Closed ParaImage closed 9 months ago
I tried to train LightFC with my data's include 8 dataset, lightfc-mobilnetv2.log :
[train: 1, 50 / 937] FPS: 0.6 (1.1) , DataTime: 0.577 (0.014) , ForwardTime: 1.013 , TotalTime: 1.604 , Loss/total: 223.23936 , Loss/giou: 0.99977 , Loss/l1: 0.40332 , Loss/location: 219.22325 , mean_IoU: 0.00023 [train: 1, 100 / 937] FPS: 0.8 (1.1) , DataTime: 0.297 (0.012) , ForwardTime: 0.944 , TotalTime: 1.252 , Loss/total: 114.34355 , Loss/giou: 0.99986 , Loss/l1: 0.35263 , Loss/location: 110.58070 , mean_IoU: 0.00014 [train: 1, 150 / 937] FPS: 0.9 (1.1) , DataTime: 0.204 (0.011) , ForwardTime: 0.920 , TotalTime: 1.135 , Loss/total: 77.21790 , Loss/giou: 0.99990 , Loss/l1: 0.29078 , Loss/location: 73.76417 , mean_IoU: 0.00010 [train: 1, 200 / 937] FPS: 0.9 (1.0) , DataTime: 0.157 (0.010) , ForwardTime: 0.913 , TotalTime: 1.081 , Loss/total: 58.58304 , Loss/giou: 0.99993 , Loss/l1: 0.25010 , Loss/location: 55.33270 , mean_IoU: 0.00007 [train: 1, 250 / 937] FPS: 0.9 (1.1) , DataTime: 0.130 (0.010) , ForwardTime: 0.914 , TotalTime: 1.054 , Loss/total: 47.37096 , Loss/giou: 0.99994 , Loss/l1: 0.22025 , Loss/location: 44.26983 , mean_IoU: 0.00006 [train: 1, 300 / 937] FPS: 1.0 (1.1) , DataTime: 0.111 (0.010) , ForwardTime: 0.907 , TotalTime: 1.028 , Loss/total: 39.87962 , Loss/giou: 0.99995 , Loss/l1: 0.19725 , Loss/location: 36.89346 , mean_IoU: 0.00005 [train: 1, 350 / 937] FPS: 1.0 (1.1) , DataTime: 0.097 (0.010) , ForwardTime: 0.902 , TotalTime: 1.009 , Loss/total: 34.50524 , Loss/giou: 0.99996 , Loss/l1: 0.17627 , Loss/location: 31.62399 , mean_IoU: 0.00004 [train: 1, 400 / 937] FPS: 1.0 (1.1) , DataTime: 0.088 (0.010) , ForwardTime: 0.898 , TotalTime: 0.995 , Loss/total: 30.47126 , Loss/giou: 0.99996 , Loss/l1: 0.15996 , Loss/location: 27.67155 , mean_IoU: 0.00004 [train: 1, 450 / 937] FPS: 1.0 (1.1) , DataTime: 0.080 (0.009) , ForwardTime: 0.895 , TotalTime: 0.984 , Loss/total: 27.32918 , Loss/giou: 0.99997 , Loss/l1: 0.14639 , Loss/location: 24.59727 , mean_IoU: 0.00003 [train: 1, 500 / 937] FPS: 1.0 (1.1) , DataTime: 0.074 (0.009) , ForwardTime: 0.893 , TotalTime: 0.976 , Loss/total: 24.81142 , Loss/giou: 0.99997 , Loss/l1: 0.13474 , Loss/location: 22.13776 , mean_IoU: 0.00003 [train: 1, 550 / 937] FPS: 1.0 (1.0) , DataTime: 0.068 (0.009) , ForwardTime: 0.896 , TotalTime: 0.974 , Loss/total: 22.75414 , Loss/giou: 0.99997 , Loss/l1: 0.12576 , Loss/location: 20.12539 , mean_IoU: 0.00003 [train: 1, 600 / 937] FPS: 1.0 (1.0) , DataTime: 0.064 (0.009) , ForwardTime: 0.900 , TotalTime: 0.973 , Loss/total: 21.03602 , Loss/giou: 0.99998 , Loss/l1: 0.11754 , Loss/location: 18.44838 , mean_IoU: 0.00002 [train: 1, 650 / 937] FPS: 1.0 (1.1) , DataTime: 0.061 (0.009) , ForwardTime: 0.901 , TotalTime: 0.971 , Loss/total: 19.58456 , Loss/giou: 0.99998 , Loss/l1: 0.11105 , Loss/location: 17.02935 , mean_IoU: 0.00002 [train: 1, 700 / 937] FPS: 1.0 (1.1) , DataTime: 0.057 (0.009) , ForwardTime: 0.900 , TotalTime: 0.967 , Loss/total: 18.34313 , Loss/giou: 0.99998 , Loss/l1: 0.10603 , Loss/location: 15.81303 , mean_IoU: 0.00002 [train: 1, 750 / 937] FPS: 1.0 (1.1) , DataTime: 0.055 (0.009) , ForwardTime: 0.898 , TotalTime: 0.962 , Loss/total: 17.26387 , Loss/giou: 0.99998 , Loss/l1: 0.10101 , Loss/location: 14.75888 , mean_IoU: 0.00002 [train: 1, 800 / 937] FPS: 1.0 (1.1) , DataTime: 0.053 (0.009) , ForwardTime: 0.896 , TotalTime: 0.958 , Loss/total: 16.31720 , Loss/giou: 0.99998 , Loss/l1: 0.09615 , Loss/location: 13.83648 , mean_IoU: 0.00002 [train: 1, 850 / 937] FPS: 1.0 (1.1) , DataTime: 0.051 (0.009) , ForwardTime: 0.894 , TotalTime: 0.954 , Loss/total: 15.48127 , Loss/giou: 0.99998 , Loss/l1: 0.09174 , Loss/location: 13.02260 , mean_IoU: 0.00002 [train: 1, 900 / 937] FPS: 1.1 (1.1) , DataTime: 0.049 (0.009) , ForwardTime: 0.893 , TotalTime: 0.951 , Loss/total: 14.73742 , Loss/giou: 0.99998 , Loss/l1: 0.08766 , Loss/location: 12.29915 , mean_IoU: 0.00002 [train: 1, 937 / 937] FPS: 1.1 (1.1) , DataTime: 0.047 (0.009) , ForwardTime: 0.892 , TotalTime: 0.948 , Loss/total: 14.23806 , Loss/giou: 0.99998 , Loss/l1: 0.08492 , Loss/location: 11.81350 , mean_IoU: 0.00002 [val: 1, 15 / 15] FPS: 0.5 (1.1) , DataTime: 1.228 (0.010) , ForwardTime: 0.861 , TotalTime: 2.099 , Loss/total: 2.11039 , Loss/giou: 1.00000 , Loss/l1: 0.02199 , Loss/location: 0.00046 , mean_IoU: 0.00000 [train: 2, 50 / 937] FPS: 0.6 (1.1) , DataTime: 0.560 (0.012) , ForwardTime: 1.034 , TotalTime: 1.607 , Loss/total: 2.10239 , Loss/giou: 1.00000 , Loss/l1: 0.02042 , Loss/location: 0.00031 , mean_IoU: 0.00000 [train: 2, 100 / 937] FPS: 0.8 (1.1) , DataTime: 0.288 (0.011) , ForwardTime: 0.954 , TotalTime: 1.253 , Loss/total: 2.09431 , Loss/giou: 1.00000 , Loss/l1: 0.01880 , Loss/location: 0.00029 , mean_IoU: 0.00000 [train: 2, 150 / 937] FPS: 0.9 (1.1) , DataTime: 0.199 (0.010) , ForwardTime: 0.935 , TotalTime: 1.144 , Loss/total: 2.09377 , Loss/giou: 1.00000 , Loss/l1: 0.01870 , Loss/location: 0.00027 , mean_IoU: 0.00000 [train: 2, 200 / 937] FPS: 0.9 (1.1) , DataTime: 0.153 (0.010) , ForwardTime: 0.919 , TotalTime: 1.082 , Loss/total: 2.09273 , Loss/giou: 1.00000 , Loss/l1: 0.01849 , Loss/location: 0.00026 , mean_IoU: 0.00000 [train: 2, 250 / 937] FPS: 0.9 (0.3) , DataTime: 0.126 (0.010) , ForwardTime: 0.919 , TotalTime: 1.054 , Loss/total: 2.09338 , Loss/giou: 1.00000 , Loss/l1: 0.01863 , Loss/location: 0.00025 , mean_IoU: 0.00000 [train: 2, 300 / 937] FPS: 1.0 (1.1) , DataTime: 0.108 (0.010) , ForwardTime: 0.911 , TotalTime: 1.029 , Loss/total: 2.09362 , Loss/giou: 1.00000 , Loss/l1: 0.01868 , Loss/location: 0.00024 , mean_IoU: 0.00000 [train: 2, 350 / 937] FPS: 1.0 (1.1) , DataTime: 0.095 (0.009) , ForwardTime: 0.905 , TotalTime: 1.010 , Loss/total: 2.09164 , Loss/giou: 1.00000 , Loss/l1: 0.01828 , Loss/location: 0.00023 , mean_IoU: 0.00000 [train: 2, 400 / 937] FPS: 1.0 (1.1) , DataTime: 0.085 (0.009) , ForwardTime: 0.905 , TotalTime: 1.000 , Loss/total: 2.09220 , Loss/giou: 1.00000 , Loss/l1: 0.01840 , Loss/location: 0.00022 , mean_IoU: 0.00000 [train: 2, 450 / 937] FPS: 1.0 (1.1) , DataTime: 0.078 (0.009) , ForwardTime: 0.903 , TotalTime: 0.990 , Loss/total: 2.09165 , Loss/giou: 1.00000 , Loss/l1: 0.01829 , Loss/location: 0.00021 , mean_IoU: 0.00000 [train: 2, 500 / 937] FPS: 1.0 (1.0) , DataTime: 0.072 (0.009) , ForwardTime: 0.902 , TotalTime: 0.983 , Loss/total: 2.09185 , Loss/giou: 1.00000 , Loss/l1: 0.01833 , Loss/location: 0.00020 , mean_IoU: 0.00000 [train: 2, 550 / 937] FPS: 1.0 (1.1) , DataTime: 0.067 (0.009) , ForwardTime: 0.899 , TotalTime: 0.975 , Loss/total: 2.09120 , Loss/giou: 1.00000 , Loss/l1: 0.01820 , Loss/location: 0.00019 , mean_IoU: 0.00000 [train: 2, 600 / 937] FPS: 1.0 (1.0) , DataTime: 0.063 (0.009) , ForwardTime: 0.899 , TotalTime: 0.970 , Loss/total: 2.09069 , Loss/giou: 1.00000 , Loss/l1: 0.01810 , Loss/location: 0.00019 , mean_IoU: 0.00000 [train: 2, 650 / 937] FPS: 1.0 (1.1) , DataTime: 0.059 (0.009) , ForwardTime: 0.898 , TotalTime: 0.967 , Loss/total: 2.09016 , Loss/giou: 1.00000 , Loss/l1: 0.01800 , Loss/location: 0.00018 , mean_IoU: 0.00000 [train: 2, 700 / 937] FPS: 1.0 (1.1) , DataTime: 0.056 (0.009) , ForwardTime: 0.898 , TotalTime: 0.963 , Loss/total: 2.09017 , Loss/giou: 1.00000 , Loss/l1: 0.01800 , Loss/location: 0.00018 , mean_IoU: 0.00000 [train: 2, 750 / 937] FPS: 1.0 (1.0) , DataTime: 0.054 (0.009) , ForwardTime: 0.900 , TotalTime: 0.963 , Loss/total: 2.08960 , Loss/giou: 1.00000 , Loss/l1: 0.01789 , Loss/location: 0.00017 , mean_IoU: 0.00000 [train: 2, 800 / 937] FPS: 1.0 (1.1) , DataTime: 0.051 (0.009) , ForwardTime: 0.902 , TotalTime: 0.962 , Loss/total: 2.08946 , Loss/giou: 1.00000 , Loss/l1: 0.01786 , Loss/location: 0.00017 , mean_IoU: 0.00000 [train: 2, 850 / 937] FPS: 1.0 (1.1) , DataTime: 0.049 (0.009) , ForwardTime: 0.903 , TotalTime: 0.962 , Loss/total: 2.08913 , Loss/giou: 1.00000 , Loss/l1: 0.01779 , Loss/location: 0.00016 , mean_IoU: 0.00000 [train: 2, 900 / 937] FPS: 1.0 (1.1) , DataTime: 0.048 (0.009) , ForwardTime: 0.901 , TotalTime: 0.958 , Loss/total: 2.08944 , Loss/giou: 1.00000 , Loss/l1: 0.01786 , Loss/location: 0.00016 , mean_IoU: 0.00000 [train: 2, 937 / 937] FPS: 1.0 (1.1) , DataTime: 0.046 (0.009) , ForwardTime: 0.900 , TotalTime: 0.956 , Loss/total: 2.08970 , Loss/giou: 1.00000 , Loss/l1: 0.01791 , Loss/location: 0.00015 , mean_IoU: 0.00000 [val: 2, 15 / 15] FPS: 0.5 (1.1) , DataTime: 1.184 (0.010) , ForwardTime: 0.863 , TotalTime: 2.058 , Loss/total: 2.31128 , Loss/giou: 1.00000 , Loss/l1: 0.06219 , Loss/location: 0.00034 , mean_IoU: 0.00000 [train: 3, 50 / 937] FPS: 0.6 (1.1) , DataTime: 0.533 (0.014) , ForwardTime: 1.043 , TotalTime: 1.590 , Loss/total: 2.09124 , Loss/giou: 1.00000 , Loss/l1: 0.01823 , Loss/location: 0.00007 , mean_IoU: 0.00000 [train: 3, 100 / 937] FPS: 0.8 (1.1) , DataTime: 0.275 (0.012) , ForwardTime: 0.963 , TotalTime: 1.250 , Loss/total: 2.08614 , Loss/giou: 1.00000 , Loss/l1: 0.01721 , Loss/location: 0.00007 , mean_IoU: 0.00000 [train: 3, 150 / 937] FPS: 0.9 (1.0) , DataTime: 0.190 (0.011) , ForwardTime: 0.946 , TotalTime: 1.146 , Loss/total: 2.08191 , Loss/giou: 1.00000 , Loss/l1: 0.01637 , Loss/location: 0.00007 , mean_IoU: 0.00000 [train: 3, 200 / 937] FPS: 0.9 (1.1) , DataTime: 0.146 (0.010) , ForwardTime: 0.937 , TotalTime: 1.093 , Loss/total: 2.08305 , Loss/giou: 1.00000 , Loss/l1: 0.01660 , Loss/location: 0.00007 , mean_IoU: 0.00000 [train: 3, 250 / 937] FPS: 0.9 (1.1) , DataTime: 0.121 (0.010) , ForwardTime: 0.924 , TotalTime: 1.055 , Loss/total: 2.08242 , Loss/giou: 1.00000 , Loss/l1: 0.01647 , Loss/location: 0.00007 , mean_IoU: 0.00000 [train: 3, 300 / 937] FPS: 1.0 (1.1) , DataTime: 0.104 (0.010) , ForwardTime: 0.915 , TotalTime: 1.029 , Loss/total: 2.08048 , Loss/giou: 1.00000 , Loss/l1: 0.01608 , Loss/location: 0.00007 , mean_IoU: 0.00000 [train: 3, 350 / 937] FPS: 1.0 (1.1) , DataTime: 0.092 (0.010) , ForwardTime: 0.910 , TotalTime: 1.011 , Loss/total: 2.07992 , Loss/giou: 1.00000 , Loss/l1: 0.01597 , Loss/location: 0.00006 , mean_IoU: 0.00000 [train: 3, 400 / 937] FPS: 1.0 (1.1) , DataTime: 0.082 (0.010) , ForwardTime: 0.908 , TotalTime: 1.000 , Loss/total: 2.08004 , Loss/giou: 1.00000 , Loss/l1: 0.01600 , Loss/location: 0.00006 , mean_IoU: 0.00000 [train: 3, 450 / 937] FPS: 1.0 (1.1) , DataTime: 0.075 (0.010) , ForwardTime: 0.905 , TotalTime: 0.990 , Loss/total: 2.08041 , Loss/giou: 1.00000 , Loss/l1: 0.01607 , Loss/location: 0.00006 , mean_IoU: 0.00000 [train: 3, 500 / 937] FPS: 1.0 (1.1) , DataTime: 0.069 (0.010) , ForwardTime: 0.903 , TotalTime: 0.981 , Loss/total: 2.08047 , Loss/giou: 1.00000 , Loss/l1: 0.01608 , Loss/location: 0.00006 , mean_IoU: 0.00000 [train: 3, 550 / 937] FPS: 1.0 (1.1) , DataTime: 0.065 (0.010) , ForwardTime: 0.901 , TotalTime: 0.975 , Loss/total: 2.07968 , Loss/giou: 1.00000 , Loss/l1: 0.01592 , Loss/location: 0.00006 , mean_IoU: 0.00000 [train: 3, 600 / 937] FPS: 1.0 (1.1) , DataTime: 0.061 (0.010) , ForwardTime: 0.899 , TotalTime: 0.969 , Loss/total: 2.07923 , Loss/giou: 1.00000 , Loss/l1: 0.01583 , Loss/location: 0.00006 , mean_IoU: 0.00000 [train: 3, 650 / 937] FPS: 1.0 (1.1) , DataTime: 0.057 (0.009) , ForwardTime: 0.897 , TotalTime: 0.964 , Loss/total: 2.07890 , Loss/giou: 1.00000 , Loss/l1: 0.01577 , Loss/location: 0.00006 , mean_IoU: 0.00000 [train: 3, 700 / 937] FPS: 1.0 (1.1) , DataTime: 0.054 (0.009) , ForwardTime: 0.896 , TotalTime: 0.960 , Loss/total: 2.07916 , Loss/giou: 1.00000 , Loss/l1: 0.01582 , Loss/location: 0.00006 , mean_IoU: 0.00000 [train: 3, 750 / 937] FPS: 1.0 (1.1) , DataTime: 0.052 (0.009) , ForwardTime: 0.895 , TotalTime: 0.956 , Loss/total: 2.07911 , Loss/giou: 1.00000 , Loss/l1: 0.01581 , Loss/location: 0.00006 , mean_IoU: 0.00000 [train: 3, 800 / 937] FPS: 1.0 (1.1) , DataTime: 0.050 (0.009) , ForwardTime: 0.894 , TotalTime: 0.953 , Loss/total: 2.07883 , Loss/giou: 1.00000 , Loss/l1: 0.01576 , Loss/location: 0.00005 , mean_IoU: 0.00000 [train: 3, 850 / 937] FPS: 1.1 (1.1) , DataTime: 0.048 (0.009) , ForwardTime: 0.893 , TotalTime: 0.950 , Loss/total: 2.07844 , Loss/giou: 1.00000 , Loss/l1: 0.01568 , Loss/location: 0.00005 , mean_IoU: 0.00000 [train: 3, 900 / 937] FPS: 1.1 (1.1) , DataTime: 0.046 (0.009) , ForwardTime: 0.892 , TotalTime: 0.948 , Loss/total: 2.07870 , Loss/giou: 1.00000 , Loss/l1: 0.01573 , Loss/location: 0.00005 , mean_IoU: 0.00000 [train: 3, 937 / 937] FPS: 1.1 (1.1) , DataTime: 0.045 (0.009) , ForwardTime: 0.891 , TotalTime: 0.946 , Loss/total: 2.07880 , Loss/giou: 1.00000 , Loss/l1: 0.01575 , Loss/location: 0.00005 , mean_IoU: 0.00000 [val: 3, 15 / 15] FPS: 0.5 (1.1) , DataTime: 1.217 (0.010) , ForwardTime: 0.865 , TotalTime: 2.092 , Loss/total: 2.18603 , Loss/giou: 1.00000 , Loss/l1: 0.03718 , Loss/location: 0.00014 , mean_IoU: 0.00000 [train: 4, 50 / 937] FPS: 0.6 (1.1) , DataTime: 0.488 (0.014) , ForwardTime: 1.051 , TotalTime: 1.553 , Loss/total: 2.08239 , Loss/giou: 1.00000 , Loss/l1: 0.01647 , Loss/location: 0.00004 , mean_IoU: 0.00000 [train: 4, 100 / 937] FPS: 0.8 (1.1) , DataTime: 0.253 (0.012) , ForwardTime: 0.964 , TotalTime: 1.228 , Loss/total: 2.07525 , Loss/giou: 1.00000 , Loss/l1: 0.01504 , Loss/location: 0.00004 , mean_IoU: 0.00000 [train: 4, 150 / 937] FPS: 0.9 (1.1) , DataTime: 0.175 (0.011) , ForwardTime: 0.934 , TotalTime: 1.120 , Loss/total: 2.07600 , Loss/giou: 1.00000 , Loss/l1: 0.01519 , Loss/location: 0.00004 , mean_IoU: 0.00000 [train: 4, 200 / 937] FPS: 0.9 (1.1) , DataTime: 0.135 (0.010) , ForwardTime: 0.919 , TotalTime: 1.065 , Loss/total: 2.07501 , Loss/giou: 1.00000 , Loss/l1: 0.01500 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 250 / 937] FPS: 1.0 (1.1) , DataTime: 0.112 (0.010) , ForwardTime: 0.910 , TotalTime: 1.033 , Loss/total: 2.07497 , Loss/giou: 1.00000 , Loss/l1: 0.01499 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 300 / 937] FPS: 1.0 (1.1) , DataTime: 0.097 (0.010) , ForwardTime: 0.905 , TotalTime: 1.011 , Loss/total: 2.07520 , Loss/giou: 1.00000 , Loss/l1: 0.01503 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 350 / 937] FPS: 1.0 (1.1) , DataTime: 0.085 (0.010) , ForwardTime: 0.899 , TotalTime: 0.995 , Loss/total: 2.07473 , Loss/giou: 1.00000 , Loss/l1: 0.01494 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 400 / 937] FPS: 1.0 (1.1) , DataTime: 0.077 (0.010) , ForwardTime: 0.896 , TotalTime: 0.982 , Loss/total: 2.07527 , Loss/giou: 1.00000 , Loss/l1: 0.01505 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 450 / 937] FPS: 1.0 (1.1) , DataTime: 0.070 (0.009) , ForwardTime: 0.893 , TotalTime: 0.972 , Loss/total: 2.07555 , Loss/giou: 1.00000 , Loss/l1: 0.01510 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 500 / 937] FPS: 1.0 (1.1) , DataTime: 0.065 (0.009) , ForwardTime: 0.896 , TotalTime: 0.970 , Loss/total: 2.07570 , Loss/giou: 1.00000 , Loss/l1: 0.01513 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 550 / 937] FPS: 1.0 (1.1) , DataTime: 0.060 (0.009) , ForwardTime: 0.894 , TotalTime: 0.964 , Loss/total: 2.07644 , Loss/giou: 1.00000 , Loss/l1: 0.01528 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 600 / 937] FPS: 1.0 (1.1) , DataTime: 0.057 (0.009) , ForwardTime: 0.891 , TotalTime: 0.958 , Loss/total: 2.07700 , Loss/giou: 1.00000 , Loss/l1: 0.01539 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 650 / 937] FPS: 1.0 (1.1) , DataTime: 0.054 (0.009) , ForwardTime: 0.890 , TotalTime: 0.953 , Loss/total: 2.07718 , Loss/giou: 1.00000 , Loss/l1: 0.01543 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 700 / 937] FPS: 1.1 (1.1) , DataTime: 0.051 (0.009) , ForwardTime: 0.888 , TotalTime: 0.949 , Loss/total: 2.07787 , Loss/giou: 1.00000 , Loss/l1: 0.01557 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 750 / 937] FPS: 1.1 (1.1) , DataTime: 0.049 (0.009) , ForwardTime: 0.887 , TotalTime: 0.945 , Loss/total: 2.07750 , Loss/giou: 1.00000 , Loss/l1: 0.01549 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 800 / 937] FPS: 1.1 (1.1) , DataTime: 0.047 (0.009) , ForwardTime: 0.885 , TotalTime: 0.942 , Loss/total: 2.07755 , Loss/giou: 1.00000 , Loss/l1: 0.01550 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 850 / 937] FPS: 1.1 (1.1) , DataTime: 0.045 (0.009) , ForwardTime: 0.884 , TotalTime: 0.939 , Loss/total: 2.07781 , Loss/giou: 1.00000 , Loss/l1: 0.01556 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 900 / 937] FPS: 1.1 (1.1) , DataTime: 0.044 (0.009) , ForwardTime: 0.883 , TotalTime: 0.936 , Loss/total: 2.07823 , Loss/giou: 1.00000 , Loss/l1: 0.01564 , Loss/location: 0.00003 , mean_IoU: 0.00000 [train: 4, 937 / 937] FPS: 1.1 (1.1) , DataTime: 0.043 (0.009) , ForwardTime: 0.882 , TotalTime: 0.934 , Loss/total: 2.07825 , Loss/giou: 1.00000 , Loss/l1: 0.01564 , Loss/location: 0.00003 , mean_IoU: 0.00000 [val: 4, 15 / 15] FPS: 0.5 (1.1) , DataTime: 1.229 (0.010) , ForwardTime: 0.864 , TotalTime: 2.103 , Loss/total: 2.19337 , Loss/giou: 1.00000 , Loss/l1: 0.03865 , Loss/location: 0.00013 , mean_IoU: 0.00000 [train: 5, 50 / 937] FPS: 0.6 (1.1) , DataTime: 0.570 (0.014) , ForwardTime: 0.996 , TotalTime: 1.580 , Loss/total: 2.07834 , Loss/giou: 1.00000 , Loss/l1: 0.01566 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 100 / 937] FPS: 0.8 (1.1) , DataTime: 0.293 (0.012) , ForwardTime: 0.942 , TotalTime: 1.247 , Loss/total: 2.07688 , Loss/giou: 1.00000 , Loss/l1: 0.01537 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 150 / 937] FPS: 0.9 (1.1) , DataTime: 0.202 (0.011) , ForwardTime: 0.934 , TotalTime: 1.147 , Loss/total: 2.07249 , Loss/giou: 1.00000 , Loss/l1: 0.01449 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 200 / 937] FPS: 0.9 (1.1) , DataTime: 0.156 (0.010) , ForwardTime: 0.924 , TotalTime: 1.090 , Loss/total: 2.07325 , Loss/giou: 1.00000 , Loss/l1: 0.01465 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 250 / 937] FPS: 0.9 (1.1) , DataTime: 0.128 (0.010) , ForwardTime: 0.918 , TotalTime: 1.057 , Loss/total: 2.07341 , Loss/giou: 1.00000 , Loss/l1: 0.01468 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 300 / 937] FPS: 1.0 (1.1) , DataTime: 0.110 (0.010) , ForwardTime: 0.915 , TotalTime: 1.034 , Loss/total: 2.07239 , Loss/giou: 1.00000 , Loss/l1: 0.01447 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 350 / 937] FPS: 1.0 (1.0) , DataTime: 0.096 (0.010) , ForwardTime: 0.915 , TotalTime: 1.021 , Loss/total: 2.07241 , Loss/giou: 1.00000 , Loss/l1: 0.01448 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 400 / 937] FPS: 1.0 (1.0) , DataTime: 0.087 (0.010) , ForwardTime: 0.920 , TotalTime: 1.016 , Loss/total: 2.07315 , Loss/giou: 1.00000 , Loss/l1: 0.01463 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 450 / 937] FPS: 1.0 (1.1) , DataTime: 0.079 (0.010) , ForwardTime: 0.922 , TotalTime: 1.010 , Loss/total: 2.07348 , Loss/giou: 1.00000 , Loss/l1: 0.01469 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 500 / 937] FPS: 1.0 (1.0) , DataTime: 0.073 (0.009) , ForwardTime: 0.921 , TotalTime: 1.003 , Loss/total: 2.07364 , Loss/giou: 1.00000 , Loss/l1: 0.01472 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 550 / 937] FPS: 1.0 (1.1) , DataTime: 0.068 (0.009) , ForwardTime: 0.920 , TotalTime: 0.998 , Loss/total: 2.07363 , Loss/giou: 1.00000 , Loss/l1: 0.01472 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 600 / 937] FPS: 1.0 (1.1) , DataTime: 0.064 (0.009) , ForwardTime: 0.918 , TotalTime: 0.991 , Loss/total: 2.07370 , Loss/giou: 1.00000 , Loss/l1: 0.01474 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 650 / 937] FPS: 1.0 (1.1) , DataTime: 0.060 (0.009) , ForwardTime: 0.915 , TotalTime: 0.985 , Loss/total: 2.07320 , Loss/giou: 1.00000 , Loss/l1: 0.01464 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 700 / 937] FPS: 1.0 (1.0) , DataTime: 0.057 (0.009) , ForwardTime: 0.916 , TotalTime: 0.982 , Loss/total: 2.07283 , Loss/giou: 1.00000 , Loss/l1: 0.01456 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 750 / 937] FPS: 1.0 (1.1) , DataTime: 0.054 (0.009) , ForwardTime: 0.915 , TotalTime: 0.979 , Loss/total: 2.07304 , Loss/giou: 1.00000 , Loss/l1: 0.01461 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 800 / 937] FPS: 1.0 (1.1) , DataTime: 0.052 (0.009) , ForwardTime: 0.913 , TotalTime: 0.974 , Loss/total: 2.07267 , Loss/giou: 1.00000 , Loss/l1: 0.01453 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 850 / 937] FPS: 1.0 (1.1) , DataTime: 0.050 (0.009) , ForwardTime: 0.911 , TotalTime: 0.971 , Loss/total: 2.07296 , Loss/giou: 1.00000 , Loss/l1: 0.01459 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 900 / 937] FPS: 1.0 (1.1) , DataTime: 0.048 (0.009) , ForwardTime: 0.910 , TotalTime: 0.967 , Loss/total: 2.07255 , Loss/giou: 1.00000 , Loss/l1: 0.01451 , Loss/location: 0.00002 , mean_IoU: 0.00000 [train: 5, 937 / 937] FPS: 1.0 (1.1) , DataTime: 0.047 (0.009) , ForwardTime: 0.909 , TotalTime: 0.965 , Loss/total: 2.07238 , Loss/giou: 1.00000 , Loss/l1: 0.01447 , Loss/location: 0.00002 , mean_IoU: 0.00000 [val: 5, 15 / 15] FPS: 0.5 (1.1) , DataTime: 1.243 (0.011) , ForwardTime: 0.868 , TotalTime: 2.121 , Loss/total: 2.14719 , Loss/giou: 1.00000 , Loss/l1: 0.02942 , Loss/location: 0.00008 , mean_IoU: 0.00000 . . . [val: 84, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.329 (0.009) , ForwardTime: 0.656 , TotalTime: 1.994 , Loss/total: 2.21093 , Loss/giou: 0.36645 , Loss/l1: 0.03807 , Loss/location: 1.28769 , mean_IoU: 0.63355 [train: 85, 100 / 1000] FPS: 0.9 (1.4) , DataTime: 0.366 (0.013) , ForwardTime: 0.790 , TotalTime: 1.169 , Loss/total: 3.19042 , Loss/giou: 0.67208 , Loss/l1: 0.09281 , Loss/location: 1.38221 , mean_IoU: 0.32792 [train: 85, 200 / 1000] FPS: 1.0 (1.4) , DataTime: 0.192 (0.011) , ForwardTime: 0.754 , TotalTime: 0.957 , Loss/total: 3.19093 , Loss/giou: 0.67210 , Loss/l1: 0.09282 , Loss/location: 1.38261 , mean_IoU: 0.32790 [train: 85, 300 / 1000] FPS: 1.1 (1.4) , DataTime: 0.134 (0.010) , ForwardTime: 0.742 , TotalTime: 0.886 , Loss/total: 3.19050 , Loss/giou: 0.67229 , Loss/l1: 0.09287 , Loss/location: 1.38160 , mean_IoU: 0.32771 [train: 85, 400 / 1000] FPS: 1.2 (1.4) , DataTime: 0.105 (0.010) , ForwardTime: 0.736 , TotalTime: 0.851 , Loss/total: 3.19216 , Loss/giou: 0.67286 , Loss/l1: 0.09294 , Loss/location: 1.38173 , mean_IoU: 0.32714 [train: 85, 500 / 1000] FPS: 1.2 (1.3) , DataTime: 0.087 (0.009) , ForwardTime: 0.730 , TotalTime: 0.827 , Loss/total: 3.19086 , Loss/giou: 0.67265 , Loss/l1: 0.09288 , Loss/location: 1.38113 , mean_IoU: 0.32735 [train: 85, 600 / 1000] FPS: 1.2 (1.4) , DataTime: 0.076 (0.009) , ForwardTime: 0.728 , TotalTime: 0.813 , Loss/total: 3.18866 , Loss/giou: 0.67207 , Loss/l1: 0.09272 , Loss/location: 1.38092 , mean_IoU: 0.32793 [train: 85, 700 / 1000] FPS: 1.2 (1.4) , DataTime: 0.067 (0.009) , ForwardTime: 0.725 , TotalTime: 0.802 , Loss/total: 3.19016 , Loss/giou: 0.67226 , Loss/l1: 0.09280 , Loss/location: 1.38164 , mean_IoU: 0.32775 [train: 85, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.061 (0.009) , ForwardTime: 0.723 , TotalTime: 0.794 , Loss/total: 3.19016 , Loss/giou: 0.67235 , Loss/l1: 0.09281 , Loss/location: 1.38139 , mean_IoU: 0.32765 [train: 85, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.056 (0.009) , ForwardTime: 0.719 , TotalTime: 0.785 , Loss/total: 3.18991 , Loss/giou: 0.67240 , Loss/l1: 0.09280 , Loss/location: 1.38111 , mean_IoU: 0.32760 [train: 85, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.052 (0.009) , ForwardTime: 0.716 , TotalTime: 0.777 , Loss/total: 3.18922 , Loss/giou: 0.67234 , Loss/l1: 0.09274 , Loss/location: 1.38084 , mean_IoU: 0.32766 [val: 85, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.351 (0.010) , ForwardTime: 0.654 , TotalTime: 2.014 , Loss/total: 2.17559 , Loss/giou: 0.35737 , Loss/l1: 0.03737 , Loss/location: 1.27400 , mean_IoU: 0.64263 [train: 86, 100 / 1000] FPS: 0.9 (1.3) , DataTime: 0.339 (0.011) , ForwardTime: 0.800 , TotalTime: 1.150 , Loss/total: 3.17886 , Loss/giou: 0.67032 , Loss/l1: 0.09238 , Loss/location: 1.37632 , mean_IoU: 0.32968 [train: 86, 200 / 1000] FPS: 1.1 (1.3) , DataTime: 0.178 (0.010) , ForwardTime: 0.760 , TotalTime: 0.949 , Loss/total: 3.18291 , Loss/giou: 0.67152 , Loss/l1: 0.09253 , Loss/location: 1.37723 , mean_IoU: 0.32849 [train: 86, 300 / 1000] FPS: 1.1 (1.3) , DataTime: 0.125 (0.009) , ForwardTime: 0.745 , TotalTime: 0.880 , Loss/total: 3.18270 , Loss/giou: 0.67142 , Loss/l1: 0.09247 , Loss/location: 1.37752 , mean_IoU: 0.32858 [train: 86, 400 / 1000] FPS: 1.2 (1.3) , DataTime: 0.098 (0.009) , ForwardTime: 0.740 , TotalTime: 0.847 , Loss/total: 3.18186 , Loss/giou: 0.67127 , Loss/l1: 0.09236 , Loss/location: 1.37752 , mean_IoU: 0.32873 [train: 86, 500 / 1000] FPS: 1.2 (1.4) , DataTime: 0.082 (0.009) , ForwardTime: 0.736 , TotalTime: 0.827 , Loss/total: 3.18099 , Loss/giou: 0.67112 , Loss/l1: 0.09228 , Loss/location: 1.37736 , mean_IoU: 0.32888 [train: 86, 600 / 1000] FPS: 1.2 (1.3) , DataTime: 0.071 (0.009) , ForwardTime: 0.736 , TotalTime: 0.816 , Loss/total: 3.17763 , Loss/giou: 0.67004 , Loss/l1: 0.09209 , Loss/location: 1.37708 , mean_IoU: 0.32996 [train: 86, 700 / 1000] FPS: 1.2 (1.4) , DataTime: 0.064 (0.009) , ForwardTime: 0.733 , TotalTime: 0.805 , Loss/total: 3.17813 , Loss/giou: 0.67018 , Loss/l1: 0.09215 , Loss/location: 1.37700 , mean_IoU: 0.32982 [train: 86, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.058 (0.009) , ForwardTime: 0.730 , TotalTime: 0.796 , Loss/total: 3.17862 , Loss/giou: 0.67009 , Loss/l1: 0.09219 , Loss/location: 1.37748 , mean_IoU: 0.32991 [train: 86, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.053 (0.009) , ForwardTime: 0.726 , TotalTime: 0.788 , Loss/total: 3.17821 , Loss/giou: 0.67008 , Loss/l1: 0.09216 , Loss/location: 1.37725 , mean_IoU: 0.32992 [train: 86, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.049 (0.009) , ForwardTime: 0.723 , TotalTime: 0.781 , Loss/total: 3.17744 , Loss/giou: 0.67005 , Loss/l1: 0.09212 , Loss/location: 1.37674 , mean_IoU: 0.32995 [val: 86, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.358 (0.010) , ForwardTime: 0.651 , TotalTime: 2.019 , Loss/total: 2.19694 , Loss/giou: 0.36286 , Loss/l1: 0.03805 , Loss/location: 1.28097 , mean_IoU: 0.63714 [train: 87, 100 / 1000] FPS: 0.9 (1.4) , DataTime: 0.327 (0.011) , ForwardTime: 0.805 , TotalTime: 1.143 , Loss/total: 3.17235 , Loss/giou: 0.66795 , Loss/l1: 0.09127 , Loss/location: 1.38007 , mean_IoU: 0.33205 [train: 87, 200 / 1000] FPS: 1.0 (1.4) , DataTime: 0.173 (0.010) , ForwardTime: 0.771 , TotalTime: 0.953 , Loss/total: 3.17100 , Loss/giou: 0.66823 , Loss/l1: 0.09138 , Loss/location: 1.37763 , mean_IoU: 0.33177 [train: 87, 300 / 1000] FPS: 1.1 (1.4) , DataTime: 0.121 (0.009) , ForwardTime: 0.751 , TotalTime: 0.881 , Loss/total: 3.17624 , Loss/giou: 0.66959 , Loss/l1: 0.09173 , Loss/location: 1.37839 , mean_IoU: 0.33041 [train: 87, 400 / 1000] FPS: 1.2 (1.3) , DataTime: 0.095 (0.009) , ForwardTime: 0.743 , TotalTime: 0.847 , Loss/total: 3.18132 , Loss/giou: 0.67059 , Loss/l1: 0.09206 , Loss/location: 1.37982 , mean_IoU: 0.32941 [train: 87, 500 / 1000] FPS: 1.2 (1.3) , DataTime: 0.080 (0.009) , ForwardTime: 0.738 , TotalTime: 0.827 , Loss/total: 3.18130 , Loss/giou: 0.67058 , Loss/l1: 0.09215 , Loss/location: 1.37937 , mean_IoU: 0.32942 [train: 87, 600 / 1000] FPS: 1.2 (1.3) , DataTime: 0.069 (0.009) , ForwardTime: 0.735 , TotalTime: 0.814 , Loss/total: 3.18072 , Loss/giou: 0.67081 , Loss/l1: 0.09214 , Loss/location: 1.37840 , mean_IoU: 0.32919 [train: 87, 700 / 1000] FPS: 1.2 (1.3) , DataTime: 0.062 (0.009) , ForwardTime: 0.734 , TotalTime: 0.805 , Loss/total: 3.18041 , Loss/giou: 0.67069 , Loss/l1: 0.09218 , Loss/location: 1.37813 , mean_IoU: 0.32931 [train: 87, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.056 (0.009) , ForwardTime: 0.732 , TotalTime: 0.797 , Loss/total: 3.18035 , Loss/giou: 0.67061 , Loss/l1: 0.09214 , Loss/location: 1.37842 , mean_IoU: 0.32939 [train: 87, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.052 (0.009) , ForwardTime: 0.728 , TotalTime: 0.789 , Loss/total: 3.18102 , Loss/giou: 0.67068 , Loss/l1: 0.09212 , Loss/location: 1.37906 , mean_IoU: 0.32932 [train: 87, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.048 (0.009) , ForwardTime: 0.725 , TotalTime: 0.782 , Loss/total: 3.18093 , Loss/giou: 0.67063 , Loss/l1: 0.09214 , Loss/location: 1.37894 , mean_IoU: 0.32937 [val: 87, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.294 (0.010) , ForwardTime: 0.654 , TotalTime: 1.958 , Loss/total: 2.16665 , Loss/giou: 0.35363 , Loss/l1: 0.03634 , Loss/location: 1.27770 , mean_IoU: 0.64637 [train: 88, 100 / 1000] FPS: 0.9 (1.3) , DataTime: 0.400 (0.011) , ForwardTime: 0.744 , TotalTime: 1.155 , Loss/total: 3.18128 , Loss/giou: 0.67111 , Loss/l1: 0.09219 , Loss/location: 1.37810 , mean_IoU: 0.32889 [train: 88, 200 / 1000] FPS: 1.0 (1.4) , DataTime: 0.209 (0.010) , ForwardTime: 0.734 , TotalTime: 0.953 , Loss/total: 3.17748 , Loss/giou: 0.66990 , Loss/l1: 0.09202 , Loss/location: 1.37760 , mean_IoU: 0.33010 [train: 88, 300 / 1000] FPS: 1.1 (1.3) , DataTime: 0.145 (0.009) , ForwardTime: 0.730 , TotalTime: 0.885 , Loss/total: 3.18028 , Loss/giou: 0.67079 , Loss/l1: 0.09214 , Loss/location: 1.37804 , mean_IoU: 0.32921 [train: 88, 400 / 1000] FPS: 1.2 (1.3) , DataTime: 0.113 (0.009) , ForwardTime: 0.730 , TotalTime: 0.852 , Loss/total: 3.18240 , Loss/giou: 0.67111 , Loss/l1: 0.09226 , Loss/location: 1.37891 , mean_IoU: 0.32889 [train: 88, 500 / 1000] FPS: 1.2 (1.4) , DataTime: 0.094 (0.009) , ForwardTime: 0.728 , TotalTime: 0.831 , Loss/total: 3.18249 , Loss/giou: 0.67104 , Loss/l1: 0.09230 , Loss/location: 1.37889 , mean_IoU: 0.32896 [train: 88, 600 / 1000] FPS: 1.2 (1.3) , DataTime: 0.081 (0.009) , ForwardTime: 0.727 , TotalTime: 0.818 , Loss/total: 3.18345 , Loss/giou: 0.67119 , Loss/l1: 0.09235 , Loss/location: 1.37929 , mean_IoU: 0.32881 [train: 88, 700 / 1000] FPS: 1.2 (1.4) , DataTime: 0.072 (0.009) , ForwardTime: 0.727 , TotalTime: 0.808 , Loss/total: 3.18404 , Loss/giou: 0.67141 , Loss/l1: 0.09236 , Loss/location: 1.37943 , mean_IoU: 0.32859 [train: 88, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.065 (0.009) , ForwardTime: 0.725 , TotalTime: 0.799 , Loss/total: 3.18435 , Loss/giou: 0.67155 , Loss/l1: 0.09238 , Loss/location: 1.37933 , mean_IoU: 0.32845 [train: 88, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.060 (0.009) , ForwardTime: 0.722 , TotalTime: 0.791 , Loss/total: 3.18480 , Loss/giou: 0.67169 , Loss/l1: 0.09240 , Loss/location: 1.37943 , mean_IoU: 0.32831 [train: 88, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.055 (0.009) , ForwardTime: 0.720 , TotalTime: 0.784 , Loss/total: 3.18553 , Loss/giou: 0.67181 , Loss/l1: 0.09244 , Loss/location: 1.37969 , mean_IoU: 0.32819 [val: 88, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.287 (0.010) , ForwardTime: 0.653 , TotalTime: 1.950 , Loss/total: 2.22671 , Loss/giou: 0.36439 , Loss/l1: 0.03906 , Loss/location: 1.30261 , mean_IoU: 0.63561 [train: 89, 100 / 1000] FPS: 0.9 (1.3) , DataTime: 0.353 (0.013) , ForwardTime: 0.780 , TotalTime: 1.146 , Loss/total: 3.19231 , Loss/giou: 0.67246 , Loss/l1: 0.09317 , Loss/location: 1.38153 , mean_IoU: 0.32754 [train: 89, 200 / 1000] FPS: 1.1 (1.4) , DataTime: 0.185 (0.011) , ForwardTime: 0.751 , TotalTime: 0.947 , Loss/total: 3.19255 , Loss/giou: 0.67237 , Loss/l1: 0.09311 , Loss/location: 1.38227 , mean_IoU: 0.32763 [train: 89, 300 / 1000] FPS: 1.1 (1.3) , DataTime: 0.129 (0.010) , ForwardTime: 0.740 , TotalTime: 0.879 , Loss/total: 3.19096 , Loss/giou: 0.67206 , Loss/l1: 0.09288 , Loss/location: 1.38241 , mean_IoU: 0.32794 [train: 89, 400 / 1000] FPS: 1.2 (1.4) , DataTime: 0.102 (0.010) , ForwardTime: 0.735 , TotalTime: 0.846 , Loss/total: 3.18595 , Loss/giou: 0.67167 , Loss/l1: 0.09269 , Loss/location: 1.37916 , mean_IoU: 0.32833 [train: 89, 500 / 1000] FPS: 1.2 (1.3) , DataTime: 0.085 (0.010) , ForwardTime: 0.731 , TotalTime: 0.826 , Loss/total: 3.18391 , Loss/giou: 0.67134 , Loss/l1: 0.09254 , Loss/location: 1.37854 , mean_IoU: 0.32866 [train: 89, 600 / 1000] FPS: 1.2 (1.3) , DataTime: 0.073 (0.009) , ForwardTime: 0.730 , TotalTime: 0.813 , Loss/total: 3.18535 , Loss/giou: 0.67162 , Loss/l1: 0.09261 , Loss/location: 1.37904 , mean_IoU: 0.32838 [train: 89, 700 / 1000] FPS: 1.2 (1.3) , DataTime: 0.065 (0.009) , ForwardTime: 0.729 , TotalTime: 0.804 , Loss/total: 3.18454 , Loss/giou: 0.67135 , Loss/l1: 0.09255 , Loss/location: 1.37909 , mean_IoU: 0.32865 [train: 89, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.059 (0.009) , ForwardTime: 0.727 , TotalTime: 0.795 , Loss/total: 3.18406 , Loss/giou: 0.67127 , Loss/l1: 0.09252 , Loss/location: 1.37893 , mean_IoU: 0.32873 [train: 89, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.055 (0.009) , ForwardTime: 0.723 , TotalTime: 0.787 , Loss/total: 3.18420 , Loss/giou: 0.67128 , Loss/l1: 0.09252 , Loss/location: 1.37904 , mean_IoU: 0.32872 [train: 89, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.051 (0.009) , ForwardTime: 0.721 , TotalTime: 0.781 , Loss/total: 3.18268 , Loss/giou: 0.67104 , Loss/l1: 0.09243 , Loss/location: 1.37846 , mean_IoU: 0.32896 [val: 89, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.333 (0.009) , ForwardTime: 0.654 , TotalTime: 1.997 , Loss/total: 2.19555 , Loss/giou: 0.36039 , Loss/l1: 0.03763 , Loss/location: 1.28664 , mean_IoU: 0.63962 [train: 90, 100 / 1000] FPS: 0.9 (1.4) , DataTime: 0.324 (0.011) , ForwardTime: 0.807 , TotalTime: 1.142 , Loss/total: 3.17950 , Loss/giou: 0.67142 , Loss/l1: 0.09214 , Loss/location: 1.37596 , mean_IoU: 0.32858 [train: 90, 200 / 1000] FPS: 1.1 (1.3) , DataTime: 0.171 (0.010) , ForwardTime: 0.764 , TotalTime: 0.945 , Loss/total: 3.18287 , Loss/giou: 0.67181 , Loss/l1: 0.09250 , Loss/location: 1.37673 , mean_IoU: 0.32819 [train: 90, 300 / 1000] FPS: 1.1 (1.4) , DataTime: 0.120 (0.009) , ForwardTime: 0.749 , TotalTime: 0.878 , Loss/total: 3.18434 , Loss/giou: 0.67202 , Loss/l1: 0.09264 , Loss/location: 1.37711 , mean_IoU: 0.32798 [train: 90, 400 / 1000] FPS: 1.2 (1.4) , DataTime: 0.094 (0.009) , ForwardTime: 0.745 , TotalTime: 0.849 , Loss/total: 3.18799 , Loss/giou: 0.67285 , Loss/l1: 0.09283 , Loss/location: 1.37815 , mean_IoU: 0.32715 [train: 90, 500 / 1000] FPS: 1.2 (1.4) , DataTime: 0.079 (0.009) , ForwardTime: 0.738 , TotalTime: 0.826 , Loss/total: 3.18523 , Loss/giou: 0.67197 , Loss/l1: 0.09268 , Loss/location: 1.37788 , mean_IoU: 0.32803 [train: 90, 600 / 1000] FPS: 1.2 (1.4) , DataTime: 0.068 (0.009) , ForwardTime: 0.735 , TotalTime: 0.812 , Loss/total: 3.18649 , Loss/giou: 0.67244 , Loss/l1: 0.09269 , Loss/location: 1.37816 , mean_IoU: 0.32756 [train: 90, 700 / 1000] FPS: 1.2 (1.3) , DataTime: 0.061 (0.009) , ForwardTime: 0.732 , TotalTime: 0.802 , Loss/total: 3.18761 , Loss/giou: 0.67274 , Loss/l1: 0.09277 , Loss/location: 1.37828 , mean_IoU: 0.32726 [train: 90, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.056 (0.009) , ForwardTime: 0.730 , TotalTime: 0.794 , Loss/total: 3.18512 , Loss/giou: 0.67212 , Loss/l1: 0.09258 , Loss/location: 1.37798 , mean_IoU: 0.32788 [train: 90, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.051 (0.009) , ForwardTime: 0.726 , TotalTime: 0.786 , Loss/total: 3.18263 , Loss/giou: 0.67165 , Loss/l1: 0.09245 , Loss/location: 1.37706 , mean_IoU: 0.32835 [train: 90, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.048 (0.009) , ForwardTime: 0.723 , TotalTime: 0.780 , Loss/total: 3.18255 , Loss/giou: 0.67159 , Loss/l1: 0.09242 , Loss/location: 1.37726 , mean_IoU: 0.32841 [val: 90, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.282 (0.010) , ForwardTime: 0.654 , TotalTime: 1.946 , Loss/total: 2.16867 , Loss/giou: 0.35516 , Loss/l1: 0.03669 , Loss/location: 1.27488 , mean_IoU: 0.64484 [train: 91, 100 / 1000] FPS: 0.9 (1.4) , DataTime: 0.352 (0.012) , ForwardTime: 0.766 , TotalTime: 1.130 , Loss/total: 3.18019 , Loss/giou: 0.66999 , Loss/l1: 0.09212 , Loss/location: 1.37961 , mean_IoU: 0.33001 [train: 91, 200 / 1000] FPS: 1.1 (1.3) , DataTime: 0.185 (0.011) , ForwardTime: 0.744 , TotalTime: 0.940 , Loss/total: 3.18315 , Loss/giou: 0.67092 , Loss/l1: 0.09231 , Loss/location: 1.37976 , mean_IoU: 0.32908 [train: 91, 300 / 1000] FPS: 1.1 (1.3) , DataTime: 0.129 (0.010) , ForwardTime: 0.738 , TotalTime: 0.877 , Loss/total: 3.18420 , Loss/giou: 0.67129 , Loss/l1: 0.09244 , Loss/location: 1.37940 , mean_IoU: 0.32871 [train: 91, 400 / 1000] FPS: 1.2 (1.4) , DataTime: 0.102 (0.010) , ForwardTime: 0.734 , TotalTime: 0.845 , Loss/total: 3.18278 , Loss/giou: 0.67111 , Loss/l1: 0.09230 , Loss/location: 1.37907 , mean_IoU: 0.32889 [train: 91, 500 / 1000] FPS: 1.2 (1.4) , DataTime: 0.085 (0.009) , ForwardTime: 0.729 , TotalTime: 0.823 , Loss/total: 3.18287 , Loss/giou: 0.67125 , Loss/l1: 0.09219 , Loss/location: 1.37939 , mean_IoU: 0.32875 [train: 91, 600 / 1000] FPS: 1.2 (1.4) , DataTime: 0.073 (0.009) , ForwardTime: 0.727 , TotalTime: 0.809 , Loss/total: 3.18133 , Loss/giou: 0.67100 , Loss/l1: 0.09213 , Loss/location: 1.37868 , mean_IoU: 0.32900 [train: 91, 700 / 1000] FPS: 1.3 (1.4) , DataTime: 0.065 (0.009) , ForwardTime: 0.725 , TotalTime: 0.799 , Loss/total: 3.17980 , Loss/giou: 0.67062 , Loss/l1: 0.09206 , Loss/location: 1.37827 , mean_IoU: 0.32938 [train: 91, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.059 (0.009) , ForwardTime: 0.722 , TotalTime: 0.790 , Loss/total: 3.17925 , Loss/giou: 0.67050 , Loss/l1: 0.09203 , Loss/location: 1.37809 , mean_IoU: 0.32950 [train: 91, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.055 (0.009) , ForwardTime: 0.718 , TotalTime: 0.781 , Loss/total: 3.17974 , Loss/giou: 0.67061 , Loss/l1: 0.09207 , Loss/location: 1.37817 , mean_IoU: 0.32939 [train: 91, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.051 (0.009) , ForwardTime: 0.715 , TotalTime: 0.774 , Loss/total: 3.18187 , Loss/giou: 0.67103 , Loss/l1: 0.09221 , Loss/location: 1.37876 , mean_IoU: 0.32897 [val: 91, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.283 (0.010) , ForwardTime: 0.654 , TotalTime: 1.947 , Loss/total: 2.15574 , Loss/giou: 0.34616 , Loss/l1: 0.03570 , Loss/location: 1.28491 , mean_IoU: 0.65384 [train: 92, 100 / 1000] FPS: 0.9 (1.3) , DataTime: 0.382 (0.011) , ForwardTime: 0.770 , TotalTime: 1.163 , Loss/total: 3.17832 , Loss/giou: 0.67018 , Loss/l1: 0.09212 , Loss/location: 1.37735 , mean_IoU: 0.32982 [train: 92, 200 / 1000] FPS: 1.0 (1.4) , DataTime: 0.200 (0.010) , ForwardTime: 0.752 , TotalTime: 0.962 , Loss/total: 3.17726 , Loss/giou: 0.67017 , Loss/l1: 0.09212 , Loss/location: 1.37630 , mean_IoU: 0.32983 [train: 92, 300 / 1000] FPS: 1.1 (1.3) , DataTime: 0.139 (0.010) , ForwardTime: 0.742 , TotalTime: 0.890 , Loss/total: 3.17887 , Loss/giou: 0.67053 , Loss/l1: 0.09220 , Loss/location: 1.37682 , mean_IoU: 0.32947 [train: 92, 400 / 1000] FPS: 1.2 (1.3) , DataTime: 0.109 (0.009) , ForwardTime: 0.738 , TotalTime: 0.856 , Loss/total: 3.18144 , Loss/giou: 0.67096 , Loss/l1: 0.09233 , Loss/location: 1.37790 , mean_IoU: 0.32904 [train: 92, 500 / 1000] FPS: 1.2 (1.3) , DataTime: 0.091 (0.009) , ForwardTime: 0.735 , TotalTime: 0.835 , Loss/total: 3.18321 , Loss/giou: 0.67134 , Loss/l1: 0.09244 , Loss/location: 1.37835 , mean_IoU: 0.32866 [train: 92, 600 / 1000] FPS: 1.2 (1.4) , DataTime: 0.078 (0.009) , ForwardTime: 0.733 , TotalTime: 0.820 , Loss/total: 3.18204 , Loss/giou: 0.67096 , Loss/l1: 0.09235 , Loss/location: 1.37837 , mean_IoU: 0.32904 [train: 92, 700 / 1000] FPS: 1.2 (1.3) , DataTime: 0.070 (0.009) , ForwardTime: 0.731 , TotalTime: 0.810 , Loss/total: 3.18165 , Loss/giou: 0.67083 , Loss/l1: 0.09231 , Loss/location: 1.37844 , mean_IoU: 0.32917 [train: 92, 800 / 1000] FPS: 1.2 (1.4) , DataTime: 0.063 (0.009) , ForwardTime: 0.729 , TotalTime: 0.801 , Loss/total: 3.18130 , Loss/giou: 0.67068 , Loss/l1: 0.09227 , Loss/location: 1.37857 , mean_IoU: 0.32932 [train: 92, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.058 (0.009) , ForwardTime: 0.725 , TotalTime: 0.792 , Loss/total: 3.18216 , Loss/giou: 0.67100 , Loss/l1: 0.09231 , Loss/location: 1.37863 , mean_IoU: 0.32900 [train: 92, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.054 (0.009) , ForwardTime: 0.723 , TotalTime: 0.785 , Loss/total: 3.18293 , Loss/giou: 0.67124 , Loss/l1: 0.09236 , Loss/location: 1.37863 , mean_IoU: 0.32876 [val: 92, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.287 (0.010) , ForwardTime: 0.656 , TotalTime: 1.953 , Loss/total: 2.18141 , Loss/giou: 0.35617 , Loss/l1: 0.03678 , Loss/location: 1.28518 , mean_IoU: 0.64383 [train: 93, 100 / 1000] FPS: 0.9 (1.3) , DataTime: 0.343 (0.015) , ForwardTime: 0.808 , TotalTime: 1.166 , Loss/total: 3.16817 , Loss/giou: 0.66795 , Loss/l1: 0.09160 , Loss/location: 1.37427 , mean_IoU: 0.33205 [train: 93, 200 / 1000] FPS: 1.0 (1.3) , DataTime: 0.181 (0.012) , ForwardTime: 0.764 , TotalTime: 0.957 , Loss/total: 3.17623 , Loss/giou: 0.67040 , Loss/l1: 0.09191 , Loss/location: 1.37590 , mean_IoU: 0.32960 [train: 93, 300 / 1000] FPS: 1.1 (1.4) , DataTime: 0.126 (0.011) , ForwardTime: 0.750 , TotalTime: 0.887 , Loss/total: 3.17603 , Loss/giou: 0.67021 , Loss/l1: 0.09197 , Loss/location: 1.37577 , mean_IoU: 0.32979 [train: 93, 400 / 1000] FPS: 1.2 (1.4) , DataTime: 0.099 (0.010) , ForwardTime: 0.744 , TotalTime: 0.853 , Loss/total: 3.17769 , Loss/giou: 0.67035 , Loss/l1: 0.09201 , Loss/location: 1.37691 , mean_IoU: 0.32965 [train: 93, 500 / 1000] FPS: 1.2 (1.3) , DataTime: 0.083 (0.010) , ForwardTime: 0.739 , TotalTime: 0.832 , Loss/total: 3.17721 , Loss/giou: 0.66999 , Loss/l1: 0.09201 , Loss/location: 1.37718 , mean_IoU: 0.33001 [train: 93, 600 / 1000] FPS: 1.2 (1.4) , DataTime: 0.072 (0.010) , ForwardTime: 0.737 , TotalTime: 0.819 , Loss/total: 3.17785 , Loss/giou: 0.66994 , Loss/l1: 0.09202 , Loss/location: 1.37785 , mean_IoU: 0.33006 [train: 93, 700 / 1000] FPS: 1.2 (1.3) , DataTime: 0.064 (0.010) , ForwardTime: 0.735 , TotalTime: 0.809 , Loss/total: 3.17670 , Loss/giou: 0.66969 , Loss/l1: 0.09196 , Loss/location: 1.37752 , mean_IoU: 0.33031 [train: 93, 800 / 1000] FPS: 1.2 (1.4) , DataTime: 0.059 (0.010) , ForwardTime: 0.732 , TotalTime: 0.800 , Loss/total: 3.17671 , Loss/giou: 0.66982 , Loss/l1: 0.09196 , Loss/location: 1.37726 , mean_IoU: 0.33018 [train: 93, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.054 (0.009) , ForwardTime: 0.729 , TotalTime: 0.792 , Loss/total: 3.17755 , Loss/giou: 0.66993 , Loss/l1: 0.09199 , Loss/location: 1.37773 , mean_IoU: 0.33007 [train: 93, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.050 (0.009) , ForwardTime: 0.726 , TotalTime: 0.785 , Loss/total: 3.17672 , Loss/giou: 0.66978 , Loss/l1: 0.09196 , Loss/location: 1.37734 , mean_IoU: 0.33022 [val: 93, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.292 (0.010) , ForwardTime: 0.655 , TotalTime: 1.957 , Loss/total: 2.14515 , Loss/giou: 0.34285 , Loss/l1: 0.03506 , Loss/location: 1.28412 , mean_IoU: 0.65715 [train: 94, 100 / 1000] FPS: 0.9 (1.4) , DataTime: 0.359 (0.011) , ForwardTime: 0.778 , TotalTime: 1.148 , Loss/total: 3.18763 , Loss/giou: 0.67108 , Loss/l1: 0.09260 , Loss/location: 1.38247 , mean_IoU: 0.32892 [train: 94, 200 / 1000] FPS: 1.0 (0.4) , DataTime: 0.188 (0.010) , ForwardTime: 0.761 , TotalTime: 0.959 , Loss/total: 3.18702 , Loss/giou: 0.67123 , Loss/l1: 0.09253 , Loss/location: 1.38193 , mean_IoU: 0.32877 [train: 94, 300 / 1000] FPS: 1.1 (1.3) , DataTime: 0.132 (0.009) , ForwardTime: 0.749 , TotalTime: 0.890 , Loss/total: 3.18692 , Loss/giou: 0.67150 , Loss/l1: 0.09251 , Loss/location: 1.38138 , mean_IoU: 0.32850 [train: 94, 400 / 1000] FPS: 1.2 (1.4) , DataTime: 0.104 (0.009) , ForwardTime: 0.742 , TotalTime: 0.855 , Loss/total: 3.18508 , Loss/giou: 0.67140 , Loss/l1: 0.09245 , Loss/location: 1.38001 , mean_IoU: 0.32860 [train: 94, 500 / 1000] FPS: 1.2 (1.3) , DataTime: 0.086 (0.009) , ForwardTime: 0.738 , TotalTime: 0.833 , Loss/total: 3.18866 , Loss/giou: 0.67218 , Loss/l1: 0.09261 , Loss/location: 1.38123 , mean_IoU: 0.32782 [train: 94, 600 / 1000] FPS: 1.2 (1.3) , DataTime: 0.075 (0.009) , ForwardTime: 0.735 , TotalTime: 0.819 , Loss/total: 3.18712 , Loss/giou: 0.67192 , Loss/l1: 0.09257 , Loss/location: 1.38040 , mean_IoU: 0.32808 [train: 94, 700 / 1000] FPS: 1.2 (1.3) , DataTime: 0.066 (0.009) , ForwardTime: 0.734 , TotalTime: 0.809 , Loss/total: 3.18592 , Loss/giou: 0.67165 , Loss/l1: 0.09254 , Loss/location: 1.37990 , mean_IoU: 0.32835 [train: 94, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.060 (0.009) , ForwardTime: 0.731 , TotalTime: 0.800 , Loss/total: 3.18529 , Loss/giou: 0.67152 , Loss/l1: 0.09250 , Loss/location: 1.37976 , mean_IoU: 0.32848 [train: 94, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.055 (0.009) , ForwardTime: 0.727 , TotalTime: 0.791 , Loss/total: 3.18237 , Loss/giou: 0.67092 , Loss/l1: 0.09228 , Loss/location: 1.37915 , mean_IoU: 0.32908 [train: 94, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.051 (0.009) , ForwardTime: 0.724 , TotalTime: 0.784 , Loss/total: 3.18317 , Loss/giou: 0.67114 , Loss/l1: 0.09231 , Loss/location: 1.37935 , mean_IoU: 0.32886 [val: 94, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.379 (0.010) , ForwardTime: 0.655 , TotalTime: 2.044 , Loss/total: 2.17020 , Loss/giou: 0.35578 , Loss/l1: 0.03663 , Loss/location: 1.27551 , mean_IoU: 0.64422 [train: 95, 100 / 1000] FPS: 0.9 (1.4) , DataTime: 0.366 (0.018) , ForwardTime: 0.762 , TotalTime: 1.145 , Loss/total: 3.17380 , Loss/giou: 0.66893 , Loss/l1: 0.09177 , Loss/location: 1.37711 , mean_IoU: 0.33107 [train: 95, 200 / 1000] FPS: 1.1 (1.4) , DataTime: 0.192 (0.013) , ForwardTime: 0.736 , TotalTime: 0.941 , Loss/total: 3.17931 , Loss/giou: 0.67006 , Loss/l1: 0.09202 , Loss/location: 1.37909 , mean_IoU: 0.32994 [train: 95, 300 / 1000] FPS: 1.1 (1.3) , DataTime: 0.134 (0.012) , ForwardTime: 0.730 , TotalTime: 0.876 , Loss/total: 3.17781 , Loss/giou: 0.67015 , Loss/l1: 0.09200 , Loss/location: 1.37751 , mean_IoU: 0.32985 [train: 95, 400 / 1000] FPS: 1.2 (1.4) , DataTime: 0.105 (0.011) , ForwardTime: 0.727 , TotalTime: 0.843 , Loss/total: 3.17737 , Loss/giou: 0.67031 , Loss/l1: 0.09193 , Loss/location: 1.37712 , mean_IoU: 0.32969 [train: 95, 500 / 1000] FPS: 1.2 (1.3) , DataTime: 0.087 (0.011) , ForwardTime: 0.725 , TotalTime: 0.823 , Loss/total: 3.17892 , Loss/giou: 0.67025 , Loss/l1: 0.09195 , Loss/location: 1.37867 , mean_IoU: 0.32975 [train: 95, 600 / 1000] FPS: 1.2 (1.4) , DataTime: 0.076 (0.010) , ForwardTime: 0.725 , TotalTime: 0.811 , Loss/total: 3.17841 , Loss/giou: 0.67013 , Loss/l1: 0.09196 , Loss/location: 1.37838 , mean_IoU: 0.32987 [train: 95, 700 / 1000] FPS: 1.2 (1.3) , DataTime: 0.068 (0.010) , ForwardTime: 0.724 , TotalTime: 0.802 , Loss/total: 3.17899 , Loss/giou: 0.67031 , Loss/l1: 0.09201 , Loss/location: 1.37830 , mean_IoU: 0.32969 [train: 95, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.062 (0.010) , ForwardTime: 0.724 , TotalTime: 0.795 , Loss/total: 3.17854 , Loss/giou: 0.67042 , Loss/l1: 0.09200 , Loss/location: 1.37770 , mean_IoU: 0.32959 [train: 95, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.057 (0.010) , ForwardTime: 0.720 , TotalTime: 0.787 , Loss/total: 3.17839 , Loss/giou: 0.67032 , Loss/l1: 0.09202 , Loss/location: 1.37765 , mean_IoU: 0.32968 [train: 95, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.053 (0.010) , ForwardTime: 0.718 , TotalTime: 0.781 , Loss/total: 3.17837 , Loss/giou: 0.67034 , Loss/l1: 0.09204 , Loss/location: 1.37750 , mean_IoU: 0.32966 [val: 95, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.286 (0.010) , ForwardTime: 0.654 , TotalTime: 1.950 , Loss/total: 2.21343 , Loss/giou: 0.36731 , Loss/l1: 0.03884 , Loss/location: 1.28462 , mean_IoU: 0.63269 [train: 96, 100 / 1000] FPS: 0.9 (1.3) , DataTime: 0.311 (0.014) , ForwardTime: 0.817 , TotalTime: 1.142 , Loss/total: 3.18313 , Loss/giou: 0.67102 , Loss/l1: 0.09244 , Loss/location: 1.37890 , mean_IoU: 0.32898 [train: 96, 200 / 1000] FPS: 1.1 (1.3) , DataTime: 0.165 (0.011) , ForwardTime: 0.769 , TotalTime: 0.946 , Loss/total: 3.18489 , Loss/giou: 0.67119 , Loss/l1: 0.09264 , Loss/location: 1.37932 , mean_IoU: 0.32881 [train: 96, 300 / 1000] FPS: 1.1 (1.4) , DataTime: 0.116 (0.010) , ForwardTime: 0.752 , TotalTime: 0.878 , Loss/total: 3.18230 , Loss/giou: 0.67152 , Loss/l1: 0.09255 , Loss/location: 1.37648 , mean_IoU: 0.32848 [train: 96, 400 / 1000] FPS: 1.2 (1.3) , DataTime: 0.091 (0.010) , ForwardTime: 0.745 , TotalTime: 0.846 , Loss/total: 3.18343 , Loss/giou: 0.67185 , Loss/l1: 0.09255 , Loss/location: 1.37697 , mean_IoU: 0.32815 [train: 96, 500 / 1000] FPS: 1.2 (1.4) , DataTime: 0.077 (0.010) , ForwardTime: 0.741 , TotalTime: 0.827 , Loss/total: 3.18481 , Loss/giou: 0.67206 , Loss/l1: 0.09261 , Loss/location: 1.37762 , mean_IoU: 0.32794 [train: 96, 600 / 1000] FPS: 1.2 (1.3) , DataTime: 0.067 (0.010) , ForwardTime: 0.737 , TotalTime: 0.813 , Loss/total: 3.18365 , Loss/giou: 0.67163 , Loss/l1: 0.09252 , Loss/location: 1.37779 , mean_IoU: 0.32837 [train: 96, 700 / 1000] FPS: 1.2 (1.3) , DataTime: 0.060 (0.009) , ForwardTime: 0.735 , TotalTime: 0.804 , Loss/total: 3.18453 , Loss/giou: 0.67171 , Loss/l1: 0.09255 , Loss/location: 1.37838 , mean_IoU: 0.32829 [train: 96, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.054 (0.009) , ForwardTime: 0.731 , TotalTime: 0.795 , Loss/total: 3.18425 , Loss/giou: 0.67164 , Loss/l1: 0.09250 , Loss/location: 1.37848 , mean_IoU: 0.32836 [train: 96, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.050 (0.009) , ForwardTime: 0.728 , TotalTime: 0.787 , Loss/total: 3.18389 , Loss/giou: 0.67163 , Loss/l1: 0.09253 , Loss/location: 1.37800 , mean_IoU: 0.32837 [train: 96, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.047 (0.009) , ForwardTime: 0.725 , TotalTime: 0.780 , Loss/total: 3.18462 , Loss/giou: 0.67179 , Loss/l1: 0.09255 , Loss/location: 1.37828 , mean_IoU: 0.32821 [val: 96, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.357 (0.011) , ForwardTime: 0.655 , TotalTime: 2.022 , Loss/total: 2.20531 , Loss/giou: 0.35502 , Loss/l1: 0.03705 , Loss/location: 1.31001 , mean_IoU: 0.64498 [train: 97, 100 / 1000] FPS: 0.9 (1.3) , DataTime: 0.332 (0.012) , ForwardTime: 0.793 , TotalTime: 1.137 , Loss/total: 3.18915 , Loss/giou: 0.67137 , Loss/l1: 0.09256 , Loss/location: 1.38360 , mean_IoU: 0.32863 [train: 97, 200 / 1000] FPS: 1.1 (1.4) , DataTime: 0.175 (0.010) , ForwardTime: 0.760 , TotalTime: 0.946 , Loss/total: 3.18205 , Loss/giou: 0.67051 , Loss/l1: 0.09208 , Loss/location: 1.38062 , mean_IoU: 0.32949 [train: 97, 300 / 1000] FPS: 1.1 (1.3) , DataTime: 0.123 (0.010) , ForwardTime: 0.746 , TotalTime: 0.879 , Loss/total: 3.18338 , Loss/giou: 0.67133 , Loss/l1: 0.09221 , Loss/location: 1.37964 , mean_IoU: 0.32867 [train: 97, 400 / 1000] FPS: 1.2 (1.4) , DataTime: 0.096 (0.009) , ForwardTime: 0.740 , TotalTime: 0.845 , Loss/total: 3.18321 , Loss/giou: 0.67149 , Loss/l1: 0.09232 , Loss/location: 1.37861 , mean_IoU: 0.32851 [train: 97, 500 / 1000] FPS: 1.2 (1.3) , DataTime: 0.081 (0.009) , ForwardTime: 0.736 , TotalTime: 0.825 , Loss/total: 3.18205 , Loss/giou: 0.67097 , Loss/l1: 0.09227 , Loss/location: 1.37877 , mean_IoU: 0.32903 [train: 97, 600 / 1000] FPS: 1.2 (1.3) , DataTime: 0.070 (0.009) , ForwardTime: 0.734 , TotalTime: 0.813 , Loss/total: 3.18308 , Loss/giou: 0.67108 , Loss/l1: 0.09232 , Loss/location: 1.37930 , mean_IoU: 0.32892 [train: 97, 700 / 1000] FPS: 1.2 (1.4) , DataTime: 0.063 (0.009) , ForwardTime: 0.732 , TotalTime: 0.804 , Loss/total: 3.18290 , Loss/giou: 0.67105 , Loss/l1: 0.09230 , Loss/location: 1.37932 , mean_IoU: 0.32895 [train: 97, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.057 (0.009) , ForwardTime: 0.730 , TotalTime: 0.796 , Loss/total: 3.18360 , Loss/giou: 0.67120 , Loss/l1: 0.09234 , Loss/location: 1.37950 , mean_IoU: 0.32880 [train: 97, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.052 (0.009) , ForwardTime: 0.726 , TotalTime: 0.788 , Loss/total: 3.18403 , Loss/giou: 0.67126 , Loss/l1: 0.09240 , Loss/location: 1.37952 , mean_IoU: 0.32874 [train: 97, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.049 (0.009) , ForwardTime: 0.724 , TotalTime: 0.781 , Loss/total: 3.18339 , Loss/giou: 0.67112 , Loss/l1: 0.09236 , Loss/location: 1.37936 , mean_IoU: 0.32888 [val: 97, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.248 (0.010) , ForwardTime: 0.654 , TotalTime: 1.912 , Loss/total: 2.15445 , Loss/giou: 0.35223 , Loss/l1: 0.03687 , Loss/location: 1.26565 , mean_IoU: 0.64777 [train: 98, 100 / 1000] FPS: 0.9 (1.3) , DataTime: 0.344 (0.014) , ForwardTime: 0.814 , TotalTime: 1.172 , Loss/total: 3.18018 , Loss/giou: 0.66903 , Loss/l1: 0.09205 , Loss/location: 1.38186 , mean_IoU: 0.33098 [train: 98, 200 / 1000] FPS: 1.0 (1.4) , DataTime: 0.181 (0.011) , ForwardTime: 0.767 , TotalTime: 0.959 , Loss/total: 3.18062 , Loss/giou: 0.67017 , Loss/l1: 0.09209 , Loss/location: 1.37984 , mean_IoU: 0.32983 [train: 98, 300 / 1000] FPS: 1.1 (1.3) , DataTime: 0.127 (0.010) , ForwardTime: 0.751 , TotalTime: 0.889 , Loss/total: 3.18211 , Loss/giou: 0.67080 , Loss/l1: 0.09219 , Loss/location: 1.37956 , mean_IoU: 0.32920 [train: 98, 400 / 1000] FPS: 1.2 (1.3) , DataTime: 0.100 (0.010) , ForwardTime: 0.744 , TotalTime: 0.854 , Loss/total: 3.18396 , Loss/giou: 0.67091 , Loss/l1: 0.09223 , Loss/location: 1.38099 , mean_IoU: 0.32909 [train: 98, 500 / 1000] FPS: 1.2 (1.4) , DataTime: 0.083 (0.010) , ForwardTime: 0.740 , TotalTime: 0.832 , Loss/total: 3.18312 , Loss/giou: 0.67083 , Loss/l1: 0.09222 , Loss/location: 1.38038 , mean_IoU: 0.32917 [train: 98, 600 / 1000] FPS: 1.2 (1.3) , DataTime: 0.072 (0.010) , ForwardTime: 0.737 , TotalTime: 0.818 , Loss/total: 3.18161 , Loss/giou: 0.67051 , Loss/l1: 0.09212 , Loss/location: 1.37998 , mean_IoU: 0.32949 [train: 98, 700 / 1000] FPS: 1.2 (1.3) , DataTime: 0.064 (0.010) , ForwardTime: 0.735 , TotalTime: 0.809 , Loss/total: 3.18259 , Loss/giou: 0.67073 , Loss/l1: 0.09218 , Loss/location: 1.38022 , mean_IoU: 0.32927 [train: 98, 800 / 1000] FPS: 1.2 (1.4) , DataTime: 0.058 (0.009) , ForwardTime: 0.733 , TotalTime: 0.800 , Loss/total: 3.18104 , Loss/giou: 0.67051 , Loss/l1: 0.09211 , Loss/location: 1.37945 , mean_IoU: 0.32949 [train: 98, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.054 (0.009) , ForwardTime: 0.728 , TotalTime: 0.792 , Loss/total: 3.18131 , Loss/giou: 0.67057 , Loss/l1: 0.09215 , Loss/location: 1.37942 , mean_IoU: 0.32943 [train: 98, 1000 / 1000] FPS: 1.3 (1.3) , DataTime: 0.050 (0.009) , ForwardTime: 0.728 , TotalTime: 0.787 , Loss/total: 3.18134 , Loss/giou: 0.67059 , Loss/l1: 0.09213 , Loss/location: 1.37950 , mean_IoU: 0.32941 [val: 98, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.369 (0.010) , ForwardTime: 0.653 , TotalTime: 2.032 , Loss/total: 2.19567 , Loss/giou: 0.36009 , Loss/l1: 0.03757 , Loss/location: 1.28765 , mean_IoU: 0.63991 [train: 99, 100 / 1000] FPS: 0.9 (1.3) , DataTime: 0.324 (0.012) , ForwardTime: 0.814 , TotalTime: 1.151 , Loss/total: 3.16849 , Loss/giou: 0.66833 , Loss/l1: 0.09152 , Loss/location: 1.37423 , mean_IoU: 0.33167 [train: 99, 200 / 1000] FPS: 1.1 (1.4) , DataTime: 0.171 (0.010) , ForwardTime: 0.768 , TotalTime: 0.949 , Loss/total: 3.16906 , Loss/giou: 0.66793 , Loss/l1: 0.09155 , Loss/location: 1.37542 , mean_IoU: 0.33207 [train: 99, 300 / 1000] FPS: 1.1 (1.3) , DataTime: 0.120 (0.010) , ForwardTime: 0.751 , TotalTime: 0.881 , Loss/total: 3.17342 , Loss/giou: 0.66897 , Loss/l1: 0.09174 , Loss/location: 1.37680 , mean_IoU: 0.33103 [train: 99, 400 / 1000] FPS: 1.2 (1.3) , DataTime: 0.095 (0.010) , ForwardTime: 0.746 , TotalTime: 0.850 , Loss/total: 3.17416 , Loss/giou: 0.66930 , Loss/l1: 0.09182 , Loss/location: 1.37645 , mean_IoU: 0.33070 [train: 99, 500 / 1000] FPS: 1.2 (1.3) , DataTime: 0.079 (0.009) , ForwardTime: 0.741 , TotalTime: 0.830 , Loss/total: 3.17464 , Loss/giou: 0.66909 , Loss/l1: 0.09180 , Loss/location: 1.37745 , mean_IoU: 0.33091 [train: 99, 600 / 1000] FPS: 1.2 (1.3) , DataTime: 0.069 (0.009) , ForwardTime: 0.737 , TotalTime: 0.816 , Loss/total: 3.17416 , Loss/giou: 0.66889 , Loss/l1: 0.09176 , Loss/location: 1.37760 , mean_IoU: 0.33111 [train: 99, 700 / 1000] FPS: 1.2 (1.3) , DataTime: 0.062 (0.009) , ForwardTime: 0.735 , TotalTime: 0.806 , Loss/total: 3.17565 , Loss/giou: 0.66941 , Loss/l1: 0.09187 , Loss/location: 1.37748 , mean_IoU: 0.33059 [train: 99, 800 / 1000] FPS: 1.3 (1.4) , DataTime: 0.056 (0.009) , ForwardTime: 0.733 , TotalTime: 0.798 , Loss/total: 3.17466 , Loss/giou: 0.66912 , Loss/l1: 0.09184 , Loss/location: 1.37724 , mean_IoU: 0.33088 [train: 99, 900 / 1000] FPS: 1.3 (1.4) , DataTime: 0.052 (0.009) , ForwardTime: 0.729 , TotalTime: 0.789 , Loss/total: 3.17273 , Loss/giou: 0.66875 , Loss/l1: 0.09174 , Loss/location: 1.37651 , mean_IoU: 0.33125 [train: 99, 1000 / 1000] FPS: 1.3 (1.4) , DataTime: 0.049 (0.009) , ForwardTime: 0.725 , TotalTime: 0.783 , Loss/total: 3.17344 , Loss/giou: 0.66892 , Loss/l1: 0.09179 , Loss/location: 1.37667 , mean_IoU: 0.33109 [val: 99, 15 / 15] FPS: 0.5 (1.5) , DataTime: 1.356 (0.010) , ForwardTime: 0.654 , TotalTime: 2.019 , Loss/total: 2.19180 , Loss/giou: 0.35524 , Loss/l1: 0.03732 , Loss/location: 1.29471 , mean_IoU: 0.64476
and analyse result of checkpoint 99 is:
vot18 | AUC | OP50 | OP75 | Precision | Norm Precision | mobilnetv2 | 6.20 | 1.06 | 0.54 | 3.12 | 2.67 |
But its contain weird values ! Can you give me some advises?
I tried to train LightFC with my data's include 8 dataset, lightfc-mobilnetv2.log :
and analyse result of checkpoint 99 is:
vot18 | AUC | OP50 | OP75 | Precision | Norm Precision | mobilnetv2 | 6.20 | 1.06 | 0.54 | 3.12 | 2.67 |
But its contain weird values ! Can you give me some advises?