Dichotomous Image Segmentation on DIS5K (DIS-VD)
0.9F_beta (Weighted)FCLM
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FCLMVenue=/2026.01 | 0.9 | 0.909 | 0.924 | 796 | — | — | 0.025 | 0.945 | — | — | — | — | |
| DiffDISVenue=NIPS242026.01 | 0.888 | 0.904 | 0.918 | — | — | — | 0.029 | 0.948 | — | — | — | — | |
| Pi-SAMVenue=MM242026.01 | 0.866 | 0.889 | 0.883 | 1,322 | — | — | 0.035 | 0.945 | — | — | — | — | |
| MVANetVenue=CVPR242026.01 | 0.861 | 0.909 | 0.904 | 878 | — | — | 0.035 | 0.937 | — | — | — | — | |
| GerperceptVenue=ICLR252026.01 | 0.859 | 0.887 | 0.877 | 1,262 | — | — | 0.035 | 0.941 | — | — | — | — | |
| BiRefNetVenue=AIR242026.01 | 0.854 | 0.898 | 0.891 | 989 | — | — | 0.038 | 0.931 | — | — | — | — | |
| BiRefNet2026.05 | 0.854 | — | — | — | — | — | 0.038 | — | 0.891 | 0.898 | 0.931 | — | |
| BiRefNetSetting=Zero-shot2026.05 | 0.854 | — | — | — | — | — | 0.038 | — | 0.891 | 0.898 | 0.931 | 989 | |
| FSANetVenue=TNNLS242026.01 | 0.776 | 0.845 | 0.825 | 1,094 | — | — | 0.057 | 0.894 | — | — | — | — | |
| FP-DISVenue=IJCAI232026.01 | 0.763 | 0.843 | 0.823 | 1,309 | — | — | 0.062 | 0.891 | — | — | — | — | |
| UDUNVenue=MM232026.01 | 0.763 | 0.838 | 0.823 | 1,097 | — | — | 0.059 | 0.892 | — | — | — | — | |
| FP-DIS2026.05 | 0.763 | — | — | — | — | — | 0.062 | — | 0.823 | 0.843 | 0.891 | — | |
| FP-DISSetting=Zero-shot2026.05 | 0.763 | — | — | — | — | — | 0.062 | — | 0.823 | 0.843 | 0.891 | 1,309 | |
| UDUNSetting=Zero-shot2026.05 | 0.763 | — | — | — | — | — | 0.059 | — | 0.823 | 0.838 | 0.892 | 1,097 | |
| MaskFactoryGenerated Image Count=100002024.12 | 0.759 | 0.866 | — | — | — | 0.835 | 0.072 | 0.923 | — | — | — | — | |
| MaskFactoryVenue=NIPS242026.01 | 0.759 | 0.866 | 0.835 | — | — | — | 0.072 | 0.923 | — | — | — | — | |
| MaskFactoryGenerated Image Count=75002024.12 | 0.757 | 0.86 | — | — | — | 0.834 | 0.071 | 0.914 | — | — | — | — | |
| HitNetVenue=AAAI232026.01 | 0.757 | 0.828 | 0.805 | 1,550 | — | — | 0.061 | 0.89 | — | — | — | — | |
| MaskFactoryGenerated Image Count=50002024.12 | 0.754 | 0.855 | — | — | — | 0.833 | 0.073 | 0.911 | — | — | — | — | |
| LiWiEvaluation Protocol=Zero-shot2026.05 | 0.744 | — | — | — | — | — | 0.078 | — | 0.791 | 0.821 | 0.871 | — | |
| ADDSetting=Zero-shot2026.05 | 0.744 | — | — | — | — | — | 0.078 | — | 0.791 | 0.821 | 0.871 | 1,417 | |
| PGNetVenue=CVPR222026.01 | 0.733 | 0.824 | 0.798 | — | — | — | 0.067 | 0.879 | — | — | — | — | |
| PGNet2026.05 | 0.733 | — | — | — | — | — | 0.067 | — | 0.798 | 0.824 | 0.879 | — | |
| PGNetSetting=Zero-shot2026.05 | 0.733 | — | — | — | — | — | 0.067 | — | 0.798 | 0.824 | 0.879 | 1,326 | |
| Dataset DiffusionGenerated Image Count=25002024.12 | 0.726 | 0.826 | — | — | — | 0.793 | 0.074 | 0.868 | — | — | — | — | |
| Dataset DiffusionGenerated Image Count=50002024.12 | 0.726 | 0.821 | — | — | — | 0.78 | 0.077 | 0.859 | — | — | — | — | |
| MaskFactoryGenerated Image Count=25002024.12 | 0.725 | 0.832 | — | — | — | 0.831 | 0.073 | 0.88 | — | — | — | — | |
| DatasetDMGenerated Image Count=25002024.12 | 0.72 | 0.814 | — | — | — | 0.792 | 0.076 | 0.869 | — | — | — | — | |
| DatasetDMGenerated Image Count=50002024.12 | 0.719 | 0.81 | — | — | — | 0.791 | 0.076 | 0.864 | — | — | — | — | |
| IS-NetGenerated Image Count=02024.12 | 0.717 | 0.813 | — | — | — | 0.791 | 0.074 | 0.856 | — | — | — | — | |
| IS-NetVenue=ECCV222026.01 | 0.717 | 0.813 | 0.791 | 1,116 | — | — | 0.074 | 0.856 | — | — | — | — | |
| IS-Net2026.05 | 0.717 | — | — | — | — | — | 0.074 | — | 0.791 | 0.813 | 0.856 | — | |
| IS-NetSetting=Zero-shot2026.05 | 0.717 | — | — | — | — | — | 0.074 | — | 0.791 | 0.813 | 0.856 | 1,116 | |
| Dataset DiffusionGenerated Image Count=75002024.12 | 0.716 | 0.804 | — | — | — | 0.771 | 0.076 | 0.852 | — | — | — | — | |
| DatasetDMGenerated Image Count=75002024.12 | 0.712 | 0.807 | — | — | — | 0.788 | 0.075 | 0.864 | — | — | — | — | |
| DatasetDMGenerated Image Count=100002024.12 | 0.71 | 0.805 | — | — | — | 0.785 | 0.077 | 0.86 | — | — | — | — | |
| Dataset DiffusionGenerated Image Count=100002024.12 | 0.71 | 0.79 | — | — | — | 0.767 | 0.077 | 0.838 | — | — | — | — | |
| HQ-SAMVenue=NIPS232026.01 | 0.706 | 0.74 | 0.739 | 1,553 | — | — | 0.12 | 0.818 | — | — | — | — | |
| BASNet2026.05 | 0.656 | — | — | — | — | — | 0.094 | — | 0.737 | 0.781 | 0.809 | — | |
| U2Net2026.05 | 0.656 | — | — | — | — | — | 0.089 | — | 0.753 | 0.785 | 0.809 | — | |
| BASNetSetting=Zero-shot2026.05 | 0.656 | — | — | — | — | — | 0.094 | — | 0.737 | 0.781 | 0.809 | 1,132 | |
| U2NetSetting=Zero-shot2026.05 | 0.656 | — | — | — | — | — | 0.089 | — | 0.753 | 0.785 | 0.809 | 1,139 | |
| HRNet2026.05 | 0.641 | — | — | — | — | — | 0.095 | — | 0.726 | 0.767 | 0.824 | — | |
| HRNetSetting=Zero-shot2026.05 | 0.641 | — | — | — | — | — | 0.095 | — | 0.726 | 0.767 | 0.824 | 1,560 | |
| InSPyReNetTrain Scale=LR scale, Resolution=384 x 3842022.09 | — | 0.887 | 0.876 | 905 | 0.745 | — | — | — | — | — | — | — | |
| InSPyReNetTrain Scale=HR scale, Resolution=1024 x 10242022.09 | — | 0.9 | 0.889 | 904 | 0.797 | — | — | — | — | — | — | — | |
| IS-Net2022.09 | — | 0.813 | 0.791 | 1,116 | 0.741 | — | — | — | — | — | — | — |