From 8a504172560fcd9aa1a8b43866605c3b4c7930c9 Mon Sep 17 00:00:00 2001 From: lartpang Date: Mon, 22 Mar 2021 11:09:54 +0800 Subject: [PATCH] update the result table --- readme.md | 566 +++++++++++++++++++-------------------- utils/print_formatter.py | 24 +- 2 files changed, 297 insertions(+), 293 deletions(-) diff --git a/readme.md b/readme.md index 3f9d158..ff7a825 100644 --- a/readme.md +++ b/readme.md @@ -88,289 +88,289 @@ pysodmetrics ## RGBD SOD评估结果 -### Dataset: LFSD - -| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | -|------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| -| HDFNet_VGG | 0.085 | 0.847 | 0.883 | 0.831 | 0.87 | 0.819 | 0.881 | 0.838 | 0.792 | -| HDFNet_VGG | 0.083 | 0.844 | 0.886 | 0.833 | 0.87 | 0.82 | 0.879 | 0.836 | 0.793 | -| HDFNet_Res | 0.076 | 0.854 | 0.891 | 0.843 | 0.883 | 0.835 | 0.896 | 0.862 | 0.806 | -| JLDCF | 0.07 | 0.861 | 0.902 | 0.854 | 0.894 | 0.848 | 0.902 | 0.867 | 0.822 | -| CoNet | 0.071 | 0.862 | 0.901 | 0.848 | 0.895 | 0.844 | 0.907 | 0.859 | 0.814 | -| BBSNet | 0.072 | 0.864 | 0.901 | 0.858 | 0.883 | 0.843 | 0.901 | 0.858 | 0.814 | -| CMWNet | 0.066 | 0.876 | 0.908 | 0.87 | 0.9 | 0.862 | 0.912 | 0.883 | 0.834 | -| FRDT | 0.074 | 0.857 | 0.899 | 0.854 | 0.888 | 0.847 | 0.903 | 0.859 | 0.814 | -| S2MA | 0.094 | 0.837 | 0.876 | 0.82 | 0.855 | 0.806 | 0.873 | 0.835 | 0.772 | -| UCNet | 0.066 | 0.864 | 0.906 | 0.859 | 0.901 | 0.855 | 0.905 | 0.864 | 0.832 | -| CasGNN | 0.073 | 0.846 | 0.877 | 0.831 | 0.88 | 0.839 | 0.888 | 0.847 | 0.81 | -| DANet_VGG1 | 0.082 | 0.845 | 0.878 | 0.826 | 0.872 | 0.826 | 0.886 | 0.846 | 0.789 | -| DANet_VGG1 | 0.079 | 0.849 | 0.881 | 0.831 | 0.871 | 0.827 | 0.881 | 0.844 | 0.795 | -| PGAR | 0.074 | 0.853 | 0.894 | 0.852 | 0.872 | 0.831 | 0.89 | 0.844 | 0.8 | -| DisenFuse | 0.119 | 0.789 | 0.84 | 0.768 | 0.823 | 0.75 | 0.842 | 0.771 | 0.705 | -| DPANet | 0.072 | 0.864 | 0.899 | 0.859 | 0.882 | 0.842 | 0.891 | 0.86 | 0.814 | -| ICNet | 0.071 | 0.868 | 0.9 | 0.861 | 0.892 | 0.852 | 0.903 | 0.871 | 0.822 | -| D3Net | 0.095 | 0.825 | 0.863 | 0.805 | 0.848 | 0.796 | 0.862 | 0.81 | 0.76 | -| RD3D | 0.073 | 0.858 | 0.898 | 0.855 | 0.884 | 0.843 | 0.891 | 0.854 | 0.816 | -| AFNet | 0.133 | 0.738 | 0.81 | 0.742 | 0.796 | 0.736 | 0.815 | 0.744 | 0.671 | -| CDCP | 0.199 | 0.659 | 0.738 | 0.635 | 0.698 | 0.605 | 0.731 | 0.63 | 0.516 | -| CPFP | 0.088 | 0.828 | 0.867 | 0.813 | 0.863 | 0.811 | 0.872 | 0.826 | 0.775 | -| CTMF | 0.12 | 0.796 | 0.851 | 0.781 | 0.808 | 0.754 | 0.864 | 0.792 | 0.696 | -| DCMC | 0.155 | 0.755 | 0.842 | 0.817 | 0.678 | 0.651 | 0.858 | 0.82 | 0.598 | -| DES | 0.415 | 0.441 | 0.49 | 0.224 | 0.446 | 0.306 | 0.574 | 0.358 | 0.273 | -| DF | 0.142 | 0.788 | 0.841 | 0.811 | 0.713 | 0.668 | 0.874 | 0.822 | 0.641 | -| DMRA | 0.076 | 0.847 | 0.899 | 0.849 | 0.893 | 0.845 | 0.9 | 0.856 | 0.811 | -| MB | 0.218 | 0.539 | 0.634 | 0.545 | 0.579 | 0.476 | 0.706 | 0.592 | 0.392 | -| MMCI | 0.132 | 0.787 | 0.84 | 0.779 | 0.775 | 0.722 | 0.838 | 0.771 | 0.663 | -| NLPR | 0.21 | 0.56 | 0.743 | 0.709 | 0.492 | 0.394 | 0.784 | 0.712 | 0.375 | -| PCANet | 0.112 | 0.8 | 0.856 | 0.794 | 0.82 | 0.763 | 0.842 | 0.786 | 0.716 | -| PDNet | 0.109 | 0.845 | 0.872 | 0.824 | 0.821 | 0.777 | 0.875 | 0.836 | 0.734 | -| TANet | 0.111 | 0.801 | 0.851 | 0.794 | 0.821 | 0.771 | 0.847 | 0.796 | 0.719 | - -### Dataset: NJUD - -| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | -|------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| -| HDFNet_VGG | 0.037 | 0.911 | 0.934 | 0.894 | 0.938 | 0.898 | 0.945 | 0.913 | 0.881 | -| HDFNet_VGG | 0.038 | 0.911 | 0.932 | 0.887 | 0.937 | 0.893 | 0.947 | 0.913 | 0.877 | -| HDFNet_Res | 0.038 | 0.908 | 0.932 | 0.889 | 0.936 | 0.892 | 0.944 | 0.911 | 0.877 | -| JLDCF | 0.041 | 0.902 | 0.935 | 0.885 | 0.935 | 0.885 | 0.944 | 0.904 | 0.869 | -| CoNet | 0.046 | 0.896 | 0.924 | 0.872 | 0.924 | 0.874 | 0.937 | 0.893 | 0.848 | -| BBSNet | 0.035 | 0.921 | 0.942 | 0.902 | 0.938 | 0.902 | 0.949 | 0.92 | 0.884 | -| CMWNet | 0.046 | 0.903 | 0.923 | 0.88 | 0.923 | 0.881 | 0.936 | 0.902 | 0.857 | -| FRDT | 0.048 | 0.898 | 0.919 | 0.877 | 0.921 | 0.882 | 0.933 | 0.899 | 0.855 | -| S2MA | 0.053 | 0.894 | 0.916 | 0.865 | 0.914 | 0.865 | 0.93 | 0.889 | 0.842 | -| UCNet | 0.043 | 0.897 | 0.934 | 0.889 | 0.93 | 0.885 | 0.936 | 0.895 | 0.868 | -| DANet_VGG1 | 0.046 | 0.897 | 0.926 | 0.877 | 0.921 | 0.874 | 0.936 | 0.893 | 0.853 | -| DANet_VGG1 | 0.045 | 0.899 | 0.922 | 0.871 | 0.922 | 0.879 | 0.935 | 0.898 | 0.857 | -| PGAR | 0.042 | 0.909 | 0.935 | 0.893 | 0.929 | 0.892 | 0.94 | 0.907 | 0.872 | -| DisenFuse | 0.052 | 0.889 | 0.914 | 0.859 | 0.913 | 0.86 | 0.928 | 0.886 | 0.831 | -| DPANet | 0.035 | 0.92 | 0.933 | 0.886 | 0.937 | 0.898 | 0.949 | 0.918 | 0.882 | -| ICNet | 0.052 | 0.894 | 0.913 | 0.868 | 0.914 | 0.869 | 0.926 | 0.891 | 0.843 | -| D3Net | 0.046 | 0.9 | 0.916 | 0.865 | 0.922 | 0.879 | 0.939 | 0.9 | 0.854 | -| RD3D | 0.036 | 0.916 | 0.942 | 0.901 | 0.94 | 0.901 | 0.947 | 0.914 | 0.886 | -| AFNet | 0.1 | 0.772 | 0.847 | 0.768 | 0.826 | 0.764 | 0.853 | 0.775 | 0.696 | -| CDCP | 0.182 | 0.674 | 0.751 | 0.618 | 0.717 | 0.597 | 0.747 | 0.619 | 0.508 | -| CPFP | 0.053 | 0.878 | 0.9 | 0.837 | 0.91 | 0.85 | 0.923 | 0.877 | 0.828 | -| CTMF | 0.085 | 0.849 | 0.866 | 0.788 | 0.847 | 0.779 | 0.913 | 0.845 | 0.72 | -| DCMC | 0.167 | 0.704 | 0.797 | 0.716 | 0.63 | 0.57 | 0.806 | 0.729 | 0.494 | -| DES | 0.448 | 0.413 | 0.484 | 0.16 | 0.414 | 0.268 | 0.56 | 0.306 | 0.233 | -| DF | 0.151 | 0.737 | 0.818 | 0.744 | 0.669 | 0.605 | 0.833 | 0.757 | 0.544 | -| DMRA | 0.051 | 0.886 | 0.92 | 0.871 | 0.919 | 0.872 | 0.927 | 0.886 | 0.846 | -| MB | 0.203 | 0.536 | 0.647 | 0.494 | 0.591 | 0.439 | 0.706 | 0.548 | 0.353 | -| MMCI | 0.079 | 0.859 | 0.882 | 0.813 | 0.851 | 0.794 | 0.915 | 0.853 | 0.739 | -| NLPR | 0.201 | 0.532 | 0.724 | 0.626 | 0.465 | 0.342 | 0.719 | 0.61 | 0.303 | -| PCANet | 0.059 | 0.877 | 0.909 | 0.844 | 0.895 | 0.84 | 0.924 | 0.872 | 0.803 | -| TANet | 0.061 | 0.878 | 0.909 | 0.844 | 0.895 | 0.841 | 0.925 | 0.874 | 0.803 | - -### Dataset: NLPR - -| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | -|------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| -| HDFNet_VGG | 0.027 | 0.916 | 0.948 | 0.878 | 0.946 | 0.884 | 0.956 | 0.904 | 0.869 | -| HDFNet_VGG | 0.027 | 0.915 | 0.951 | 0.883 | 0.947 | 0.885 | 0.955 | 0.904 | 0.871 | -| HDFNet_Res | 0.023 | 0.923 | 0.957 | 0.889 | 0.955 | 0.894 | 0.963 | 0.917 | 0.882 | -| JLDCF | 0.022 | 0.925 | 0.955 | 0.878 | 0.955 | 0.894 | 0.963 | 0.918 | 0.882 | -| CoNet | 0.031 | 0.908 | 0.933 | 0.845 | 0.933 | 0.864 | 0.945 | 0.887 | 0.841 | -| BBSNet | 0.023 | 0.93 | 0.953 | 0.882 | 0.95 | 0.896 | 0.961 | 0.918 | 0.879 | -| CMWNet | 0.029 | 0.917 | 0.94 | 0.859 | 0.939 | 0.877 | 0.951 | 0.903 | 0.856 | -| FRDT | 0.029 | 0.914 | 0.946 | 0.87 | 0.939 | 0.881 | 0.95 | 0.9 | 0.857 | -| S2MA | 0.03 | 0.915 | 0.942 | 0.853 | 0.937 | 0.873 | 0.953 | 0.902 | 0.852 | -| UCNet | 0.025 | 0.92 | 0.955 | 0.89 | 0.951 | 0.891 | 0.956 | 0.903 | 0.878 | -| CasGNN | 0.025 | 0.919 | 0.952 | 0.891 | 0.948 | 0.894 | 0.955 | 0.906 | 0.88 | -| DANet_VGG1 | 0.031 | 0.909 | 0.945 | 0.865 | 0.933 | 0.871 | 0.949 | 0.894 | 0.85 | -| DANet_VGG1 | 0.028 | 0.915 | 0.949 | 0.87 | 0.94 | 0.88 | 0.953 | 0.903 | 0.862 | -| PGAR | 0.024 | 0.93 | 0.955 | 0.885 | 0.949 | 0.896 | 0.961 | 0.916 | 0.881 | -| DisenFuse | 0.035 | 0.9 | 0.933 | 0.839 | 0.928 | 0.855 | 0.944 | 0.881 | 0.828 | -| DPANet | 0.024 | 0.928 | 0.955 | 0.875 | 0.949 | 0.89 | 0.962 | 0.913 | 0.875 | -| ICNet | 0.028 | 0.923 | 0.945 | 0.87 | 0.941 | 0.884 | 0.952 | 0.908 | 0.864 | -| D3Net | 0.03 | 0.912 | 0.945 | 0.861 | 0.936 | 0.872 | 0.953 | 0.897 | 0.849 | -| RD3D | 0.022 | 0.93 | 0.959 | 0.892 | 0.957 | 0.903 | 0.965 | 0.919 | 0.889 | -| AFNet | 0.058 | 0.799 | 0.884 | 0.747 | 0.851 | 0.755 | 0.879 | 0.771 | 0.693 | -| CDCP | 0.115 | 0.726 | 0.785 | 0.59 | 0.772 | 0.6 | 0.817 | 0.647 | 0.5 | -| CPFP | 0.038 | 0.884 | 0.92 | 0.818 | 0.914 | 0.835 | 0.929 | 0.862 | 0.807 | -| CTMF | 0.056 | 0.86 | 0.869 | 0.724 | 0.84 | 0.74 | 0.929 | 0.825 | 0.679 | -| DCMC | 0.196 | 0.551 | 0.684 | 0.328 | 0.585 | 0.304 | 0.694 | 0.375 | 0.257 | -| DES | 0.301 | 0.582 | 0.758 | 0.581 | 0.552 | 0.436 | 0.813 | 0.649 | 0.253 | -| DF | 0.1 | 0.771 | 0.837 | 0.681 | 0.716 | 0.599 | 0.833 | 0.706 | 0.514 | -| DMRA | 0.031 | 0.899 | 0.941 | 0.853 | 0.939 | 0.864 | 0.947 | 0.879 | 0.838 | -| MB | 0.09 | 0.716 | 0.816 | 0.636 | 0.793 | 0.622 | 0.806 | 0.631 | 0.557 | -| MMCI | 0.059 | 0.856 | 0.872 | 0.73 | 0.841 | 0.737 | 0.913 | 0.815 | 0.676 | -| NLPR | 0.119 | 0.592 | 0.774 | 0.519 | 0.534 | 0.354 | 0.714 | 0.493 | 0.311 | -| PCANet | 0.044 | 0.874 | 0.916 | 0.795 | 0.887 | 0.803 | 0.925 | 0.841 | 0.762 | -| TANet | 0.041 | 0.886 | 0.916 | 0.795 | 0.901 | 0.819 | 0.941 | 0.863 | 0.779 | - -### Dataset: RGBD135 - -| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | -|------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| -| HDFNet_VGG | 0.02 | 0.932 | 0.973 | 0.919 | 0.959 | 0.914 | 0.971 | 0.924 | 0.902 | -| HDFNet_VGG | 0.017 | 0.937 | 0.976 | 0.918 | 0.969 | 0.92 | 0.977 | 0.935 | 0.913 | -| HDFNet_Res | 0.021 | 0.926 | 0.971 | 0.912 | 0.957 | 0.91 | 0.97 | 0.921 | 0.895 | -| JLDCF | 0.02 | 0.931 | 0.969 | 0.9 | 0.959 | 0.907 | 0.968 | 0.923 | 0.894 | -| CoNet | 0.028 | 0.91 | 0.945 | 0.87 | 0.93 | 0.877 | 0.945 | 0.896 | 0.848 | -| BBSNet | 0.021 | 0.933 | 0.967 | 0.906 | 0.949 | 0.91 | 0.966 | 0.927 | 0.89 | -| CMWNet | 0.022 | 0.934 | 0.967 | 0.9 | 0.955 | 0.909 | 0.969 | 0.93 | 0.888 | -| FRDT | 0.03 | 0.9 | 0.94 | 0.874 | 0.917 | 0.873 | 0.938 | 0.886 | 0.838 | -| S2MA | 0.021 | 0.941 | 0.974 | 0.906 | 0.952 | 0.908 | 0.973 | 0.935 | 0.892 | -| UCNet | 0.018 | 0.933 | 0.974 | 0.917 | 0.967 | 0.919 | 0.976 | 0.93 | 0.908 | -| CasGNN | 0.028 | 0.894 | 0.937 | 0.891 | 0.92 | 0.884 | 0.937 | 0.894 | 0.851 | -| DANet_VGG1 | 0.028 | 0.905 | 0.961 | 0.891 | 0.922 | 0.877 | 0.958 | 0.895 | 0.848 | -| DANet_VGG1 | 0.023 | 0.924 | 0.968 | 0.899 | 0.942 | 0.896 | 0.966 | 0.914 | 0.877 | -| PGAR | 0.026 | 0.913 | 0.939 | 0.88 | 0.924 | 0.886 | 0.945 | 0.902 | 0.855 | -| DisenFuse | 0.04 | 0.877 | 0.923 | 0.82 | 0.896 | 0.823 | 0.921 | 0.845 | 0.779 | -| DPANet | 0.023 | 0.919 | 0.963 | 0.9 | 0.929 | 0.891 | 0.958 | 0.912 | 0.868 | -| ICNet | 0.027 | 0.92 | 0.959 | 0.889 | 0.941 | 0.893 | 0.96 | 0.913 | 0.867 | -| D3Net | 0.031 | 0.898 | 0.951 | 0.87 | 0.911 | 0.86 | 0.945 | 0.885 | 0.829 | -| RD3D | 0.019 | 0.935 | 0.975 | 0.917 | 0.961 | 0.917 | 0.972 | 0.929 | 0.904 | -| AFNet | 0.068 | 0.77 | 0.874 | 0.73 | 0.809 | 0.713 | 0.881 | 0.729 | 0.641 | -| CDCP | 0.12 | 0.711 | 0.81 | 0.594 | 0.763 | 0.575 | 0.82 | 0.618 | 0.476 | -| CPFP | 0.038 | 0.872 | 0.927 | 0.829 | 0.888 | 0.824 | 0.923 | 0.846 | 0.787 | -| CTMF | 0.055 | 0.863 | 0.911 | 0.778 | 0.826 | 0.756 | 0.932 | 0.844 | 0.686 | -| DCMC | 0.196 | 0.47 | 0.677 | 0.235 | 0.512 | 0.194 | 0.63 | 0.275 | 0.167 | -| DES | 0.289 | 0.632 | 0.814 | 0.693 | 0.579 | 0.495 | 0.858 | 0.764 | 0.301 | -| DF | 0.131 | 0.687 | 0.806 | 0.574 | 0.653 | 0.472 | 0.822 | 0.594 | 0.391 | -| DMRA | 0.03 | 0.9 | 0.944 | 0.865 | 0.932 | 0.872 | 0.942 | 0.888 | 0.842 | -| MB | 0.104 | 0.663 | 0.798 | 0.597 | 0.769 | 0.575 | 0.788 | 0.6 | 0.501 | -| MMCI | 0.065 | 0.848 | 0.904 | 0.762 | 0.825 | 0.735 | 0.928 | 0.822 | 0.65 | -| NLPR | 0.1 | 0.573 | 0.844 | 0.847 | 0.472 | 0.401 | 0.933 | 0.92 | 0.357 | -| PCANet | 0.05 | 0.843 | 0.911 | 0.774 | 0.836 | 0.761 | 0.891 | 0.802 | 0.71 | -| TANet | 0.046 | 0.858 | 0.919 | 0.795 | 0.863 | 0.79 | 0.91 | 0.828 | 0.738 | - -### Dataset: SIP - -| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | -|------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| -| HDFNet_VGG | 0.05 | 0.878 | 0.92 | 0.863 | 0.916 | 0.863 | 0.922 | 0.886 | 0.835 | -| HDFNet_VGG | 0.047 | 0.885 | 0.924 | 0.87 | 0.92 | 0.87 | 0.927 | 0.891 | 0.844 | -| HDFNet_Res | 0.047 | 0.886 | 0.924 | 0.875 | 0.922 | 0.875 | 0.93 | 0.894 | 0.848 | -| JLDCF | 0.049 | 0.88 | 0.923 | 0.873 | 0.918 | 0.873 | 0.925 | 0.889 | 0.844 | -| CoNet | 0.063 | 0.858 | 0.909 | 0.841 | 0.901 | 0.844 | 0.913 | 0.867 | 0.802 | -| BBSNet | 0.055 | 0.879 | 0.917 | 0.872 | 0.906 | 0.868 | 0.922 | 0.883 | 0.83 | -| CMWNet | 0.062 | 0.867 | 0.909 | 0.851 | 0.9 | 0.851 | 0.913 | 0.874 | 0.811 | -| S2MA | 0.057 | 0.872 | 0.913 | 0.854 | 0.905 | 0.854 | 0.919 | 0.877 | 0.819 | -| UCNet | 0.051 | 0.875 | 0.918 | 0.868 | 0.914 | 0.867 | 0.919 | 0.879 | 0.836 | -| DANet_VGG1 | 0.054 | 0.878 | 0.917 | 0.864 | 0.91 | 0.864 | 0.921 | 0.884 | 0.829 | -| DANet_VGG1 | 0.054 | 0.875 | 0.915 | 0.855 | 0.908 | 0.854 | 0.918 | 0.876 | 0.822 | -| PGAR | 0.055 | 0.876 | 0.912 | 0.854 | 0.906 | 0.854 | 0.915 | 0.876 | 0.822 | -| DisenFuse | 0.068 | 0.859 | 0.899 | 0.819 | 0.893 | 0.82 | 0.911 | 0.852 | 0.78 | -| DPANet | 0.051 | 0.883 | 0.922 | 0.865 | 0.914 | 0.865 | 0.925 | 0.886 | 0.833 | -| ICNet | 0.069 | 0.854 | 0.9 | 0.836 | 0.89 | 0.835 | 0.903 | 0.857 | 0.791 | -| D3Net | 0.063 | 0.86 | 0.902 | 0.835 | 0.897 | 0.838 | 0.909 | 0.861 | 0.799 | -| RD3D | 0.048 | 0.885 | 0.924 | 0.874 | 0.918 | 0.873 | 0.924 | 0.889 | 0.845 | -| AFNet | 0.118 | 0.72 | 0.815 | 0.705 | 0.793 | 0.702 | 0.819 | 0.712 | 0.617 | -| CDCP | 0.224 | 0.595 | 0.722 | 0.495 | 0.683 | 0.482 | 0.721 | 0.505 | 0.397 | -| CPFP | 0.064 | 0.85 | 0.899 | 0.819 | 0.893 | 0.821 | 0.903 | 0.851 | 0.788 | -| CTMF | 0.139 | 0.716 | 0.824 | 0.684 | 0.704 | 0.608 | 0.829 | 0.694 | 0.535 | -| DCMC | 0.186 | 0.683 | 0.786 | 0.645 | 0.598 | 0.5 | 0.743 | 0.618 | 0.413 | -| DES | 0.298 | 0.616 | 0.751 | 0.644 | 0.564 | 0.496 | 0.77 | 0.669 | 0.342 | -| DF | 0.185 | 0.653 | 0.794 | 0.673 | 0.565 | 0.465 | 0.759 | 0.657 | 0.406 | -| DMRA | 0.086 | 0.806 | 0.863 | 0.818 | 0.843 | 0.81 | 0.874 | 0.821 | 0.739 | -| MMCI | 0.086 | 0.833 | 0.886 | 0.795 | 0.845 | 0.771 | 0.897 | 0.818 | 0.712 | -| NLPR | 0.184 | 0.511 | 0.719 | 0.592 | 0.436 | 0.287 | 0.716 | 0.574 | 0.256 | -| PCANet | 0.071 | 0.842 | 0.9 | 0.825 | 0.878 | 0.814 | 0.901 | 0.838 | 0.768 | -| TANet | 0.075 | 0.835 | 0.894 | 0.809 | 0.87 | 0.803 | 0.895 | 0.83 | 0.748 | - -### Dataset: SSD - -| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | -|------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| -| HDFNet_VGG | 0.048 | 0.866 | 0.913 | 0.844 | 0.899 | 0.833 | 0.909 | 0.849 | 0.808 | -| HDFNet_VGG | 0.046 | 0.875 | 0.911 | 0.847 | 0.905 | 0.848 | 0.913 | 0.861 | 0.819 | -| HDFNet_Res | 0.045 | 0.879 | 0.911 | 0.842 | 0.912 | 0.849 | 0.925 | 0.87 | 0.821 | -| CoNet | 0.06 | 0.853 | 0.898 | 0.805 | 0.898 | 0.818 | 0.915 | 0.84 | 0.779 | -| BBSNet | 0.044 | 0.882 | 0.92 | 0.849 | 0.904 | 0.843 | 0.919 | 0.859 | 0.811 | -| CMWNet | 0.051 | 0.875 | 0.902 | 0.82 | 0.906 | 0.837 | 0.93 | 0.871 | 0.795 | -| FRDT | 0.054 | 0.872 | 0.904 | 0.824 | 0.907 | 0.842 | 0.924 | 0.865 | 0.801 | -| S2MA | 0.052 | 0.868 | 0.898 | 0.818 | 0.89 | 0.823 | 0.909 | 0.848 | 0.787 | -| CasGNN | 0.047 | 0.872 | 0.915 | 0.841 | 0.915 | 0.85 | 0.923 | 0.863 | 0.826 | -| DANet_VGG1 | 0.05 | 0.869 | 0.909 | 0.831 | 0.894 | 0.833 | 0.907 | 0.852 | 0.798 | -| DANet_VGG1 | 0.05 | 0.864 | 0.911 | 0.827 | 0.892 | 0.826 | 0.914 | 0.843 | 0.795 | -| DPANet | 0.042 | 0.889 | 0.924 | 0.849 | 0.914 | 0.856 | 0.927 | 0.881 | 0.826 | -| ICNet | 0.064 | 0.848 | 0.879 | 0.799 | 0.887 | 0.815 | 0.902 | 0.841 | 0.772 | -| D3Net | 0.058 | 0.857 | 0.904 | 0.814 | 0.891 | 0.815 | 0.91 | 0.834 | 0.777 | -| AFNet | 0.118 | 0.714 | 0.803 | 0.694 | 0.762 | 0.672 | 0.807 | 0.687 | 0.589 | -| CDCP | 0.219 | 0.605 | 0.713 | 0.523 | 0.69 | 0.524 | 0.72 | 0.543 | 0.426 | -| CPFP | 0.082 | 0.807 | 0.832 | 0.726 | 0.839 | 0.747 | 0.852 | 0.766 | 0.708 | -| CTMF | 0.1 | 0.776 | 0.838 | 0.709 | 0.793 | 0.687 | 0.864 | 0.729 | 0.621 | -| DCMC | 0.168 | 0.707 | 0.789 | 0.683 | 0.642 | 0.569 | 0.792 | 0.713 | 0.478 | -| DES | 0.5 | 0.341 | 0.466 | 0.07 | 0.374 | 0.193 | 0.564 | 0.253 | 0.171 | -| DF | 0.151 | 0.743 | 0.801 | 0.708 | 0.68 | 0.613 | 0.814 | 0.731 | 0.533 | -| DMRA | 0.059 | 0.857 | 0.898 | 0.82 | 0.897 | 0.827 | 0.906 | 0.844 | 0.784 | -| MB | 0.219 | 0.499 | 0.637 | 0.416 | 0.556 | 0.357 | 0.666 | 0.457 | 0.276 | -| MMCI | 0.082 | 0.814 | 0.86 | 0.748 | 0.796 | 0.722 | 0.883 | 0.782 | 0.661 | -| NLPR | 0.2 | 0.563 | 0.726 | 0.55 | 0.508 | 0.366 | 0.709 | 0.535 | 0.313 | -| PCANet | 0.063 | 0.843 | 0.889 | 0.785 | 0.854 | 0.774 | 0.899 | 0.811 | 0.731 | -| TANet | 0.063 | 0.839 | 0.886 | 0.766 | 0.86 | 0.773 | 0.897 | 0.81 | 0.726 | - -### Dataset: STEREO1000 - -| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | -|------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| -| HDFNet_VGG | 0.039 | 0.906 | 0.937 | 0.879 | 0.936 | 0.881 | 0.947 | 0.908 | 0.863 | -| HDFNet_VGG | 0.04 | 0.903 | 0.934 | 0.875 | 0.932 | 0.878 | 0.941 | 0.901 | 0.859 | -| HDFNet_Res | 0.041 | 0.9 | 0.931 | 0.867 | 0.931 | 0.87 | 0.943 | 0.9 | 0.853 | -| JLDCF | 0.04 | 0.903 | 0.937 | 0.869 | 0.935 | 0.873 | 0.947 | 0.904 | 0.857 | -| CoNet | 0.038 | 0.905 | 0.941 | 0.883 | 0.94 | 0.886 | 0.947 | 0.901 | 0.865 | -| BBSNet | 0.041 | 0.908 | 0.941 | 0.885 | 0.928 | 0.883 | 0.942 | 0.903 | 0.858 | -| CMWNet | 0.043 | 0.905 | 0.93 | 0.869 | 0.928 | 0.872 | 0.944 | 0.901 | 0.847 | -| S2MA | 0.051 | 0.89 | 0.926 | 0.855 | 0.914 | 0.853 | 0.932 | 0.882 | 0.825 | -| UCNet | 0.039 | 0.903 | 0.942 | 0.885 | 0.938 | 0.884 | 0.944 | 0.899 | 0.867 | -| CasGNN | 0.039 | 0.899 | 0.929 | 0.876 | 0.934 | 0.89 | 0.943 | 0.901 | 0.867 | -| DANet_VGG1 | 0.047 | 0.892 | 0.926 | 0.858 | 0.915 | 0.857 | 0.93 | 0.882 | 0.83 | -| DANet_VGG1 | 0.043 | 0.901 | 0.931 | 0.868 | 0.923 | 0.87 | 0.937 | 0.892 | 0.846 | -| PGAR | 0.041 | 0.907 | 0.937 | 0.88 | 0.927 | 0.878 | 0.939 | 0.898 | 0.856 | -| DisenFuse | 0.054 | 0.883 | 0.915 | 0.841 | 0.909 | 0.843 | 0.926 | 0.872 | 0.811 | -| ICNet | 0.045 | 0.903 | 0.926 | 0.865 | 0.926 | 0.87 | 0.942 | 0.898 | 0.844 | -| D3Net | 0.046 | 0.899 | 0.924 | 0.859 | 0.92 | 0.866 | 0.938 | 0.891 | 0.838 | -| RD3D | 0.037 | 0.911 | 0.944 | 0.886 | 0.939 | 0.888 | 0.947 | 0.906 | 0.871 | -| AFNet | 0.075 | 0.825 | 0.887 | 0.807 | 0.872 | 0.806 | 0.887 | 0.823 | 0.752 | -| CDCP | 0.149 | 0.713 | 0.796 | 0.666 | 0.751 | 0.638 | 0.786 | 0.664 | 0.558 | -| CPFP | 0.051 | 0.879 | 0.907 | 0.83 | 0.911 | 0.841 | 0.925 | 0.874 | 0.817 | -| CTMF | 0.086 | 0.848 | 0.87 | 0.771 | 0.841 | 0.758 | 0.912 | 0.831 | 0.698 | -| DCMC | 0.148 | 0.731 | 0.831 | 0.742 | 0.655 | 0.59 | 0.819 | 0.74 | 0.52 | -| DES | 0.295 | 0.642 | 0.696 | 0.594 | 0.58 | 0.519 | 0.811 | 0.7 | 0.375 | -| DF | 0.141 | 0.757 | 0.838 | 0.742 | 0.692 | 0.617 | 0.847 | 0.757 | 0.549 | -| DMRA | 0.087 | 0.752 | 0.816 | 0.762 | 0.764 | 0.71 | 0.827 | 0.743 | 0.647 | -| MMCI | 0.068 | 0.873 | 0.905 | 0.829 | 0.873 | 0.813 | 0.927 | 0.863 | 0.76 | -| NLPR | 0.172 | 0.562 | 0.77 | 0.703 | 0.484 | 0.378 | 0.771 | 0.683 | 0.346 | -| PCANet | 0.064 | 0.875 | 0.907 | 0.826 | 0.887 | 0.818 | 0.925 | 0.86 | 0.778 | -| TANet | 0.06 | 0.871 | 0.916 | 0.835 | 0.893 | 0.828 | 0.923 | 0.861 | 0.787 | - -### Dataset: DUTRGBD - -| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | -|------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| -| HDFNet_VGG | 0.04 | 0.905 | 0.938 | 0.892 | 0.929 | 0.889 | 0.94 | 0.908 | 0.865 | -| HDFNet_VGG | 0.039 | 0.911 | 0.941 | 0.894 | 0.937 | 0.894 | 0.949 | 0.923 | 0.871 | -| HDFNet_Res | 0.041 | 0.907 | 0.938 | 0.885 | 0.934 | 0.886 | 0.947 | 0.918 | 0.864 | -| JLDCF | 0.043 | 0.905 | 0.938 | 0.883 | 0.932 | 0.884 | 0.943 | 0.911 | 0.863 | -| CoNet | 0.034 | 0.919 | 0.952 | 0.908 | 0.947 | 0.91 | 0.956 | 0.927 | 0.89 | -| BBSNet | 0.038 | 0.912 | 0.945 | 0.904 | 0.932 | 0.9 | 0.945 | 0.918 | 0.874 | -| CMWNet | 0.056 | 0.887 | 0.922 | 0.866 | 0.912 | 0.864 | 0.926 | 0.888 | 0.831 | -| FRDT | 0.039 | 0.91 | 0.941 | 0.902 | 0.938 | 0.904 | 0.948 | 0.919 | 0.877 | -| S2MA | 0.044 | 0.903 | 0.935 | 0.885 | 0.928 | 0.883 | 0.937 | 0.9 | 0.862 | -| UCNet | 0.057 | 0.864 | 0.906 | 0.855 | 0.899 | 0.851 | 0.904 | 0.857 | 0.82 | -| CasGNN | 0.03 | 0.921 | 0.949 | 0.917 | 0.947 | 0.919 | 0.954 | 0.928 | 0.902 | -| DANet_VGG1 | 0.047 | 0.889 | 0.929 | 0.884 | 0.917 | 0.88 | 0.931 | 0.895 | 0.847 | -| DANet_VGG1 | 0.043 | 0.899 | 0.937 | 0.888 | 0.929 | 0.888 | 0.94 | 0.906 | 0.86 | -| PGAR | 0.035 | 0.92 | 0.95 | 0.914 | 0.939 | 0.909 | 0.949 | 0.925 | 0.889 | -| DisenFuse | 0.104 | 0.798 | 0.854 | 0.75 | 0.832 | 0.742 | 0.855 | 0.774 | 0.69 | -| DPANet | 0.048 | 0.899 | 0.929 | 0.881 | 0.916 | 0.876 | 0.926 | 0.893 | 0.852 | -| ICNet | 0.072 | 0.852 | 0.901 | 0.83 | 0.884 | 0.826 | 0.899 | 0.85 | 0.784 | -| D3Net | 0.097 | 0.775 | 0.849 | 0.756 | 0.789 | 0.718 | 0.833 | 0.742 | 0.668 | -| RD3D | 0.031 | 0.931 | 0.957 | 0.923 | 0.951 | 0.923 | 0.96 | 0.939 | 0.907 | -| CDCP | 0.159 | 0.688 | 0.794 | 0.633 | 0.744 | 0.604 | 0.776 | 0.625 | 0.519 | -| CPFP | 0.1 | 0.749 | 0.815 | 0.735 | 0.759 | 0.695 | 0.81 | 0.718 | 0.637 | -| CTMF | 0.097 | 0.831 | 0.882 | 0.792 | 0.81 | 0.747 | 0.899 | 0.823 | 0.681 | -| DCMC | 0.243 | 0.499 | 0.713 | 0.406 | 0.537 | 0.316 | 0.654 | 0.412 | 0.282 | -| DES | 0.28 | 0.659 | 0.749 | 0.666 | 0.593 | 0.541 | 0.801 | 0.724 | 0.379 | -| DF | 0.145 | 0.732 | 0.842 | 0.748 | 0.665 | 0.586 | 0.82 | 0.734 | 0.536 | -| DMRA | 0.048 | 0.888 | 0.93 | 0.882 | 0.926 | 0.884 | 0.933 | 0.897 | 0.851 | -| MB | 0.156 | 0.608 | 0.696 | 0.579 | 0.642 | 0.541 | 0.766 | 0.612 | 0.451 | -| MMCI | 0.112 | 0.791 | 0.856 | 0.753 | 0.774 | 0.696 | 0.859 | 0.767 | 0.627 | -| NLPR | 0.174 | 0.571 | 0.769 | 0.659 | 0.497 | 0.375 | 0.737 | 0.626 | 0.345 | -| PCANet | 0.1 | 0.801 | 0.863 | 0.76 | 0.821 | 0.741 | 0.856 | 0.771 | 0.687 | -| TANet | 0.093 | 0.808 | 0.871 | 0.779 | 0.83 | 0.761 | 0.861 | 0.79 | 0.704 | +### LFSD + +| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | +|--------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| +| HDFNet_VGG16 | 0.085 | 0.847 | 0.883 | 0.831 | 0.87 | 0.819 | 0.881 | 0.838 | 0.792 | +| HDFNet_VGG19 | 0.083 | 0.844 | 0.886 | 0.833 | 0.87 | 0.82 | 0.879 | 0.836 | 0.793 | +| HDFNet_Res50 | 0.076 | 0.854 | 0.891 | 0.843 | 0.883 | 0.835 | 0.896 | 0.862 | 0.806 | +| JLDCF | 0.07 | 0.861 | 0.902 | 0.854 | 0.894 | 0.848 | 0.902 | 0.867 | 0.822 | +| CoNet | 0.071 | 0.862 | 0.901 | 0.848 | 0.895 | 0.844 | 0.907 | 0.859 | 0.814 | +| BBSNet | 0.072 | 0.864 | 0.901 | 0.858 | 0.883 | 0.843 | 0.901 | 0.858 | 0.814 | +| CMWNet | 0.066 | 0.876 | 0.908 | 0.87 | 0.9 | 0.862 | 0.912 | 0.883 | 0.834 | +| FRDT | 0.074 | 0.857 | 0.899 | 0.854 | 0.888 | 0.847 | 0.903 | 0.859 | 0.814 | +| S2MA | 0.094 | 0.837 | 0.876 | 0.82 | 0.855 | 0.806 | 0.873 | 0.835 | 0.772 | +| UCNet | 0.066 | 0.864 | 0.906 | 0.859 | 0.901 | 0.855 | 0.905 | 0.864 | 0.832 | +| CasGNN | 0.073 | 0.846 | 0.877 | 0.831 | 0.88 | 0.839 | 0.888 | 0.847 | 0.81 | +| DANet_VGG16 | 0.082 | 0.845 | 0.878 | 0.826 | 0.872 | 0.826 | 0.886 | 0.846 | 0.789 | +| DANet_VGG19 | 0.079 | 0.849 | 0.881 | 0.831 | 0.871 | 0.827 | 0.881 | 0.844 | 0.795 | +| PGAR | 0.074 | 0.853 | 0.894 | 0.852 | 0.872 | 0.831 | 0.89 | 0.844 | 0.8 | +| DisenFuse | 0.119 | 0.789 | 0.84 | 0.768 | 0.823 | 0.75 | 0.842 | 0.771 | 0.705 | +| DPANet | 0.072 | 0.864 | 0.899 | 0.859 | 0.882 | 0.842 | 0.891 | 0.86 | 0.814 | +| ICNet | 0.071 | 0.868 | 0.9 | 0.861 | 0.892 | 0.852 | 0.903 | 0.871 | 0.822 | +| D3Net | 0.095 | 0.825 | 0.863 | 0.805 | 0.848 | 0.796 | 0.862 | 0.81 | 0.76 | +| RD3D | 0.073 | 0.858 | 0.898 | 0.855 | 0.884 | 0.843 | 0.891 | 0.854 | 0.816 | +| AFNet | 0.133 | 0.738 | 0.81 | 0.742 | 0.796 | 0.736 | 0.815 | 0.744 | 0.671 | +| CDCP | 0.199 | 0.659 | 0.738 | 0.635 | 0.698 | 0.605 | 0.731 | 0.63 | 0.516 | +| CPFP | 0.088 | 0.828 | 0.867 | 0.813 | 0.863 | 0.811 | 0.872 | 0.826 | 0.775 | +| CTMF | 0.12 | 0.796 | 0.851 | 0.781 | 0.808 | 0.754 | 0.864 | 0.792 | 0.696 | +| DCMC | 0.155 | 0.755 | 0.842 | 0.817 | 0.678 | 0.651 | 0.858 | 0.82 | 0.598 | +| DES | 0.415 | 0.441 | 0.49 | 0.224 | 0.446 | 0.306 | 0.574 | 0.358 | 0.273 | +| DF | 0.142 | 0.788 | 0.841 | 0.811 | 0.713 | 0.668 | 0.874 | 0.822 | 0.641 | +| DMRA | 0.076 | 0.847 | 0.899 | 0.849 | 0.893 | 0.845 | 0.9 | 0.856 | 0.811 | +| MB | 0.218 | 0.539 | 0.634 | 0.545 | 0.579 | 0.476 | 0.706 | 0.592 | 0.392 | +| MMCI | 0.132 | 0.787 | 0.84 | 0.779 | 0.775 | 0.722 | 0.838 | 0.771 | 0.663 | +| NLPR | 0.21 | 0.56 | 0.743 | 0.709 | 0.492 | 0.394 | 0.784 | 0.712 | 0.375 | +| PCANet | 0.112 | 0.8 | 0.856 | 0.794 | 0.82 | 0.763 | 0.842 | 0.786 | 0.716 | +| PDNet | 0.109 | 0.845 | 0.872 | 0.824 | 0.821 | 0.777 | 0.875 | 0.836 | 0.734 | +| TANet | 0.111 | 0.801 | 0.851 | 0.794 | 0.821 | 0.771 | 0.847 | 0.796 | 0.719 | + +### NJUD + +| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | +|--------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| +| HDFNet_VGG16 | 0.037 | 0.911 | 0.934 | 0.894 | 0.938 | 0.898 | 0.945 | 0.913 | 0.881 | +| HDFNet_VGG19 | 0.038 | 0.911 | 0.932 | 0.887 | 0.937 | 0.893 | 0.947 | 0.913 | 0.877 | +| HDFNet_Res50 | 0.038 | 0.908 | 0.932 | 0.889 | 0.936 | 0.892 | 0.944 | 0.911 | 0.877 | +| JLDCF | 0.041 | 0.902 | 0.935 | 0.885 | 0.935 | 0.885 | 0.944 | 0.904 | 0.869 | +| CoNet | 0.046 | 0.896 | 0.924 | 0.872 | 0.924 | 0.874 | 0.937 | 0.893 | 0.848 | +| BBSNet | 0.035 | 0.921 | 0.942 | 0.902 | 0.938 | 0.902 | 0.949 | 0.92 | 0.884 | +| CMWNet | 0.046 | 0.903 | 0.923 | 0.88 | 0.923 | 0.881 | 0.936 | 0.902 | 0.857 | +| FRDT | 0.048 | 0.898 | 0.919 | 0.877 | 0.921 | 0.882 | 0.933 | 0.899 | 0.855 | +| S2MA | 0.053 | 0.894 | 0.916 | 0.865 | 0.914 | 0.865 | 0.93 | 0.889 | 0.842 | +| UCNet | 0.043 | 0.897 | 0.934 | 0.889 | 0.93 | 0.885 | 0.936 | 0.895 | 0.868 | +| DANet_VGG16 | 0.046 | 0.897 | 0.926 | 0.877 | 0.921 | 0.874 | 0.936 | 0.893 | 0.853 | +| DANet_VGG19 | 0.045 | 0.899 | 0.922 | 0.871 | 0.922 | 0.879 | 0.935 | 0.898 | 0.857 | +| PGAR | 0.042 | 0.909 | 0.935 | 0.893 | 0.929 | 0.892 | 0.94 | 0.907 | 0.872 | +| DisenFuse | 0.052 | 0.889 | 0.914 | 0.859 | 0.913 | 0.86 | 0.928 | 0.886 | 0.831 | +| DPANet | 0.035 | 0.92 | 0.933 | 0.886 | 0.937 | 0.898 | 0.949 | 0.918 | 0.882 | +| ICNet | 0.052 | 0.894 | 0.913 | 0.868 | 0.914 | 0.869 | 0.926 | 0.891 | 0.843 | +| D3Net | 0.046 | 0.9 | 0.916 | 0.865 | 0.922 | 0.879 | 0.939 | 0.9 | 0.854 | +| RD3D | 0.036 | 0.916 | 0.942 | 0.901 | 0.94 | 0.901 | 0.947 | 0.914 | 0.886 | +| AFNet | 0.1 | 0.772 | 0.847 | 0.768 | 0.826 | 0.764 | 0.853 | 0.775 | 0.696 | +| CDCP | 0.182 | 0.674 | 0.751 | 0.618 | 0.717 | 0.597 | 0.747 | 0.619 | 0.508 | +| CPFP | 0.053 | 0.878 | 0.9 | 0.837 | 0.91 | 0.85 | 0.923 | 0.877 | 0.828 | +| CTMF | 0.085 | 0.849 | 0.866 | 0.788 | 0.847 | 0.779 | 0.913 | 0.845 | 0.72 | +| DCMC | 0.167 | 0.704 | 0.797 | 0.716 | 0.63 | 0.57 | 0.806 | 0.729 | 0.494 | +| DES | 0.448 | 0.413 | 0.484 | 0.16 | 0.414 | 0.268 | 0.56 | 0.306 | 0.233 | +| DF | 0.151 | 0.737 | 0.818 | 0.744 | 0.669 | 0.605 | 0.833 | 0.757 | 0.544 | +| DMRA | 0.051 | 0.886 | 0.92 | 0.871 | 0.919 | 0.872 | 0.927 | 0.886 | 0.846 | +| MB | 0.203 | 0.536 | 0.647 | 0.494 | 0.591 | 0.439 | 0.706 | 0.548 | 0.353 | +| MMCI | 0.079 | 0.859 | 0.882 | 0.813 | 0.851 | 0.794 | 0.915 | 0.853 | 0.739 | +| NLPR | 0.201 | 0.532 | 0.724 | 0.626 | 0.465 | 0.342 | 0.719 | 0.61 | 0.303 | +| PCANet | 0.059 | 0.877 | 0.909 | 0.844 | 0.895 | 0.84 | 0.924 | 0.872 | 0.803 | +| TANet | 0.061 | 0.878 | 0.909 | 0.844 | 0.895 | 0.841 | 0.925 | 0.874 | 0.803 | + +### NLPR + +| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | +|--------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| +| HDFNet_VGG16 | 0.027 | 0.916 | 0.948 | 0.878 | 0.946 | 0.884 | 0.956 | 0.904 | 0.869 | +| HDFNet_VGG19 | 0.027 | 0.915 | 0.951 | 0.883 | 0.947 | 0.885 | 0.955 | 0.904 | 0.871 | +| HDFNet_Res50 | 0.023 | 0.923 | 0.957 | 0.889 | 0.955 | 0.894 | 0.963 | 0.917 | 0.882 | +| JLDCF | 0.022 | 0.925 | 0.955 | 0.878 | 0.955 | 0.894 | 0.963 | 0.918 | 0.882 | +| CoNet | 0.031 | 0.908 | 0.933 | 0.845 | 0.933 | 0.864 | 0.945 | 0.887 | 0.841 | +| BBSNet | 0.023 | 0.93 | 0.953 | 0.882 | 0.95 | 0.896 | 0.961 | 0.918 | 0.879 | +| CMWNet | 0.029 | 0.917 | 0.94 | 0.859 | 0.939 | 0.877 | 0.951 | 0.903 | 0.856 | +| FRDT | 0.029 | 0.914 | 0.946 | 0.87 | 0.939 | 0.881 | 0.95 | 0.9 | 0.857 | +| S2MA | 0.03 | 0.915 | 0.942 | 0.853 | 0.937 | 0.873 | 0.953 | 0.902 | 0.852 | +| UCNet | 0.025 | 0.92 | 0.955 | 0.89 | 0.951 | 0.891 | 0.956 | 0.903 | 0.878 | +| CasGNN | 0.025 | 0.919 | 0.952 | 0.891 | 0.948 | 0.894 | 0.955 | 0.906 | 0.88 | +| DANet_VGG16 | 0.031 | 0.909 | 0.945 | 0.865 | 0.933 | 0.871 | 0.949 | 0.894 | 0.85 | +| DANet_VGG19 | 0.028 | 0.915 | 0.949 | 0.87 | 0.94 | 0.88 | 0.953 | 0.903 | 0.862 | +| PGAR | 0.024 | 0.93 | 0.955 | 0.885 | 0.949 | 0.896 | 0.961 | 0.916 | 0.881 | +| DisenFuse | 0.035 | 0.9 | 0.933 | 0.839 | 0.928 | 0.855 | 0.944 | 0.881 | 0.828 | +| DPANet | 0.024 | 0.928 | 0.955 | 0.875 | 0.949 | 0.89 | 0.962 | 0.913 | 0.875 | +| ICNet | 0.028 | 0.923 | 0.945 | 0.87 | 0.941 | 0.884 | 0.952 | 0.908 | 0.864 | +| D3Net | 0.03 | 0.912 | 0.945 | 0.861 | 0.936 | 0.872 | 0.953 | 0.897 | 0.849 | +| RD3D | 0.022 | 0.93 | 0.959 | 0.892 | 0.957 | 0.903 | 0.965 | 0.919 | 0.889 | +| AFNet | 0.058 | 0.799 | 0.884 | 0.747 | 0.851 | 0.755 | 0.879 | 0.771 | 0.693 | +| CDCP | 0.115 | 0.726 | 0.785 | 0.59 | 0.772 | 0.6 | 0.817 | 0.647 | 0.5 | +| CPFP | 0.038 | 0.884 | 0.92 | 0.818 | 0.914 | 0.835 | 0.929 | 0.862 | 0.807 | +| CTMF | 0.056 | 0.86 | 0.869 | 0.724 | 0.84 | 0.74 | 0.929 | 0.825 | 0.679 | +| DCMC | 0.196 | 0.551 | 0.684 | 0.328 | 0.585 | 0.304 | 0.694 | 0.375 | 0.257 | +| DES | 0.301 | 0.582 | 0.758 | 0.581 | 0.552 | 0.436 | 0.813 | 0.649 | 0.253 | +| DF | 0.1 | 0.771 | 0.837 | 0.681 | 0.716 | 0.599 | 0.833 | 0.706 | 0.514 | +| DMRA | 0.031 | 0.899 | 0.941 | 0.853 | 0.939 | 0.864 | 0.947 | 0.879 | 0.838 | +| MB | 0.09 | 0.716 | 0.816 | 0.636 | 0.793 | 0.622 | 0.806 | 0.631 | 0.557 | +| MMCI | 0.059 | 0.856 | 0.872 | 0.73 | 0.841 | 0.737 | 0.913 | 0.815 | 0.676 | +| NLPR | 0.119 | 0.592 | 0.774 | 0.519 | 0.534 | 0.354 | 0.714 | 0.493 | 0.311 | +| PCANet | 0.044 | 0.874 | 0.916 | 0.795 | 0.887 | 0.803 | 0.925 | 0.841 | 0.762 | +| TANet | 0.041 | 0.886 | 0.916 | 0.795 | 0.901 | 0.819 | 0.941 | 0.863 | 0.779 | + +### RGBD135 + +| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | +|--------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| +| HDFNet_VGG16 | 0.02 | 0.932 | 0.973 | 0.919 | 0.959 | 0.914 | 0.971 | 0.924 | 0.902 | +| HDFNet_VGG19 | 0.017 | 0.937 | 0.976 | 0.918 | 0.969 | 0.92 | 0.977 | 0.935 | 0.913 | +| HDFNet_Res50 | 0.021 | 0.926 | 0.971 | 0.912 | 0.957 | 0.91 | 0.97 | 0.921 | 0.895 | +| JLDCF | 0.02 | 0.931 | 0.969 | 0.9 | 0.959 | 0.907 | 0.968 | 0.923 | 0.894 | +| CoNet | 0.028 | 0.91 | 0.945 | 0.87 | 0.93 | 0.877 | 0.945 | 0.896 | 0.848 | +| BBSNet | 0.021 | 0.933 | 0.967 | 0.906 | 0.949 | 0.91 | 0.966 | 0.927 | 0.89 | +| CMWNet | 0.022 | 0.934 | 0.967 | 0.9 | 0.955 | 0.909 | 0.969 | 0.93 | 0.888 | +| FRDT | 0.03 | 0.9 | 0.94 | 0.874 | 0.917 | 0.873 | 0.938 | 0.886 | 0.838 | +| S2MA | 0.021 | 0.941 | 0.974 | 0.906 | 0.952 | 0.908 | 0.973 | 0.935 | 0.892 | +| UCNet | 0.018 | 0.933 | 0.974 | 0.917 | 0.967 | 0.919 | 0.976 | 0.93 | 0.908 | +| CasGNN | 0.028 | 0.894 | 0.937 | 0.891 | 0.92 | 0.884 | 0.937 | 0.894 | 0.851 | +| DANet_VGG16 | 0.028 | 0.905 | 0.961 | 0.891 | 0.922 | 0.877 | 0.958 | 0.895 | 0.848 | +| DANet_VGG19 | 0.023 | 0.924 | 0.968 | 0.899 | 0.942 | 0.896 | 0.966 | 0.914 | 0.877 | +| PGAR | 0.026 | 0.913 | 0.939 | 0.88 | 0.924 | 0.886 | 0.945 | 0.902 | 0.855 | +| DisenFuse | 0.04 | 0.877 | 0.923 | 0.82 | 0.896 | 0.823 | 0.921 | 0.845 | 0.779 | +| DPANet | 0.023 | 0.919 | 0.963 | 0.9 | 0.929 | 0.891 | 0.958 | 0.912 | 0.868 | +| ICNet | 0.027 | 0.92 | 0.959 | 0.889 | 0.941 | 0.893 | 0.96 | 0.913 | 0.867 | +| D3Net | 0.031 | 0.898 | 0.951 | 0.87 | 0.911 | 0.86 | 0.945 | 0.885 | 0.829 | +| RD3D | 0.019 | 0.935 | 0.975 | 0.917 | 0.961 | 0.917 | 0.972 | 0.929 | 0.904 | +| AFNet | 0.068 | 0.77 | 0.874 | 0.73 | 0.809 | 0.713 | 0.881 | 0.729 | 0.641 | +| CDCP | 0.12 | 0.711 | 0.81 | 0.594 | 0.763 | 0.575 | 0.82 | 0.618 | 0.476 | +| CPFP | 0.038 | 0.872 | 0.927 | 0.829 | 0.888 | 0.824 | 0.923 | 0.846 | 0.787 | +| CTMF | 0.055 | 0.863 | 0.911 | 0.778 | 0.826 | 0.756 | 0.932 | 0.844 | 0.686 | +| DCMC | 0.196 | 0.47 | 0.677 | 0.235 | 0.512 | 0.194 | 0.63 | 0.275 | 0.167 | +| DES | 0.289 | 0.632 | 0.814 | 0.693 | 0.579 | 0.495 | 0.858 | 0.764 | 0.301 | +| DF | 0.131 | 0.687 | 0.806 | 0.574 | 0.653 | 0.472 | 0.822 | 0.594 | 0.391 | +| DMRA | 0.03 | 0.9 | 0.944 | 0.865 | 0.932 | 0.872 | 0.942 | 0.888 | 0.842 | +| MB | 0.104 | 0.663 | 0.798 | 0.597 | 0.769 | 0.575 | 0.788 | 0.6 | 0.501 | +| MMCI | 0.065 | 0.848 | 0.904 | 0.762 | 0.825 | 0.735 | 0.928 | 0.822 | 0.65 | +| NLPR | 0.1 | 0.573 | 0.844 | 0.847 | 0.472 | 0.401 | 0.933 | 0.92 | 0.357 | +| PCANet | 0.05 | 0.843 | 0.911 | 0.774 | 0.836 | 0.761 | 0.891 | 0.802 | 0.71 | +| TANet | 0.046 | 0.858 | 0.919 | 0.795 | 0.863 | 0.79 | 0.91 | 0.828 | 0.738 | + +### SIP + +| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | +|--------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| +| HDFNet_VGG16 | 0.05 | 0.878 | 0.92 | 0.863 | 0.916 | 0.863 | 0.922 | 0.886 | 0.835 | +| HDFNet_VGG19 | 0.047 | 0.885 | 0.924 | 0.87 | 0.92 | 0.87 | 0.927 | 0.891 | 0.844 | +| HDFNet_Res50 | 0.047 | 0.886 | 0.924 | 0.875 | 0.922 | 0.875 | 0.93 | 0.894 | 0.848 | +| JLDCF | 0.049 | 0.88 | 0.923 | 0.873 | 0.918 | 0.873 | 0.925 | 0.889 | 0.844 | +| CoNet | 0.063 | 0.858 | 0.909 | 0.841 | 0.901 | 0.844 | 0.913 | 0.867 | 0.802 | +| BBSNet | 0.055 | 0.879 | 0.917 | 0.872 | 0.906 | 0.868 | 0.922 | 0.883 | 0.83 | +| CMWNet | 0.062 | 0.867 | 0.909 | 0.851 | 0.9 | 0.851 | 0.913 | 0.874 | 0.811 | +| S2MA | 0.057 | 0.872 | 0.913 | 0.854 | 0.905 | 0.854 | 0.919 | 0.877 | 0.819 | +| UCNet | 0.051 | 0.875 | 0.918 | 0.868 | 0.914 | 0.867 | 0.919 | 0.879 | 0.836 | +| DANet_VGG16 | 0.054 | 0.878 | 0.917 | 0.864 | 0.91 | 0.864 | 0.921 | 0.884 | 0.829 | +| DANet_VGG19 | 0.054 | 0.875 | 0.915 | 0.855 | 0.908 | 0.854 | 0.918 | 0.876 | 0.822 | +| PGAR | 0.055 | 0.876 | 0.912 | 0.854 | 0.906 | 0.854 | 0.915 | 0.876 | 0.822 | +| DisenFuse | 0.068 | 0.859 | 0.899 | 0.819 | 0.893 | 0.82 | 0.911 | 0.852 | 0.78 | +| DPANet | 0.051 | 0.883 | 0.922 | 0.865 | 0.914 | 0.865 | 0.925 | 0.886 | 0.833 | +| ICNet | 0.069 | 0.854 | 0.9 | 0.836 | 0.89 | 0.835 | 0.903 | 0.857 | 0.791 | +| D3Net | 0.063 | 0.86 | 0.902 | 0.835 | 0.897 | 0.838 | 0.909 | 0.861 | 0.799 | +| RD3D | 0.048 | 0.885 | 0.924 | 0.874 | 0.918 | 0.873 | 0.924 | 0.889 | 0.845 | +| AFNet | 0.118 | 0.72 | 0.815 | 0.705 | 0.793 | 0.702 | 0.819 | 0.712 | 0.617 | +| CDCP | 0.224 | 0.595 | 0.722 | 0.495 | 0.683 | 0.482 | 0.721 | 0.505 | 0.397 | +| CPFP | 0.064 | 0.85 | 0.899 | 0.819 | 0.893 | 0.821 | 0.903 | 0.851 | 0.788 | +| CTMF | 0.139 | 0.716 | 0.824 | 0.684 | 0.704 | 0.608 | 0.829 | 0.694 | 0.535 | +| DCMC | 0.186 | 0.683 | 0.786 | 0.645 | 0.598 | 0.5 | 0.743 | 0.618 | 0.413 | +| DES | 0.298 | 0.616 | 0.751 | 0.644 | 0.564 | 0.496 | 0.77 | 0.669 | 0.342 | +| DF | 0.185 | 0.653 | 0.794 | 0.673 | 0.565 | 0.465 | 0.759 | 0.657 | 0.406 | +| DMRA | 0.086 | 0.806 | 0.863 | 0.818 | 0.843 | 0.81 | 0.874 | 0.821 | 0.739 | +| MMCI | 0.086 | 0.833 | 0.886 | 0.795 | 0.845 | 0.771 | 0.897 | 0.818 | 0.712 | +| NLPR | 0.184 | 0.511 | 0.719 | 0.592 | 0.436 | 0.287 | 0.716 | 0.574 | 0.256 | +| PCANet | 0.071 | 0.842 | 0.9 | 0.825 | 0.878 | 0.814 | 0.901 | 0.838 | 0.768 | +| TANet | 0.075 | 0.835 | 0.894 | 0.809 | 0.87 | 0.803 | 0.895 | 0.83 | 0.748 | + +### SSD + +| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | +|--------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| +| HDFNet_VGG16 | 0.048 | 0.866 | 0.913 | 0.844 | 0.899 | 0.833 | 0.909 | 0.849 | 0.808 | +| HDFNet_VGG19 | 0.046 | 0.875 | 0.911 | 0.847 | 0.905 | 0.848 | 0.913 | 0.861 | 0.819 | +| HDFNet_Res50 | 0.045 | 0.879 | 0.911 | 0.842 | 0.912 | 0.849 | 0.925 | 0.87 | 0.821 | +| CoNet | 0.06 | 0.853 | 0.898 | 0.805 | 0.898 | 0.818 | 0.915 | 0.84 | 0.779 | +| BBSNet | 0.044 | 0.882 | 0.92 | 0.849 | 0.904 | 0.843 | 0.919 | 0.859 | 0.811 | +| CMWNet | 0.051 | 0.875 | 0.902 | 0.82 | 0.906 | 0.837 | 0.93 | 0.871 | 0.795 | +| FRDT | 0.054 | 0.872 | 0.904 | 0.824 | 0.907 | 0.842 | 0.924 | 0.865 | 0.801 | +| S2MA | 0.052 | 0.868 | 0.898 | 0.818 | 0.89 | 0.823 | 0.909 | 0.848 | 0.787 | +| CasGNN | 0.047 | 0.872 | 0.915 | 0.841 | 0.915 | 0.85 | 0.923 | 0.863 | 0.826 | +| DANet_VGG16 | 0.05 | 0.869 | 0.909 | 0.831 | 0.894 | 0.833 | 0.907 | 0.852 | 0.798 | +| DANet_VGG19 | 0.05 | 0.864 | 0.911 | 0.827 | 0.892 | 0.826 | 0.914 | 0.843 | 0.795 | +| DPANet | 0.042 | 0.889 | 0.924 | 0.849 | 0.914 | 0.856 | 0.927 | 0.881 | 0.826 | +| ICNet | 0.064 | 0.848 | 0.879 | 0.799 | 0.887 | 0.815 | 0.902 | 0.841 | 0.772 | +| D3Net | 0.058 | 0.857 | 0.904 | 0.814 | 0.891 | 0.815 | 0.91 | 0.834 | 0.777 | +| AFNet | 0.118 | 0.714 | 0.803 | 0.694 | 0.762 | 0.672 | 0.807 | 0.687 | 0.589 | +| CDCP | 0.219 | 0.605 | 0.713 | 0.523 | 0.69 | 0.524 | 0.72 | 0.543 | 0.426 | +| CPFP | 0.082 | 0.807 | 0.832 | 0.726 | 0.839 | 0.747 | 0.852 | 0.766 | 0.708 | +| CTMF | 0.1 | 0.776 | 0.838 | 0.709 | 0.793 | 0.687 | 0.864 | 0.729 | 0.621 | +| DCMC | 0.168 | 0.707 | 0.789 | 0.683 | 0.642 | 0.569 | 0.792 | 0.713 | 0.478 | +| DES | 0.5 | 0.341 | 0.466 | 0.07 | 0.374 | 0.193 | 0.564 | 0.253 | 0.171 | +| DF | 0.151 | 0.743 | 0.801 | 0.708 | 0.68 | 0.613 | 0.814 | 0.731 | 0.533 | +| DMRA | 0.059 | 0.857 | 0.898 | 0.82 | 0.897 | 0.827 | 0.906 | 0.844 | 0.784 | +| MB | 0.219 | 0.499 | 0.637 | 0.416 | 0.556 | 0.357 | 0.666 | 0.457 | 0.276 | +| MMCI | 0.082 | 0.814 | 0.86 | 0.748 | 0.796 | 0.722 | 0.883 | 0.782 | 0.661 | +| NLPR | 0.2 | 0.563 | 0.726 | 0.55 | 0.508 | 0.366 | 0.709 | 0.535 | 0.313 | +| PCANet | 0.063 | 0.843 | 0.889 | 0.785 | 0.854 | 0.774 | 0.899 | 0.811 | 0.731 | +| TANet | 0.063 | 0.839 | 0.886 | 0.766 | 0.86 | 0.773 | 0.897 | 0.81 | 0.726 | + +### STEREO1000 + +| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | +|--------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| +| HDFNet_VGG16 | 0.039 | 0.906 | 0.937 | 0.879 | 0.936 | 0.881 | 0.947 | 0.908 | 0.863 | +| HDFNet_VGG19 | 0.04 | 0.903 | 0.934 | 0.875 | 0.932 | 0.878 | 0.941 | 0.901 | 0.859 | +| HDFNet_Res50 | 0.041 | 0.9 | 0.931 | 0.867 | 0.931 | 0.87 | 0.943 | 0.9 | 0.853 | +| JLDCF | 0.04 | 0.903 | 0.937 | 0.869 | 0.935 | 0.873 | 0.947 | 0.904 | 0.857 | +| CoNet | 0.038 | 0.905 | 0.941 | 0.883 | 0.94 | 0.886 | 0.947 | 0.901 | 0.865 | +| BBSNet | 0.041 | 0.908 | 0.941 | 0.885 | 0.928 | 0.883 | 0.942 | 0.903 | 0.858 | +| CMWNet | 0.043 | 0.905 | 0.93 | 0.869 | 0.928 | 0.872 | 0.944 | 0.901 | 0.847 | +| S2MA | 0.051 | 0.89 | 0.926 | 0.855 | 0.914 | 0.853 | 0.932 | 0.882 | 0.825 | +| UCNet | 0.039 | 0.903 | 0.942 | 0.885 | 0.938 | 0.884 | 0.944 | 0.899 | 0.867 | +| CasGNN | 0.039 | 0.899 | 0.929 | 0.876 | 0.934 | 0.89 | 0.943 | 0.901 | 0.867 | +| DANet_VGG16 | 0.047 | 0.892 | 0.926 | 0.858 | 0.915 | 0.857 | 0.93 | 0.882 | 0.83 | +| DANet_VGG19 | 0.043 | 0.901 | 0.931 | 0.868 | 0.923 | 0.87 | 0.937 | 0.892 | 0.846 | +| PGAR | 0.041 | 0.907 | 0.937 | 0.88 | 0.927 | 0.878 | 0.939 | 0.898 | 0.856 | +| DisenFuse | 0.054 | 0.883 | 0.915 | 0.841 | 0.909 | 0.843 | 0.926 | 0.872 | 0.811 | +| ICNet | 0.045 | 0.903 | 0.926 | 0.865 | 0.926 | 0.87 | 0.942 | 0.898 | 0.844 | +| D3Net | 0.046 | 0.899 | 0.924 | 0.859 | 0.92 | 0.866 | 0.938 | 0.891 | 0.838 | +| RD3D | 0.037 | 0.911 | 0.944 | 0.886 | 0.939 | 0.888 | 0.947 | 0.906 | 0.871 | +| AFNet | 0.075 | 0.825 | 0.887 | 0.807 | 0.872 | 0.806 | 0.887 | 0.823 | 0.752 | +| CDCP | 0.149 | 0.713 | 0.796 | 0.666 | 0.751 | 0.638 | 0.786 | 0.664 | 0.558 | +| CPFP | 0.051 | 0.879 | 0.907 | 0.83 | 0.911 | 0.841 | 0.925 | 0.874 | 0.817 | +| CTMF | 0.086 | 0.848 | 0.87 | 0.771 | 0.841 | 0.758 | 0.912 | 0.831 | 0.698 | +| DCMC | 0.148 | 0.731 | 0.831 | 0.742 | 0.655 | 0.59 | 0.819 | 0.74 | 0.52 | +| DES | 0.295 | 0.642 | 0.696 | 0.594 | 0.58 | 0.519 | 0.811 | 0.7 | 0.375 | +| DF | 0.141 | 0.757 | 0.838 | 0.742 | 0.692 | 0.617 | 0.847 | 0.757 | 0.549 | +| DMRA | 0.087 | 0.752 | 0.816 | 0.762 | 0.764 | 0.71 | 0.827 | 0.743 | 0.647 | +| MMCI | 0.068 | 0.873 | 0.905 | 0.829 | 0.873 | 0.813 | 0.927 | 0.863 | 0.76 | +| NLPR | 0.172 | 0.562 | 0.77 | 0.703 | 0.484 | 0.378 | 0.771 | 0.683 | 0.346 | +| PCANet | 0.064 | 0.875 | 0.907 | 0.826 | 0.887 | 0.818 | 0.925 | 0.86 | 0.778 | +| TANet | 0.06 | 0.871 | 0.916 | 0.835 | 0.893 | 0.828 | 0.923 | 0.861 | 0.787 | + +### DUTRGBD + +| methods | MAE | SM | adpE | adpF | avgE | avgF | maxE | maxF | wFm | +|--------------|-------|-------|--------|--------|--------|--------|--------|--------|-------| +| HDFNet_VGG16 | 0.04 | 0.905 | 0.938 | 0.892 | 0.929 | 0.889 | 0.94 | 0.908 | 0.865 | +| HDFNet_VGG19 | 0.039 | 0.911 | 0.941 | 0.894 | 0.937 | 0.894 | 0.949 | 0.923 | 0.871 | +| HDFNet_Res50 | 0.041 | 0.907 | 0.938 | 0.885 | 0.934 | 0.886 | 0.947 | 0.918 | 0.864 | +| JLDCF | 0.043 | 0.905 | 0.938 | 0.883 | 0.932 | 0.884 | 0.943 | 0.911 | 0.863 | +| CoNet | 0.034 | 0.919 | 0.952 | 0.908 | 0.947 | 0.91 | 0.956 | 0.927 | 0.89 | +| BBSNet | 0.038 | 0.912 | 0.945 | 0.904 | 0.932 | 0.9 | 0.945 | 0.918 | 0.874 | +| CMWNet | 0.056 | 0.887 | 0.922 | 0.866 | 0.912 | 0.864 | 0.926 | 0.888 | 0.831 | +| FRDT | 0.039 | 0.91 | 0.941 | 0.902 | 0.938 | 0.904 | 0.948 | 0.919 | 0.877 | +| S2MA | 0.044 | 0.903 | 0.935 | 0.885 | 0.928 | 0.883 | 0.937 | 0.9 | 0.862 | +| UCNet | 0.057 | 0.864 | 0.906 | 0.855 | 0.899 | 0.851 | 0.904 | 0.857 | 0.82 | +| CasGNN | 0.03 | 0.921 | 0.949 | 0.917 | 0.947 | 0.919 | 0.954 | 0.928 | 0.902 | +| DANet_VGG16 | 0.047 | 0.889 | 0.929 | 0.884 | 0.917 | 0.88 | 0.931 | 0.895 | 0.847 | +| DANet_VGG19 | 0.043 | 0.899 | 0.937 | 0.888 | 0.929 | 0.888 | 0.94 | 0.906 | 0.86 | +| PGAR | 0.035 | 0.92 | 0.95 | 0.914 | 0.939 | 0.909 | 0.949 | 0.925 | 0.889 | +| DisenFuse | 0.104 | 0.798 | 0.854 | 0.75 | 0.832 | 0.742 | 0.855 | 0.774 | 0.69 | +| DPANet | 0.048 | 0.899 | 0.929 | 0.881 | 0.916 | 0.876 | 0.926 | 0.893 | 0.852 | +| ICNet | 0.072 | 0.852 | 0.901 | 0.83 | 0.884 | 0.826 | 0.899 | 0.85 | 0.784 | +| D3Net | 0.097 | 0.775 | 0.849 | 0.756 | 0.789 | 0.718 | 0.833 | 0.742 | 0.668 | +| RD3D | 0.031 | 0.931 | 0.957 | 0.923 | 0.951 | 0.923 | 0.96 | 0.939 | 0.907 | +| CDCP | 0.159 | 0.688 | 0.794 | 0.633 | 0.744 | 0.604 | 0.776 | 0.625 | 0.519 | +| CPFP | 0.1 | 0.749 | 0.815 | 0.735 | 0.759 | 0.695 | 0.81 | 0.718 | 0.637 | +| CTMF | 0.097 | 0.831 | 0.882 | 0.792 | 0.81 | 0.747 | 0.899 | 0.823 | 0.681 | +| DCMC | 0.243 | 0.499 | 0.713 | 0.406 | 0.537 | 0.316 | 0.654 | 0.412 | 0.282 | +| DES | 0.28 | 0.659 | 0.749 | 0.666 | 0.593 | 0.541 | 0.801 | 0.724 | 0.379 | +| DF | 0.145 | 0.732 | 0.842 | 0.748 | 0.665 | 0.586 | 0.82 | 0.734 | 0.536 | +| DMRA | 0.048 | 0.888 | 0.93 | 0.882 | 0.926 | 0.884 | 0.933 | 0.897 | 0.851 | +| MB | 0.156 | 0.608 | 0.696 | 0.579 | 0.642 | 0.541 | 0.766 | 0.612 | 0.451 | +| MMCI | 0.112 | 0.791 | 0.856 | 0.753 | 0.774 | 0.696 | 0.859 | 0.767 | 0.627 | +| NLPR | 0.174 | 0.571 | 0.769 | 0.659 | 0.497 | 0.375 | 0.737 | 0.626 | 0.345 | +| PCANet | 0.1 | 0.801 | 0.863 | 0.76 | 0.821 | 0.741 | 0.856 | 0.771 | 0.687 | +| TANet | 0.093 | 0.808 | 0.871 | 0.779 | 0.83 | 0.761 | 0.861 | 0.79 | 0.704 | ## 相关文献 diff --git a/utils/print_formatter.py b/utils/print_formatter.py index 1ea37c3..289a203 100644 --- a/utils/print_formatter.py +++ b/utils/print_formatter.py @@ -56,7 +56,11 @@ def clip_string(string: str, max_length: int, padding_char: str = " ", mode: str def formatter_for_tabulate( - results: dict, method_name_length=10, metric_value_length=5, tablefmt="github" + results: dict, + dataset_titlefmt: str = "Dataset: {}", + method_name_length=None, + metric_value_length=None, + tablefmt="github", ): """ tabulate format: @@ -75,23 +79,23 @@ def formatter_for_tabulate( """ all_tables = [] for dataset_name, dataset_metrics in results.items(): - all_tables.append(f"Dataset: {dataset_name}") + all_tables.append(dataset_titlefmt.format(dataset_name)) table = [] headers = ["methods"] for method_name, metric_info in dataset_metrics.items(): - showed_method_name = clip_string( - method_name, max_length=method_name_length, mode="left" - ) - method_row = [showed_method_name] + if method_name_length: + method_name = clip_string(method_name, max_length=method_name_length, mode="left") + method_row = [method_name] # 保障顺序的一致性，虽然python3中已经实现了字典的有序性，但是为了确保万无一失，（毕竟可能设计到导出和导入）这里直接重新排序 for metric_name, metric_value in sorted(metric_info.items(), key=lambda item: item[0]): - showed_value_string = clip_string( - str(metric_value), max_length=metric_value_length, mode="center" - ) + if metric_value_length: + metric_value = clip_string( + str(metric_value), max_length=metric_value_length, mode="center" + ) if metric_name not in headers: headers.append(metric_name) - method_row.append(showed_value_string) + method_row.append(metric_value) table.append(method_row) all_tables.append(tabulate(table, headers, tablefmt=tablefmt))