Marine Animal Segmentation on MAS3K
0.807mIoUHFP-SAM2
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HFP-SAM2Backbone=Hiera-L2026.03 | 0.807 | 0.891 | 0.863 | — | 0.022 | |
| HFP-SAMBackbone=ViT-B2026.03 | 0.797 | 0.888 | 0.845 | — | 0.024 | |
| Dual-SAM2024.04 | 0.789 | 0.884 | 0.838 | 0.933 | 0.023 | |
| Dual-SAMBackbone=ViT-B2026.03 | 0.789 | 0.884 | 0.838 | — | 0.023 | |
| MAS-SAMBackbone=ViT-B2026.03 | 0.788 | 0.887 | 0.84 | — | 0.025 | |
| SAM2-AdapterBackbone=Hiera-L2026.03 | 0.778 | 0.862 | 0.824 | — | 0.027 | |
| H2Former2024.04 | 0.748 | 0.865 | 0.81 | 0.925 | 0.028 | |
| H2Former2026.03 | 0.748 | 0.865 | 0.81 | — | 0.028 | |
| MASNet2024.04 | 0.742 | 0.864 | 0.788 | 0.906 | 0.032 | |
| SAM-DA2024.04 | 0.742 | 0.866 | 0.806 | 0.925 | 0.028 | |
| MASNetBackbone=Res2Net-502026.03 | 0.742 | 0.864 | 0.788 | — | 0.032 | |
| SAM-DADFBackbone=ViT-H2026.03 | 0.742 | 0.866 | 0.806 | — | 0.028 | |
| TransUNet2024.04 | 0.739 | 0.861 | 0.805 | 0.919 | 0.029 | |
| TransUNetBackbone=ResNet-50+ViT-B2026.03 | 0.739 | 0.861 | 0.805 | — | 0.029 | |
| Med-SAMBackbone=ViT-B2026.03 | 0.739 | 0.861 | 0.811 | — | 0.031 | |
| ZoomNet2024.04 | 0.736 | 0.862 | 0.78 | 0.898 | 0.032 | |
| ZoomNetBackbone=ResNet-502026.03 | 0.736 | 0.862 | 0.78 | — | 0.032 | |
| C2FNet2024.04 | 0.717 | 0.851 | 0.761 | 0.894 | 0.038 | |
| C2FNetBackbone=Res2Net-502026.03 | 0.717 | 0.851 | 0.761 | — | 0.038 | |
| SETR2024.04 | 0.715 | 0.855 | 0.789 | 0.917 | 0.03 | |
| SETRBackbone=ViT-L2026.03 | 0.715 | 0.855 | 0.789 | — | 0.03 | |
| SAM-Ad2024.04 | 0.714 | 0.847 | 0.782 | 0.914 | 0.033 | |
| SAM-AdapterBackbone=ViT-H2026.03 | 0.714 | 0.847 | 0.782 | — | 0.033 | |
| ECDNet2024.04 | 0.711 | 0.85 | 0.766 | 0.901 | 0.036 | |
| ECDNetBackbone=ResNet-502026.03 | 0.711 | 0.85 | 0.766 | — | 0.036 | |
| I-MedSAMBackbone=ViT-B2026.03 | 0.698 | 0.835 | 0.759 | — | 0.039 | |
| PFNet2024.04 | 0.695 | 0.839 | 0.746 | 0.89 | 0.039 | |
| PFNetBackbone=ResNet-502026.03 | 0.695 | 0.839 | 0.746 | — | 0.039 | |
| SCRNBackbone=ResNet-502026.03 | 0.693 | 0.839 | 0.73 | — | 0.041 | |
| BASNetBackbone=ResNet-342026.03 | 0.677 | 0.826 | 0.724 | — | 0.046 | |
| OCENet2024.04 | 0.667 | 0.824 | 0.703 | 0.868 | 0.052 | |
| OCENetBackbone=ResNet-502026.03 | 0.667 | 0.824 | 0.703 | — | 0.052 | |
| SINet2024.04 | 0.658 | 0.82 | 0.725 | 0.884 | 0.039 | |
| RankNet2024.04 | 0.658 | 0.812 | 0.722 | 0.867 | 0.043 | |
| SINetBackbone=ResNet-502026.03 | 0.658 | 0.82 | 0.725 | — | 0.039 | |
| RankNetBackbone=ResNet-502026.03 | 0.658 | 0.812 | 0.722 | — | 0.043 | |
| U2Net2026.03 | 0.654 | 0.812 | 0.711 | — | 0.047 | |
| SAM2Backbone=Hiera-L2026.03 | 0.602 | 0.784 | 0.705 | — | 0.05 | |
| SAM2024.04 | 0.566 | 0.763 | 0.656 | 0.807 | 0.059 | |
| SAMBackbone=ViT-B2026.03 | 0.566 | 0.763 | 0.656 | — | 0.059 | |
| UNet++2026.03 | 0.506 | 0.726 | 0.552 | — | 0.083 | |
| PFANetBackbone=VGG-162026.03 | 0.405 | 0.69 | 0.471 | — | 0.086 |