Marine Animal Segmentation on UFO120 (test)
81.3mIoUHFP-SAM2
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HFP-SAM2Backbone=Hiera-L2026.03 | 81.3 | 87 | 86.8 | — | 5.8 | 92.1 | |
| Dual-SAMBackbone=SAM-B, Resolution=512x5122024.04 | 81 | 85.6 | 86.4 | 91.4 | 6.4 | — | |
| Dual-SAM2024.04 | 81 | 85.6 | 86.4 | — | 6.4 | 91.4 | |
| Dual-SAMBackbone=ViT-B2026.03 | 81 | 85.6 | 86.4 | — | 6.4 | 91.4 | |
| MAS-SAMBackbone=ViT-B2026.03 | 80.7 | 86.1 | 86.4 | — | 6.3 | 91.4 | |
| HFP-SAMBackbone=ViT-B2026.03 | 80.3 | 86.5 | 86.2 | — | 6.1 | 91.8 | |
| H2Former2024.04 | 78 | 84.4 | 84.5 | 90.1 | 7 | — | |
| H2Former2024.04 | 78 | 84.4 | 84.5 | — | 7 | 90.1 | |
| H2FormerBackbone=-2026.03 | 78 | 84.4 | 84.5 | — | 7 | 90.1 | |
| Med-SAMBackbone=ViT-B2026.03 | 77.4 | 84.2 | 83.9 | — | 7.2 | 89.9 | |
| SAM-DA2024.04 | 76.8 | 84.1 | 83.6 | 89.3 | 7.3 | — | |
| SAM-DADF2024.04 | 76.8 | 84.1 | 83.6 | — | 7.3 | 89.3 | |
| SAM-DADFBackbone=ViT-H2026.03 | 76.8 | 84.1 | 83.6 | — | 7.3 | 89.3 | |
| SINet2024.04 | 76.7 | 83.7 | 83.4 | 89 | 7.9 | — | |
| SINet2024.04 | 76.7 | 83.7 | 83.4 | — | 7.9 | 89 | |
| SINetBackbone=ResNet-502026.03 | 76.7 | 83.7 | 83.4 | — | 7.9 | 89 | |
| SAM-Ad2024.04 | 75.7 | 82.9 | 83.4 | 88.4 | 8.1 | — | |
| SAM-Adapter2024.04 | 75.7 | 82.9 | 83.4 | — | 8.1 | 88.4 | |
| SAM-AdapterBackbone=ViT-H2026.03 | 75.7 | 82.9 | 83.4 | — | 8.1 | 88.4 | |
| SAM2-AdapterBackbone=Hiera-L2026.03 | 75.5 | 80.3 | 79.7 | — | 9.5 | 85.3 | |
| MASNet2024.04 | 75.4 | 82.7 | 82 | 87.9 | 8.3 | — | |
| MASNet2024.04 | 75.4 | 82.7 | 82 | — | 8.3 | 87.9 | |
| MASNetBackbone=Res2Net-502026.03 | 75.4 | 82.7 | 82 | — | 8.3 | 87.9 | |
| TransUNet2024.04 | 75.2 | 82.5 | 82.7 | 88.8 | 7.9 | — | |
| TransUNet2024.04 | 75.2 | 82.5 | 82.7 | — | 7.9 | 88.8 | |
| TransUNetBackbone=ResNet-50+ViT-B2026.03 | 75.2 | 82.5 | 82.7 | — | 7.9 | 88.8 | |
| C2FNet2024.04 | 74.7 | 82.6 | 80.6 | 87.8 | 8.3 | — | |
| C2FNet2024.04 | 74.7 | 82.6 | 80.6 | — | 8.3 | 87.8 | |
| C2FNetBackbone=Res2Net-502026.03 | 74.7 | 82.6 | 80.6 | — | 8.3 | 87.8 | |
| RankNet2024.04 | 73.9 | 82.3 | 77.2 | 82.8 | 10.1 | — | |
| RankNet2024.04 | 73.9 | 82.3 | 77.2 | — | 10.1 | 82.8 | |
| RankNetBackbone=ResNet-502026.03 | 73.9 | 82.3 | 77.2 | — | 10.1 | 82.8 | |
| I-MedSAMBackbone=ViT-B2026.03 | 73 | 81.8 | 78.8 | — | 8.4 | 86.5 | |
| SETR2024.04 | 71.1 | 81.1 | 79.6 | 87.1 | 8.9 | — | |
| SETR2024.04 | 71.1 | 81.1 | 79.6 | — | 8.9 | 87.1 | |
| SETRBackbone=ViT-L2026.03 | 71.1 | 81.1 | 79.6 | — | 8.9 | 87.1 | |
| BASNet2024.04 | 71 | 80.9 | 79.3 | — | 9.7 | 86.5 | |
| BASNetBackbone=ResNet-342026.03 | 71 | 80.9 | 79.3 | — | 9.7 | 86.5 | |
| ECDNet2024.04 | 69.3 | 78.3 | 76.8 | 84.8 | 10.3 | — | |
| ECDNet2024.04 | 69.3 | 78.3 | 76.8 | — | 10.3 | 84.8 | |
| ECDNetBackbone=ResNet-502026.03 | 69.3 | 78.3 | 76.8 | — | 10.3 | 84.8 | |
| SAM2Backbone=Hiera-L2026.03 | 69.2 | 76 | 72.5 | — | 13.5 | 80.5 | |
| SAM2024.04 | 68.1 | 76.8 | 74.5 | 82.7 | 12.1 | — | |
| SAM2024.04 | 68.1 | 76.8 | 74.5 | — | 12.1 | 82.7 | |
| SAMBackbone=ViT-B2026.03 | 68.1 | 76.8 | 74.5 | — | 12.1 | 82.7 | |
| U2Net2024.04 | 68 | 79.2 | 70.9 | — | 13.4 | 81.1 | |
| U2NetBackbone=-2026.03 | 68 | 79.2 | 70.9 | — | 13.4 | 81.1 | |
| SCRN2024.04 | 67.8 | 78.3 | 76 | — | 10.6 | 83.9 | |
| SCRNBackbone=ResNet-502026.03 | 67.8 | 78.3 | 76 | — | 10.6 | 83.9 | |
| PFANet2024.04 | 67.7 | 75.2 | 72.3 | — | 12.9 | 81.5 | |
| PFANetBackbone=VGG-162026.03 | 67.7 | 75.2 | 72.3 | — | 12.9 | 81.5 | |
| ZoomNet2024.04 | 61.6 | 70.2 | 67 | 81.5 | 17.4 | — | |
| ZoomNet2024.04 | 61.6 | 70.2 | 67 | — | 17.4 | 81.5 | |
| ZoomNetBackbone=ResNet-502026.03 | 61.6 | 70.2 | 67 | — | 17.4 | 81.5 | |
| OCENet2024.04 | 60.5 | 72.5 | 66.8 | 77.3 | 16.1 | — | |
| OCENet2024.04 | 60.5 | 72.5 | 66.8 | — | 16.1 | 77.3 | |
| OCENetBackbone=ResNet-502026.03 | 60.5 | 72.5 | 66.8 | — | 16.1 | 77.3 | |
| PFNet2024.04 | 57 | 70.8 | 55 | 68.3 | 21.6 | — | |
| PFNet2024.04 | 57 | 70.8 | 55 | — | 21.6 | 68.3 | |
| PFNetBackbone=ResNet-502026.03 | 57 | 70.8 | 55 | — | 21.6 | 68.3 | |
| UNet++2024.04 | 41.2 | 45.9 | 43.3 | — | 40.9 | 45.1 | |
| UNet++Backbone=-2026.03 | 41.2 | 45.9 | 43.3 | — | 40.9 | 45.1 |