Marine Animal Segmentation on RUWI (test)
91.3mIoUHFP-SAM2
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HFP-SAM2Backbone=Hiera-L2026.03 | 91.3 | 90.6 | 95.1 | — | 3.1 | — | |
| Dual-SAMBackbone=SAM-B, Resolution=512x5122024.04 | 90.4 | 90.3 | 93.9 | 95.9 | 3.5 | — | |
| Dual-SAM2024.04 | 90.4 | 90.3 | 93.9 | — | 3.5 | 95.9 | |
| HFP-SAMBackbone=ViT-B2026.03 | 90.4 | 89.3 | 93.6 | — | 3.4 | — | |
| MAS-SAMBackbone=ViT-B2026.03 | 90.2 | 89.4 | 94.1 | — | 3.5 | — | |
| Dual-SAMBackbone=ViT-B2026.03 | 90 | 90.3 | 93.5 | — | 3.5 | — | |
| SAM2-AdapterBackbone=Hiera-L2026.03 | 88.3 | 89.1 | 92.5 | — | 4.2 | — | |
| SAM-DA2024.04 | 88.1 | 88.9 | 92.5 | 94 | 4.4 | — | |
| SAM-DADF2024.04 | 88.1 | 88.9 | 92.5 | — | 4.4 | 94 | |
| SAM-DADFBackbone=ViT-H2026.03 | 88.1 | 88.9 | 92.5 | — | 4.4 | — | |
| Med-SAMBackbone=ViT-B2026.03 | 87.7 | 88.5 | 92.1 | — | 4.5 | — | |
| H2Former2024.04 | 87.1 | 88.4 | 91.9 | 94.5 | 4.5 | — | |
| H2Former2024.04 | 87.1 | 88.4 | 91.9 | — | 4.5 | 94.5 | |
| H2FormerBackbone=-2026.03 | 87.1 | 88.4 | 91.9 | — | 4.5 | — | |
| SAM-Ad2024.04 | 86.7 | 87.8 | 91.3 | 94.6 | 4.6 | — | |
| SAM-Adapter2024.04 | 86.7 | 87.8 | 91.3 | — | 4.6 | 94.6 | |
| SAM-AdapterBackbone=ViT-H2026.03 | 86.7 | 87.8 | 91.3 | — | 4.6 | — | |
| RankNet2024.04 | 86.5 | 88.6 | 88.9 | 75.9 | 5.6 | — | |
| MASNet2024.04 | 86.5 | 88 | 91.3 | 94.4 | 4.7 | — | |
| RankNet2024.04 | 86.5 | 88.6 | 88.9 | — | 5.6 | 75.9 | |
| MASNet2024.04 | 86.5 | 88 | 91.3 | — | 4.7 | 94.4 | |
| RankNetBackbone=ResNet-502026.03 | 86.5 | 88.6 | 88.9 | — | 5.6 | — | |
| MASNetBackbone=Res2Net-502026.03 | 86.5 | 88 | 91.3 | — | 4.7 | — | |
| PFNet2024.04 | 86.4 | 88.3 | 87 | 79 | 6.2 | — | |
| PFNet2024.04 | 86.4 | 88.3 | 87 | — | 6.2 | 79 | |
| PFNetBackbone=ResNet-502026.03 | 86.4 | 88.3 | 87 | — | 6.2 | — | |
| TransUNet2024.04 | 85.4 | 87.2 | 91 | 94 | 4.8 | — | |
| TransUNet2024.04 | 85.4 | 87.2 | 91 | — | 4.8 | 94 | |
| TransUNetBackbone=ResNet-50+ViT-B2026.03 | 85.4 | 87.2 | 91 | — | 4.8 | — | |
| SAM2024.04 | 84.9 | 85.5 | 90.7 | 92.9 | 5.7 | — | |
| SAM2024.04 | 84.9 | 85.5 | 90.7 | — | 5.7 | 92.9 | |
| SAMBackbone=ViT-B2026.03 | 84.9 | 85.5 | 90.7 | — | 5.7 | — | |
| I-MedSAMBackbone=ViT-B2026.03 | 84.4 | 84.9 | 89.7 | — | 5 | — | |
| BASNet2024.04 | 84.1 | 87.1 | 89.5 | — | 5.6 | 92.2 | |
| U2Net2024.04 | 84.1 | 87.3 | 86.1 | — | 7.4 | 78.6 | |
| BASNetBackbone=ResNet-342026.03 | 84.1 | 87.1 | 89.5 | — | 5.6 | — | |
| U2NetBackbone=-2026.03 | 84.1 | 87.3 | 86.1 | — | 7.4 | — | |
| C2FNet2024.04 | 84 | 83 | 88.3 | 92.4 | 6 | — | |
| C2FNet2024.04 | 84 | 83 | 88.3 | — | 6 | 92.4 | |
| C2FNetBackbone=Res2Net-502026.03 | 84 | 83 | 88.3 | — | 6 | — | |
| SETR2024.04 | 83.2 | 86.4 | 89.5 | 92.4 | 5.5 | — | |
| SETR2024.04 | 83.2 | 86.4 | 89.5 | — | 5.5 | 92.4 | |
| SETRBackbone=ViT-L2026.03 | 83.2 | 86.4 | 89.5 | — | 5.5 | — | |
| SCRN2024.04 | 83 | 84.7 | 88.3 | — | 5.9 | 92.5 | |
| SCRNBackbone=ResNet-502026.03 | 83 | 84.7 | 88.3 | — | 5.9 | — | |
| ECDNet2024.04 | 82.9 | 81.2 | 87.1 | 91.7 | 6.4 | — | |
| ECDNet2024.04 | 82.9 | 81.2 | 87.1 | — | 6.4 | 91.7 | |
| ECDNetBackbone=ResNet-502026.03 | 82.9 | 81.2 | 87.1 | — | 6.4 | — | |
| SAM2Backbone=Hiera-L2026.03 | 82.5 | 80.6 | 85.9 | — | 71.6 | — | |
| SINet2024.04 | 78.5 | 78.9 | 82.5 | 87.2 | 9.6 | — | |
| SINet2024.04 | 78.5 | 78.9 | 82.5 | — | 9.6 | 87.2 | |
| SINetBackbone=ResNet-502026.03 | 78.5 | 78.9 | 82.5 | — | 9.6 | — | |
| PFANet2024.04 | 77.3 | 76.5 | 81.1 | — | 9.6 | 86.7 | |
| PFANetBackbone=VGG-162026.03 | 77.3 | 76.5 | 81.1 | — | 9.6 | — | |
| OCENet2024.04 | 76.3 | 79.1 | 79.8 | 86.3 | 11.5 | — | |
| OCENet2024.04 | 76.3 | 79.1 | 79.8 | — | 11.5 | 86.3 | |
| OCENetBackbone=ResNet-502026.03 | 76.3 | 79.1 | 79.8 | — | 11.5 | — | |
| ZoomNet2024.04 | 73.9 | 75.3 | 77.1 | 81.7 | 13.7 | — | |
| ZoomNet2024.04 | 73.9 | 75.3 | 77.1 | — | 13.7 | 81.7 | |
| ZoomNetBackbone=ResNet-502026.03 | 73.9 | 75.3 | 77.1 | — | 13.7 | — | |
| UNet++2024.04 | 58.6 | 71.4 | 67.8 | — | 14.5 | 79 | |
| UNet++Backbone=-2026.03 | 58.6 | 71.4 | 67.8 | — | 14.5 | — |