| CDSM-Net per-epoch training history | |
| epoch train_loss val_loss avg_f1 det_accuracy det_precision det_recall det_f1 p_accuracy p_precision p_recall p_f1 p_mae_s s_accuracy s_precision s_recall s_f1 s_mae_s | |
| 1 0.3345 0.1946 0.1628 0.9381 0.9359 0.9997 0.9667 0.9340 0.9671 0.0503 0.0956 0.0165 0.9546 0.9820 0.1302 0.2299 0.0380 | |
| 2 0.1395 0.0392 0.9671 0.9751 0.9731 1.0000 0.9864 0.9930 0.9872 0.9626 0.9747 0.0117 0.9782 0.9615 0.9574 0.9594 0.0660 | |
| 3 0.0955 0.0340 0.9731 0.9783 0.9765 1.0000 0.9881 0.9959 0.9891 0.9827 0.9859 0.0111 0.9779 0.9672 0.9533 0.9602 0.0637 | |
| 4 0.0897 0.0328 0.9742 0.9840 0.9826 1.0000 0.9912 0.9961 0.9896 0.9811 0.9853 0.0101 0.9870 0.9663 0.9597 0.9630 0.0638 | |
| 5 0.0876 0.0323 0.9738 0.9834 0.9819 1.0000 0.9909 0.9962 0.9877 0.9835 0.9856 0.0104 0.9855 0.9656 0.9584 0.9620 0.0628 | |
| 6 0.0867 0.0325 0.9741 0.9932 0.9925 1.0000 0.9962 0.9938 0.9882 0.9796 0.9839 0.0091 0.9916 0.9669 0.9619 0.9644 0.0636 | |
| 7 0.0871 0.0311 0.9759 0.9923 0.9915 1.0000 0.9957 0.9973 0.9902 0.9846 0.9874 0.0087 0.9864 0.9707 0.9584 0.9645 0.0626 | |
| 8 0.0858 0.0320 0.9716 0.9903 0.9894 1.0000 0.9947 0.9954 0.9884 0.9754 0.9819 0.0095 0.9821 0.9678 0.9550 0.9613 0.0634 | |
| 9 0.0839 0.0302 0.9759 0.9941 0.9935 1.0000 0.9967 0.9975 0.9902 0.9830 0.9866 0.0082 0.9876 0.9705 0.9600 0.9652 0.0620 | |
| 10 0.0829 0.0305 0.9774 0.9942 0.9935 1.0000 0.9968 0.9979 0.9919 0.9857 0.9888 0.0085 0.9871 0.9715 0.9604 0.9659 0.0625 | |
| 11 0.0822 0.0301 0.9763 0.9961 0.9957 1.0000 0.9978 0.9984 0.9915 0.9844 0.9879 0.0081 0.9904 0.9690 0.9606 0.9647 0.0619 | |
| 12 0.0818 0.0302 0.9777 0.9948 0.9942 1.0000 0.9971 0.9974 0.9919 0.9866 0.9893 0.0086 0.9903 0.9704 0.9617 0.9660 0.0622 | |
| 13 0.0815 0.0297 0.9780 0.9978 0.9976 1.0000 0.9988 0.9980 0.9923 0.9874 0.9898 0.0089 0.9876 0.9722 0.9601 0.9661 0.0615 | |
| 14 0.0831 0.0303 0.9766 0.9946 0.9940 1.0000 0.9970 0.9979 0.9914 0.9846 0.9880 0.0095 0.9906 0.9687 0.9617 0.9652 0.0625 | |
| 15 0.0830 0.0296 0.9763 0.9981 0.9980 1.0000 0.9990 0.9971 0.9919 0.9842 0.9880 0.0077 0.9838 0.9730 0.9562 0.9645 0.0607 | |
| 16 0.0809 0.0295 0.9770 0.9973 0.9970 1.0000 0.9985 0.9983 0.9913 0.9847 0.9880 0.0073 0.9865 0.9728 0.9593 0.9660 0.0616 | |
| 17 0.0808 0.0300 0.9779 0.9944 0.9938 1.0000 0.9969 0.9988 0.9918 0.9871 0.9895 0.0089 0.9873 0.9725 0.9604 0.9664 0.0613 | |
| 18 0.0815 0.0295 0.9774 0.9926 0.9918 1.0000 0.9959 0.9978 0.9920 0.9858 0.9889 0.0083 0.9881 0.9714 0.9604 0.9659 0.0608 | |
| 19 0.0809 0.0299 0.9778 0.9932 0.9925 1.0000 0.9962 0.9967 0.9923 0.9869 0.9896 0.0094 0.9885 0.9713 0.9608 0.9660 0.0612 | |
| 20 0.0809 0.0295 0.9777 0.9971 0.9967 1.0000 0.9984 0.9982 0.9922 0.9870 0.9896 0.0088 0.9881 0.9719 0.9601 0.9659 0.0608 | |
| 21 0.0810 0.0296 0.9783 0.9972 0.9970 1.0000 0.9985 0.9990 0.9921 0.9879 0.9900 0.0081 0.9905 0.9712 0.9619 0.9665 0.0610 | |
| 22 0.0799 0.0295 0.9785 0.9971 0.9968 1.0000 0.9984 0.9983 0.9926 0.9875 0.9901 0.0078 0.9932 0.9699 0.9640 0.9669 0.0614 | |
| 23 0.0805 0.0292 0.9776 0.9985 0.9984 1.0000 0.9992 0.9985 0.9921 0.9852 0.9886 0.0096 0.9909 0.9712 0.9620 0.9666 0.0612 | |
| 24 0.0799 0.0292 0.9775 0.9968 0.9965 1.0000 0.9982 0.9983 0.9925 0.9869 0.9897 0.0077 0.9865 0.9719 0.9587 0.9653 0.0605 | |
| 25 0.0798 0.0293 0.9761 0.9968 0.9965 1.0000 0.9982 0.9985 0.9918 0.9838 0.9878 0.0075 0.9842 0.9727 0.9564 0.9645 0.0608 | |
| 26 0.0804 0.0296 0.9779 0.9971 0.9968 0.9999 0.9984 0.9985 0.9922 0.9872 0.9897 0.0080 0.9925 0.9697 0.9628 0.9662 0.0614 | |
| 27 0.0805 0.0294 0.9779 0.9958 0.9954 1.0000 0.9977 0.9986 0.9917 0.9872 0.9895 0.0082 0.9890 0.9712 0.9613 0.9663 0.0607 | |
| 28 0.0792 0.0296 0.9772 0.9955 0.9950 1.0000 0.9975 0.9977 0.9920 0.9837 0.9879 0.0074 0.9902 0.9707 0.9623 0.9665 0.0614 | |
| 29 0.0794 0.0292 0.9786 0.9969 0.9966 1.0000 0.9983 0.9989 0.9920 0.9879 0.9899 0.0074 0.9908 0.9717 0.9630 0.9673 0.0604 | |
| 30 0.0793 0.0291 0.9784 0.9976 0.9973 1.0000 0.9986 0.9988 0.9926 0.9876 0.9901 0.0089 0.9847 0.9744 0.9592 0.9667 0.0604 | |
| 31 0.0790 0.0290 0.9785 0.9978 0.9976 1.0000 0.9988 0.9991 0.9930 0.9884 0.9907 0.0078 0.9870 0.9731 0.9597 0.9663 0.0605 | |
| 32 0.0798 0.0290 0.9787 0.9971 0.9969 1.0000 0.9984 0.9988 0.9927 0.9878 0.9903 0.0079 0.9916 0.9711 0.9632 0.9672 0.0607 | |
| 33 0.0778 0.0291 0.9786 0.9949 0.9944 1.0000 0.9972 0.9983 0.9926 0.9881 0.9904 0.0083 0.9912 0.9710 0.9629 0.9669 0.0605 | |
| 34 0.0777 0.0290 0.9785 0.9981 0.9979 1.0000 0.9989 0.9990 0.9924 0.9871 0.9898 0.0079 0.9894 0.9724 0.9620 0.9672 0.0602 | |
| 35 0.0776 0.0290 0.9787 0.9956 0.9951 1.0000 0.9976 0.9988 0.9928 0.9887 0.9907 0.0071 0.9891 0.9717 0.9617 0.9667 0.0604 | |
| 36 0.0787 0.0290 0.9788 0.9974 0.9971 1.0000 0.9986 0.9992 0.9921 0.9881 0.9901 0.0074 0.9891 0.9728 0.9623 0.9675 0.0600 | |
| 37 0.0776 0.0289 0.9783 0.9963 0.9959 1.0000 0.9979 0.9984 0.9927 0.9866 0.9897 0.0079 0.9895 0.9723 0.9619 0.9670 0.0602 | |
| 38 0.0777 0.0286 0.9787 0.9982 0.9981 1.0000 0.9990 0.9988 0.9925 0.9885 0.9905 0.0075 0.9867 0.9735 0.9602 0.9668 0.0597 | |
| 39 0.0773 0.0286 0.9785 0.9979 0.9977 1.0000 0.9989 0.9993 0.9925 0.9883 0.9904 0.0072 0.9859 0.9737 0.9594 0.9665 0.0595 | |
| 40 0.0775 0.0287 0.9785 0.9980 0.9978 1.0000 0.9989 0.9985 0.9930 0.9887 0.9908 0.0083 0.9868 0.9728 0.9595 0.9661 0.0597 | |
| 41 0.0772 0.0286 0.9793 0.9974 0.9972 1.0000 0.9986 0.9987 0.9933 0.9889 0.9911 0.0077 0.9902 0.9722 0.9628 0.9675 0.0599 | |
| 42 0.0769 0.0286 0.9785 0.9972 0.9969 1.0000 0.9984 0.9988 0.9927 0.9882 0.9905 0.0076 0.9866 0.9733 0.9597 0.9664 0.0595 | |
| 43 0.0769 0.0286 0.9788 0.9973 0.9970 1.0000 0.9985 0.9987 0.9927 0.9881 0.9904 0.0071 0.9899 0.9722 0.9622 0.9672 0.0596 | |
| 44 0.0776 0.0287 0.9787 0.9975 0.9973 1.0000 0.9986 0.9989 0.9926 0.9880 0.9903 0.0080 0.9878 0.9731 0.9610 0.9670 0.0598 | |
| 45 0.0761 0.0286 0.9789 0.9971 0.9968 1.0000 0.9984 0.9984 0.9929 0.9882 0.9906 0.0079 0.9898 0.9722 0.9624 0.9672 0.0595 | |
| 46 0.0776 0.0286 0.9794 0.9976 0.9974 1.0000 0.9987 0.9991 0.9928 0.9891 0.9909 0.0076 0.9915 0.9721 0.9638 0.9679 0.0599 | |
| 47 0.0766 0.0285 0.9791 0.9976 0.9974 1.0000 0.9987 0.9990 0.9932 0.9883 0.9907 0.0077 0.9889 0.9732 0.9620 0.9676 0.0597 | |
| 48 0.0771 0.0285 0.9792 0.9974 0.9971 1.0000 0.9986 0.9989 0.9928 0.9891 0.9909 0.0078 0.9881 0.9735 0.9615 0.9675 0.0593 | |
| 49 0.0760 0.0284 0.9792 0.9980 0.9978 1.0000 0.9989 0.9990 0.9931 0.9888 0.9910 0.0077 0.9883 0.9733 0.9615 0.9674 0.0593 | |
| 50 0.0760 0.0284 0.9793 0.9977 0.9975 1.0000 0.9987 0.9989 0.9931 0.9897 0.9914 0.0076 0.9880 0.9732 0.9612 0.9672 0.0593 | |
| 51 0.0765 0.0285 0.9793 0.9977 0.9974 1.0000 0.9987 0.9989 0.9930 0.9890 0.9910 0.0075 0.9897 0.9728 0.9627 0.9677 0.0595 | |
| 52 0.0767 0.0285 0.9794 0.9973 0.9970 1.0000 0.9985 0.9989 0.9932 0.9896 0.9914 0.0076 0.9898 0.9724 0.9624 0.9674 0.0594 | |
| 53 0.0762 0.0284 0.9795 0.9977 0.9974 1.0000 0.9987 0.9989 0.9934 0.9892 0.9913 0.0075 0.9881 0.9736 0.9618 0.9677 0.0593 | |
| 54 0.0771 0.0284 0.9793 0.9977 0.9974 1.0000 0.9987 0.9990 0.9933 0.9897 0.9915 0.0074 0.9875 0.9735 0.9609 0.9671 0.0593 | |
| 55 0.0763 0.0284 0.9794 0.9978 0.9976 1.0000 0.9988 0.9989 0.9933 0.9892 0.9912 0.0077 0.9895 0.9729 0.9624 0.9677 0.0594 | |
| 56 0.0766 0.0284 0.9794 0.9974 0.9972 1.0000 0.9986 0.9988 0.9933 0.9895 0.9914 0.0076 0.9885 0.9732 0.9618 0.9675 0.0593 | |
| 57 0.0764 0.0284 0.9793 0.9975 0.9972 1.0000 0.9986 0.9988 0.9932 0.9893 0.9913 0.0074 0.9885 0.9732 0.9617 0.9674 0.0593 | |
| 58 0.0757 0.0284 0.9793 0.9978 0.9975 1.0000 0.9988 0.9989 0.9933 0.9893 0.9913 0.0075 0.9891 0.9728 0.9619 0.9673 0.0593 | |
| 59 0.0770 0.0284 0.9794 0.9976 0.9973 1.0000 0.9986 0.9990 0.9934 0.9896 0.9915 0.0075 0.9880 0.9734 0.9614 0.9674 0.0593 | |
| 60 0.0767 0.0284 0.9793 0.9976 0.9974 1.0000 0.9987 0.9988 0.9933 0.9893 0.9913 0.0076 0.9886 0.9731 0.9617 0.9673 0.0592 | |