Table 4.
Comparison with the different approaches in terms of the evaluation of OKS and VDS metrics on LQPI dataset.
Method | Metrics | AP | AP50 | AP75 | APM | APL | AR | AR50 | AR75 | ARM | ARL |
---|---|---|---|---|---|---|---|---|---|---|---|
OKS | 0.883 | 0.925 | 0.897 | 0.899 | 0.897 | 0.935 | 0.927 | 0.916 | 0.890 | 0.943 | |
VDN49 | VDS | 0.553 | 0.630 | 0.597 | 0.805 | 0.899 | 0.747 | 0.781 | 0.766 | 0.788 | 0.818 |
OKS | 0.880 | 0.918 | 0.899 | 0.886 | 0.887 | 0.924 | 0.952 | 0.942 | 0.911 | 0.930 | |
Anam-Net61 | VDS | 0.419 | 0.476 | 0.465 | 0.736 | 0.990 | 0.703 | 0.769 | 0.750 | 0.738 | 0.991 |
OKS | 0.637 | 0.660 | 0.640 | 0.517 | 0.677 | 0.760 | 0.779 | 0.769 | 0.663 | 0.792 | |
UNet62 | VDS | 0.232 | 0.292 | 0.243 | 0.957 | 0.706 | 0.540 | 0.596 | 0.558 | 0.658 | 0.709 |
OKS | 0.893 | 0.935 | 0.891 | 0.926 | 0.893 | 0.916 | 0.952 | 0.913 | 0.947 | 0.914 | |
UNet++63 | VDS | 0.580 | 0.642 | 0.595 | 0.804 | 0.941 | 0.769 | 0.817 | 0.788 | 0.807 | 0.945 |
OKS | 0.013 | 0.031 | 0.007 | 0.024 | 0.014 | 0.159 | 0.279 | 0.125 | 0.179 | 0.158 | |
SegNet64 | VDS | 0.024 | 0.038 | 0.023 | 0.152 | 0.258 | 0.134 | 0.173 | 0.135 | 0.149 | 0.255 |
OKS | 0.892 | 0.937 | 0.897 | 0.982 | 0.881 | 0.911 | 0.952 | 0.913 | 0.984 | 0.899 | |
Enet65 | VDS | 0.569 | 0.692 | 0.586 | 0.789 | 0.941 | 0.745 | 0.846 | 0.750 | 0.791 | 0.945 |
OKS | 0.924 | 0.957 | 0.937 | 0.965 | 0.914 | 0.938 | 0.962 | 0.952 | 0.968 | 0.935 | |
LEDNet66 | VDS | 0.605 | 0.718 | 0.623 | 0.828 | 0.946 | 0.761 | 0.846 | 0.769 | 0.833 | 0.950 |
OKS | 0.870 | 0.915 | 0.864 | 0.885 | 0.874 | 0.900 | 0.942 | 0.894 | 0.911 | 0.900 | |
improved Unet++67 | VDS | 0.527 | 0.618 | 0.560 | 0.815 | 0.901 | 0.723 | 0.798 | 0.750 | 0.818 | 0.909 |
OKS | 0.940 | 0.965 | 0.942 | 0.935 | 0.947 | 0.951 | 0.971 | 0.952 | 0.942 | 0.963 | |
improved U-Net68 | VDS | 0.632 | 0.698 | 0.660 | 0.812 | 0.995 | 0.825 | 0.875 | 0.846 | 0.816 | 0.995 |
OKS | 0.893 | 0.929 | 0.939 | 0.926 | 0.949 | 0.957 | 0.982 | 0.960 | 0.937 | 0.971 | |
AFFormer69 | VDS | 0.611 | 0.688 | 0.667 | 0.853 | 0.916 | 0.819 | 0.864 | 0.856 | 0.860 | 0.980 |
OKS | 0.923 | 0.958 | 0.925 | 0.933 | 0.937 | 0.956 | 0.968 | 0.932 | 0.943 | 0.981 | |
EfficientSAM70 | VDS | 0.618 | 0.697 | 0.673 | 0.852 | 0.931 | 0.817 | 0.883 | 0.842 | 0.862 | 0.928 |
OKS | 0.941 | 0.970 | 0.942 | 0.932 | 0.947 | 0.961 | 0.981 | 0.962 | 0.942 | 0.971 | |
PIN(Ours) | VDS | 0.637 | 0.725 | 0.668 | 0.868 | 0.946 | 0.831 | 0.883 | 0.849 | 0.871 | 0.950 |
Significant values are in bold.