Marine Animal Segmentation on RMAS
75.8mIoUHFP-SAM2
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HFP-SAM2Backbone=Hiera-L2026.03 | 75.8 | 86.9 | 83.3 | — | 1.9 | |
| HFP-SAMBackbone=ViT-B2026.03 | 74.5 | 86.5 | 82 | — | 2.1 | |
| MAS-SAMBackbone=ViT-B2026.03 | 74.2 | 86.5 | 81.9 | — | 2.1 | |
| Dual-SAM2024.04 | 73.5 | 86 | 81.2 | 94.4 | 2.2 | |
| Dual-SAMBackbone=ViT-B2026.03 | 73.5 | 86 | 81.2 | — | 2.2 | |
| MASNet2024.04 | 73.1 | 86.2 | 80.1 | 92 | 2.4 | |
| MASNetBackbone=Res2Net-502026.03 | 73.1 | 86.2 | 80.1 | — | 2.4 | |
| ZoomNet2024.04 | 72.8 | 85.5 | 79.5 | 91.5 | 2.2 | |
| ZoomNetBackbone=ResNet-502026.03 | 72.8 | 85.5 | 79.5 | — | 2.2 | |
| C2FNet2024.04 | 72.1 | 85.8 | 78.8 | 92.3 | 2.6 | |
| C2FNetBackbone=Res2Net-502026.03 | 72.1 | 85.8 | 78.8 | — | 2.6 | |
| H2Former2024.04 | 71.7 | 84.4 | 79.9 | 93.1 | 2.3 | |
| H2Former2026.03 | 71.7 | 84.4 | 79.9 | — | 2.3 | |
| BASNetBackbone=ResNet-342026.03 | 70.7 | 84.7 | 77.1 | — | 3.2 | |
| RankNet2024.04 | 70.4 | 84.6 | 77.2 | 92.7 | 2.6 | |
| RankNetBackbone=ResNet-502026.03 | 70.4 | 84.6 | 77.2 | — | 2.6 | |
| SCRNBackbone=ResNet-502026.03 | 69.5 | 84.2 | 73.1 | — | 3 | |
| PFNet2024.04 | 69.4 | 84.3 | 77.1 | 92.2 | 2.6 | |
| PFNetBackbone=ResNet-502026.03 | 69.4 | 84.3 | 77.1 | — | 2.6 | |
| TransUNet2024.04 | 68.8 | 83.2 | 77.6 | 94.1 | 2.5 | |
| TransUNetBackbone=ResNet-50+ViT-B2026.03 | 68.8 | 83.2 | 77.6 | — | 2.5 | |
| SAM-DA2024.04 | 68.6 | 83.3 | 78 | 92.6 | 2.4 | |
| SAM-DADFBackbone=ViT-H2026.03 | 68.6 | 83.3 | 78 | — | 2.4 | |
| SINet2024.04 | 68.4 | 83.5 | 78 | 90.8 | 2.5 | |
| SINetBackbone=ResNet-502026.03 | 68.4 | 83.5 | 78 | — | 2.5 | |
| OCENet2024.04 | 68 | 83.6 | 75.2 | 90 | 3 | |
| OCENetBackbone=ResNet-502026.03 | 68 | 83.6 | 75.2 | — | 3 | |
| Med-SAMBackbone=ViT-B2026.03 | 67.8 | 83.2 | 77.8 | — | 2.7 | |
| U2Net2026.03 | 67.6 | 83 | 76.2 | — | 2.9 | |
| ECDNet2024.04 | 66.4 | 82.3 | 68.9 | 85.4 | 3.6 | |
| ECDNetBackbone=ResNet-502026.03 | 66.4 | 82.3 | 68.9 | — | 3.6 | |
| SAM-Ad2024.04 | 65.6 | 81.6 | 75.2 | 92.7 | 2.7 | |
| SAM-AdapterBackbone=ViT-H2026.03 | 65.6 | 81.6 | 75.2 | — | 2.7 | |
| SETR2024.04 | 65.4 | 81.8 | 74.7 | 93.3 | 2.8 | |
| SETRBackbone=ViT-L2026.03 | 65.4 | 81.8 | 74.7 | — | 2.8 | |
| SAM2-AdapterBackbone=Hiera-L2026.03 | 65 | 79.1 | 70.2 | — | 3.6 | |
| I-MedSAMBackbone=ViT-B2026.03 | 63.3 | 80.3 | 69.9 | — | 3.5 | |
| UNet++2026.03 | 55.8 | 76.3 | 64.4 | — | 4.6 | |
| PFANetBackbone=VGG-162026.03 | 55.6 | 76.7 | 58.2 | — | 5.1 | |
| SAM2024.04 | 44.5 | 69.7 | 53.4 | 79 | 5.3 | |
| SAMBackbone=ViT-B2026.03 | 44.5 | 69.7 | 53.4 | — | 5.3 | |
| SAM2Backbone=Hiera-L2026.03 | 39.5 | 60.2 | 40.3 | — | 16.8 |