0.02+/-0.01 101 0.09+/-0.21 -9.74+/-0.93 0.04+/-0.00 113 0.17+/-0.22 -9.08+/-1.61 -0.00+/-0.01 all 101 190 0.814 0.968 0.968 0.884
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.782 0.974 0.935 0.867
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.93 0.989 0.983 0.959
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.762 0.989 0.923 0.861
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.892 0.995 0.979 0.94
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.948 1 0.987 0.973
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.931 0.998 0.99 0.964
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.935 1 0.99 0.966
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.961 0.995 0.991 0.978
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.851 0.979 0.93 0.91
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.941 0.989 0.992 0.965
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.896 0.989 0.97 0.94
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.813 0.984 0.945 0.89
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.875 0.984 0.967 0.926
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.894 0.995 0.98 0.942
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.877 0.984 0.968 0.927
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.868 0.989 0.978 0.925
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.846 0.984 0.931 0.91
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.895 0.979 0.956 0.935
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.862 0.984 0.977 0.919
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.939 0.977 0.988 0.958
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.917 0.984 0.972 0.949
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.963 0.989 0.994 0.976
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.906 0.995 0.992 0.948
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.901 0.979 0.981 0.938
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.938 0.984 0.986 0.961
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.872 0.989 0.983 0.927
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.937 0.995 0.987 0.965
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.957 0.984 0.987 0.97
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.969 0.976 0.988 0.972
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.969 0.979 0.99 0.974
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.968 0.974 0.99 0.971
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.963 0.968 0.989 0.966
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.97 0.984 0.991 0.977
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.965 0.984 0.991 0.974
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.963 0.989 0.993 0.976
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.963 0.995 0.994 0.979
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.977 1 0.995 0.988
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.978 1 0.995 0.989
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.971 1 0.995 0.985
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.97 1 0.994 0.985
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.97 1 0.993 0.985
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.96 1 0.994 0.979
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.969 1 0.994 0.984
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.957 1 0.994 0.978
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.964 0.999 0.994 0.982
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.968 1 0.993 0.984
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.964 1 0.994 0.982
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.962 1 0.994 0.981
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.967 0.995 0.995 0.981
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.972 1 0.995 0.986
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.976 1 0.995 0.988
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.971 1 0.994 0.985
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.982 1 0.994 0.991
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.983 1 0.995 0.991
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.987 1 0.995 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.986 1 0.995 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.986 1 0.995 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.983 1 0.995 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.979 1 0.995 0.989
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.981 1 0.995 0.99
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.977 1 0.995 0.989
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.97 1 0.995 0.985
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.968 1 0.995 0.984
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.971 1 0.995 0.985
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.973 1 0.995 0.986
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.976 1 0.995 0.988
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.977 1 0.995 0.989
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.984 0.998 0.995 0.991
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.992 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.988 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 1 0.994 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.981 1 0.994 0.99
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.975 1 0.993 0.987
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.977 1 0.994 0.988
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.988 1 0.994 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.984 1 0.994 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.984 1 0.994 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.986 1 0.994 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.985 1 0.994 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.985 1 0.994 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.987 1 0.994 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.989 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.989 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.984 0.999 0.995 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.984 0.999 0.995 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.983 1 0.995 0.991
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.974 0.998 0.995 0.986
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.971 0.995 0.994 0.983
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.971 0.995 0.995 0.983
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.976 0.989 0.994 0.983
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.979 0.989 0.994 0.984
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.979 0.995 0.994 0.987
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.977 0.995 0.994 0.986
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.984 0.994 0.995 0.989
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.964 0.991 0.99 0.978
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.982 0.989 0.995 0.986
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.983 0.989 0.994 0.986
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.985 0.989 0.995 0.987
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.979 0.991 0.995 0.985
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.982 0.995 0.995 0.988
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.984 0.999 0.995 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.98 1 0.994 0.99
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.968 1 0.994 0.984
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.973 1 0.994 0.986
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.976 1 0.994 0.988
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.977 1 0.994 0.989
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.979 1 0.995 0.989
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.983 1 0.995 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.983 1 0.995 0.991
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.984 1 0.995 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.978 1 0.995 0.989
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.969 1 0.995 0.984
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.979 0.997 0.995 0.988
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.986 0.995 0.995 0.99
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.989 0.995 0.995 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.986 0.995 0.995 0.99
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 0.995 0.995 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 0.995 0.995 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 0.995 0.995 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.995 0.998 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.995 0.999 0.995 0.997
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.994 1 0.995 0.997
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.992 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.995 0.999 0.995 0.997
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.995 0.999 0.995 0.997
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 0.995 0.995 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 0.995 0.995 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 0.995 0.995 0.993
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 0.995 0.995 0.992
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 0.999 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.987 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 1 0.994 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 0.999 0.994 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.988 1 0.994 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.989 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.989 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.989 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.984 0.998 0.993 0.991
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.987 0.995 0.994 0.991
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.987 0.995 0.995 0.991
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.987 0.995 0.995 0.991
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.987 0.995 0.995 0.991
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.982 0.995 0.995 0.988
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.985 0.995 0.995 0.99
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.981 0.995 0.995 0.988
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.987 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.992 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.992 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.993 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.994 1 0.995 0.997
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.989 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.994 1 0.995 0.997
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.994 1 0.995 0.997
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.995 0.999 0.995 0.997
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.995 1 0.995 0.997
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.994 1 0.995 0.997
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.993 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.993 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.993 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.989 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.989 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.988 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.988 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.987 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.987 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.988 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.988 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.989 1 0.995 0.994
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.99 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.995
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
Epoch gpu_mem GIoU obj cls total targets img_size
all 101 190 0.991 1 0.995 0.996
280 epochs completed in 0.841 hours.
2024-05-09 19:11:07.685476: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered 2024-05-09 19:11:07.685532: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered 2024-05-09 19:11:07.686947: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered 2024-05-09 19:11:08.826402: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT Caching labels (101 found, 0 missing, 0 empty, 0 duplicate, for 101 images): 100%|██████████| 101/101 [00:00<00:00, 402.75it/s] Caching images (0.1GB): 100%|██████████| 101/101 [00:01<00:00, 99.72it/s] Caching labels (101 found, 0 missing, 0 empty, 0 duplicate, for 101 images): 100%|██████████| 101/101 [00:00<00:00, 426.96it/s] Caching images (0.1GB): 100%|██████████| 101/101 [00:01<00:00, 68.68it/s] /usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock. self.pid = os.fork() 0%| | 0/11 [00:00<?, ?it/s]/content/gdrive/MyDrive/ERA/S12YoloV3/YoloV3/utils/utils.py:374: UserWarning: The torch.cuda.DtypeTensor constructors are no longer recommended. It's best to use methods such as torch.tensor(data, dtype=, device='cuda') to create tensors. (Triggered internally at ../torch/csrc/tensor/python_tensor.cpp:83.) lcls, lbox, lobj = ft([0]), ft([0]), ft([0]) /usr/local/lib/python3.10/dist-packages/torch/cuda/memory.py:440: FutureWarning: torch.cuda.memory_cached has been renamed to torch.cuda.memory_reserved warnings.warn( 0/279 7.74G 7.73 161 0 169 25 512: 9%|▉ | 1/11 [00:06<01:07, 6.72s/it]/usr/local/lib/python3.10/dist-packages/torch/cuda/memory.py:440: FutureWarning: torch.cuda.memory_cached has been renamed to torch.cuda.memory_reserved warnings.warn( 0/279 7.8G 7.12 75.6 0 82.7 2 512: 100%|██████████| 11/11 [00:13<00:00, 1.27s/it] /usr/local/lib/python3.10/dist-packages/torch/functional.py:507: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3549.) return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined] Class Images Targets P R mAP@0.5 F1: 0%| | 0/11 [00:00<?, ?it/s]/usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock. self.pid = os.fork() Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:05<00:00, 2.07it/s] 1/279 13.1G 6.71 5.97 0 12.7 4 512: 100%|██████████| 11/11 [00:07<00:00, 1.41it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:04<00:00, 2.36it/s] 2/279 15G 5.63 4.23 0 9.86 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.36it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 3/279 15G 4.66 4.68 0 9.34 2 512: 100%|██████████| 11/11 [00:07<00:00, 1.39it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 4/279 15G 4.98 5.47 0 10.4 6 512: 100%|██████████| 11/11 [00:07<00:00, 1.40it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s] 5/279 15G 4.87 4.32 0 9.19 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] 6/279 15G 4.37 4.5 0 8.88 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.36it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 7/279 15G 4.13 2.88 0 7.01 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.37it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s] 8/279 15G 4.55 2.28 0 6.83 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 9/279 15G 3.94 1.67 0 5.6 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] 10/279 15G 5.1 1.89 0 6.98 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s] 11/279 15G 3.56 1.41 0 4.97 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 12/279 15G 3.8 1.44 0 5.25 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] 13/279 15G 3.75 1.17 0 4.92 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.28it/s] 14/279 15G 3.68 1.15 0 4.82 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] 15/279 15G 3.65 1.05 0 4.7 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.89it/s] 16/279 15G 3.46 1.12 0 4.59 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] 17/279 15G 3.15 1.13 0 4.28 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s] 18/279 15G 3.47 1.24 0 4.7 6 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 19/279 15G 3.02 1.06 0 4.08 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] 20/279 15G 3.33 1.15 0 4.48 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s] 21/279 15G 3.5 0.946 0 4.44 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] 22/279 15G 3.41 0.982 0 4.39 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.27it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 23/279 15G 3.2 0.829 0 4.03 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] 24/279 15G 3.22 0.917 0 4.13 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] 25/279 15G 3.29 0.854 0 4.14 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] 26/279 15G 3.29 0.878 0 4.17 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s] 27/279 15G 3.07 1.07 0 4.13 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.30it/s] 28/279 15G 2.82 0.889 0 3.71 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 29/279 15G 2.69 0.923 0 3.61 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 30/279 15G 3.32 0.862 0 4.19 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s] 31/279 15G 3.14 0.868 0 4.01 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s] 32/279 15G 3.33 0.868 0 4.2 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] 33/279 15G 2.76 1.06 0 3.81 6 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 34/279 15G 3.2 0.848 0 4.05 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s] 35/279 15G 2.89 0.851 0 3.74 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s] 36/279 15G 2.91 0.822 0 3.73 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] 37/279 15G 2.95 0.915 0 3.86 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] 38/279 15G 3.02 0.853 0 3.87 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s] 39/279 15G 2.61 0.939 0 3.55 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 40/279 15G 2.6 0.964 0 3.57 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] 41/279 15G 2.55 0.794 0 3.35 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s] 42/279 15G 2.78 0.959 0 3.74 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] 43/279 15G 2.76 0.869 0 3.62 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 44/279 15G 2.77 1 0 3.77 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 45/279 15G 2.66 0.851 0 3.51 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s] 46/279 15G 2.6 0.798 0 3.4 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 47/279 15G 2.61 0.879 0 3.49 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 48/279 15G 2.62 0.784 0 3.4 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s] 49/279 15G 2.29 0.921 0 3.21 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 50/279 15G 2.65 0.808 0 3.46 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s] 51/279 15G 2.36 0.766 0 3.12 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s] 52/279 15G 2.68 0.711 0 3.39 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 53/279 15G 2.43 0.737 0 3.16 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] 54/279 15G 2.54 0.73 0 3.27 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s] 55/279 15G 2.35 0.804 0 3.16 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s] 56/279 15G 2.72 0.749 0 3.47 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] 57/279 15G 2.56 0.809 0 3.37 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 58/279 15G 2.17 0.738 0 2.91 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s] 59/279 15G 2.58 0.722 0 3.3 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 60/279 15G 2.47 0.894 0 3.36 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 61/279 15G 2.55 0.736 0 3.29 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s] 62/279 15G 2.49 0.724 0 3.21 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 63/279 15G 2.22 0.695 0 2.92 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] 64/279 15G 2.41 0.84 0 3.25 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] 65/279 15G 2.35 0.746 0 3.1 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s] 66/279 15G 2.22 0.742 0 2.96 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 67/279 15G 2.39 0.833 0 3.23 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 68/279 15G 2.04 0.852 0 2.89 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s] 69/279 15G 2.16 0.73 0 2.89 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 70/279 15G 2.23 0.71 0 2.94 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.23it/s] 71/279 15G 2.14 0.723 0 2.87 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] 72/279 15G 1.83 0.686 0 2.52 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s] 73/279 15G 2.12 0.686 0 2.8 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 74/279 15G 2.37 0.746 0 3.12 6 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.89it/s] 75/279 15G 2.19 0.66 0 2.85 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s] 76/279 15G 2.15 0.786 0 2.94 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] 77/279 15G 2.06 0.699 0 2.76 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s] 78/279 15G 2.18 0.642 0 2.82 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] 79/279 15G 1.95 0.682 0 2.63 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s] 80/279 15G 2 0.721 0 2.73 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 81/279 15G 1.81 0.616 0 2.43 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 82/279 15G 1.72 0.77 0 2.49 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s] 83/279 15G 2.05 0.797 0 2.85 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 84/279 15G 1.87 0.668 0 2.53 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 85/279 15G 1.9 0.688 0 2.58 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] 86/279 15G 1.93 0.781 0 2.71 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] 87/279 15G 1.83 0.613 0 2.45 6 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] 88/279 15G 2.03 0.655 0 2.68 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 89/279 15G 1.74 0.631 0 2.38 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s] 90/279 15G 1.6 0.589 0 2.18 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] 91/279 15G 1.86 0.775 0 2.63 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.69it/s] 92/279 15G 1.73 0.685 0 2.42 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 93/279 15G 1.72 0.764 0 2.49 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] 94/279 15G 1.98 0.758 0 2.73 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 95/279 15G 1.61 0.624 0 2.23 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 96/279 15G 1.64 0.604 0 2.24 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s] 97/279 15G 1.75 0.676 0 2.42 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] 98/279 15G 1.68 0.638 0 2.32 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 99/279 15G 1.73 0.646 0 2.37 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 100/279 15G 1.96 0.653 0 2.61 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s] 101/279 15G 1.57 0.543 0 2.11 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 102/279 15G 1.73 0.59 0 2.32 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 103/279 15G 1.88 0.607 0 2.48 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s] 104/279 15G 1.65 0.584 0 2.24 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 105/279 15G 1.91 0.677 0 2.58 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 106/279 15G 1.61 0.618 0 2.23 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] 107/279 15G 1.63 0.518 0 2.15 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s] 108/279 15G 1.77 0.599 0 2.37 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] 109/279 15G 1.61 0.537 0 2.15 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 110/279 15G 1.69 0.613 0 2.3 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s] 111/279 15G 1.51 0.642 0 2.15 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] 112/279 15G 1.63 0.549 0 2.18 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 113/279 15G 1.91 0.685 0 2.6 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.25it/s] 114/279 15G 1.72 0.549 0 2.27 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 115/279 15G 1.63 0.54 0 2.17 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] 116/279 15G 1.58 0.619 0 2.2 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 117/279 15G 1.6 0.595 0 2.19 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] 118/279 15G 1.62 0.561 0 2.18 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] 119/279 15G 1.6 0.604 0 2.2 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 120/279 15G 1.35 0.526 0 1.88 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] 121/279 15G 1.43 0.599 0 2.03 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 122/279 15G 1.61 0.608 0 2.22 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 123/279 15G 1.61 0.541 0 2.15 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] 124/279 15G 1.44 0.538 0 1.98 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] 125/279 15G 1.5 0.537 0 2.03 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.89it/s] 126/279 15G 1.56 0.48 0 2.04 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 127/279 15G 1.62 0.567 0 2.19 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.35it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s] 128/279 15G 1.69 0.488 0 2.18 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s] 129/279 15G 1.38 0.517 0 1.9 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 130/279 15G 1.46 0.549 0 2.01 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 131/279 15G 1.49 0.615 0 2.11 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s] 132/279 15G 1.45 0.541 0 1.99 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 133/279 15G 1.33 0.57 0 1.9 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 134/279 15G 1.49 0.654 0 2.15 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.18it/s] 135/279 15G 1.4 0.558 0 1.95 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 136/279 15G 1.31 0.571 0 1.88 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] 137/279 15G 1.54 0.53 0 2.07 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s] 138/279 15G 1.57 0.54 0 2.11 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 139/279 15G 1.49 0.784 0 2.27 6 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 140/279 15G 1.43 0.497 0 1.93 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s] 141/279 15G 1.48 0.613 0 2.1 6 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s] 142/279 15G 1.52 0.589 0 2.11 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 143/279 15G 1.53 0.559 0 2.09 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 144/279 15G 1.57 0.562 0 2.14 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] 145/279 15G 1.3 0.547 0 1.85 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] 146/279 15G 1.3 0.508 0 1.8 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 147/279 15G 1.56 0.578 0 2.14 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s] 148/279 15G 1.29 0.536 0 1.83 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s] 149/279 15G 1.27 0.549 0 1.82 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 150/279 15G 1.4 0.44 0 1.84 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s] 151/279 15G 1.45 0.557 0 2.01 7 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] 152/279 15G 1.28 0.469 0 1.74 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.99it/s] 153/279 15G 1.39 0.464 0 1.85 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 154/279 15G 1.19 0.41 0 1.6 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] 155/279 15G 1.36 0.529 0 1.89 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 156/279 15G 1.23 0.415 0 1.65 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 157/279 15G 1.34 0.531 0 1.88 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s] 158/279 15G 1.23 0.489 0 1.72 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 159/279 15G 1.31 0.481 0 1.8 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] 160/279 15G 1.28 0.466 0 1.74 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] 161/279 15G 1.04 0.399 0 1.44 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] 162/279 15G 1.15 0.481 0 1.63 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] 163/279 15G 1.3 0.516 0 1.82 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.99it/s] 164/279 15G 1.08 0.389 0 1.47 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s] 165/279 15G 1.21 0.516 0 1.72 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s] 166/279 15G 1.19 0.51 0 1.7 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 167/279 15G 1.02 0.423 0 1.44 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 168/279 15G 1.18 0.436 0 1.62 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s] 169/279 15G 1.05 0.462 0 1.51 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 170/279 15G 1.01 0.527 0 1.54 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 171/279 15G 1.1 0.417 0 1.52 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s] 172/279 15G 1.19 0.477 0 1.67 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 173/279 15G 1.21 0.506 0 1.71 6 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] 174/279 15G 0.942 0.381 0 1.32 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 175/279 15G 1.07 0.401 0 1.47 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s] 176/279 15G 1.08 0.45 0 1.53 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] 177/279 15G 1.02 0.491 0 1.52 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.64it/s] 178/279 15G 0.933 0.375 0 1.31 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] 179/279 15G 0.978 0.379 0 1.36 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 180/279 15G 1.08 0.454 0 1.54 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 5.00it/s] 181/279 15G 1.05 0.447 0 1.49 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s] 182/279 15G 1.18 0.441 0 1.62 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 183/279 15G 1.02 0.411 0 1.44 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 184/279 15G 1.14 0.425 0 1.56 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] 185/279 15G 1.29 0.438 0 1.73 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] 186/279 15G 1.14 0.377 0 1.51 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 187/279 15G 1.3 0.45 0 1.75 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 188/279 15G 1.14 0.409 0 1.55 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s] 189/279 15G 1.14 0.427 0 1.57 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] 190/279 15G 1.03 0.41 0 1.44 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 191/279 15G 1.26 0.417 0 1.68 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 192/279 15G 1.04 0.4 0 1.44 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s] 193/279 15G 1.12 0.41 0 1.53 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] 194/279 15G 0.869 0.401 0 1.27 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 195/279 15G 0.984 0.386 0 1.37 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.35it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s] 196/279 15G 0.931 0.484 0 1.41 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] 197/279 15G 1.01 0.414 0 1.42 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 198/279 15G 1.05 0.424 0 1.48 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.13it/s] 199/279 15G 0.993 0.42 0 1.41 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 200/279 15G 0.967 0.346 0 1.31 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 201/279 15G 0.814 0.39 0 1.2 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 202/279 15G 1.02 0.404 0 1.42 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] 203/279 15G 0.921 0.524 0 1.44 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 204/279 15G 0.814 0.43 0 1.24 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 205/279 15G 1.04 0.407 0 1.45 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s] 206/279 15G 1.05 0.413 0 1.46 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 207/279 15G 1.05 0.376 0 1.43 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] 208/279 15G 0.997 0.438 0 1.44 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 209/279 15G 0.917 0.399 0 1.32 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s] 210/279 15G 0.878 0.369 0 1.25 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 211/279 15G 0.95 0.349 0 1.3 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 212/279 15G 0.865 0.402 0 1.27 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s] 213/279 15G 0.965 0.368 0 1.33 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 214/279 15G 0.953 0.394 0 1.35 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 215/279 15G 0.931 0.393 0 1.32 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] 216/279 15G 0.98 0.32 0 1.3 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] 217/279 15G 0.764 0.368 0 1.13 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 218/279 15G 0.946 0.329 0 1.28 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.89it/s] 219/279 15G 0.947 0.348 0 1.29 6 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s] 220/279 15G 0.798 0.293 0 1.09 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 221/279 15G 0.826 0.366 0 1.19 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] 222/279 15G 0.866 0.42 0 1.29 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s] 223/279 15G 1.02 0.373 0 1.39 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 224/279 15G 0.788 0.408 0 1.2 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 225/279 15G 0.821 0.426 0 1.25 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 226/279 15G 0.801 0.306 0 1.11 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s] 227/279 15G 0.846 0.343 0 1.19 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 228/279 15G 0.778 0.317 0 1.09 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 229/279 15G 0.819 0.366 0 1.18 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] 230/279 15G 0.791 0.395 0 1.19 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] 231/279 15G 0.848 0.427 0 1.27 8 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 232/279 15G 0.92 0.346 0 1.27 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] 233/279 15G 0.806 0.338 0 1.14 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s] 234/279 15G 0.683 0.287 0 0.97 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 235/279 15G 0.714 0.311 0 1.03 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 236/279 15G 0.94 0.304 0 1.24 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s] 237/279 15G 0.851 0.375 0 1.23 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 238/279 15G 0.803 0.356 0 1.16 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.26it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 239/279 15G 0.719 0.401 0 1.12 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.88it/s] 240/279 15G 0.747 0.315 0 1.06 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.31it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] 241/279 15G 0.816 0.318 0 1.13 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] 242/279 15G 0.732 0.338 0 1.07 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 243/279 15G 0.778 0.305 0 1.08 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s] 244/279 15G 0.902 0.367 0 1.27 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] 245/279 15G 0.77 0.364 0 1.13 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] 246/279 15G 0.851 0.312 0 1.16 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s] 247/279 15G 0.763 0.37 0 1.13 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] 248/279 15G 0.7 0.379 0 1.08 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 249/279 15G 0.796 0.296 0 1.09 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 250/279 15G 0.712 0.347 0 1.06 5 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s] 251/279 15G 0.624 0.327 0 0.951 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] 252/279 15G 0.717 0.321 0 1.04 6 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 253/279 15G 0.774 0.332 0 1.11 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] 254/279 15G 0.857 0.276 0 1.13 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s] 255/279 15G 0.675 0.296 0 0.972 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] 256/279 15G 0.811 0.395 0 1.21 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.98it/s] 257/279 15G 0.735 0.258 0 0.993 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s] 258/279 15G 0.667 0.362 0 1.03 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] 259/279 15G 0.771 0.352 0 1.12 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 260/279 15G 0.737 0.316 0 1.05 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.19it/s] 261/279 15G 0.714 0.297 0 1.01 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.28it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] 262/279 15G 0.652 0.276 0 0.927 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] 263/279 15G 0.76 0.316 0 1.08 6 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] 264/279 15G 0.735 0.382 0 1.12 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s] 265/279 15G 0.742 0.307 0 1.05 1 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] 266/279 15G 0.687 0.349 0 1.04 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] 267/279 15G 0.735 0.283 0 1.02 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] 268/279 15G 0.562 0.331 0 0.893 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 269/279 15G 0.721 0.351 0 1.07 7 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] 270/279 15G 0.643 0.345 0 0.988 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] 271/279 15G 0.675 0.327 0 1 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s] 272/279 15G 0.647 0.344 0 0.991 2 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] 273/279 15G 0.684 0.327 0 1.01 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.30it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 274/279 15G 0.739 0.32 0 1.06 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.32it/s] 275/279 15G 0.694 0.352 0 1.05 7 512: 100%|██████████| 11/11 [00:08<00:00, 1.32it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] 276/279 15G 0.752 0.342 0 1.09 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] 277/279 15G 0.5 0.323 0 0.823 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.33it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] 278/279 15G 0.619 0.269 0 0.888 3 512: 100%|██████████| 11/11 [00:08<00:00, 1.34it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s] 279/279 15G 0.681 0.314 0 0.995 4 512: 100%|██████████| 11/11 [00:08<00:00, 1.29it/s] Class Images Targets P R mAP@0.5 F1: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s]