Camouflaged Object Detection on CAMO (S_alpha, F_w_beta, E_xi, M)
91.2S_alphaRIDE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RIDEBackbone=DINOv2-L2026.05 | 91.2 | — | — | 2.8 | 91.1 | 96.7 | |
| C3NetBackbone=DINOv2-L2026.05 | 90.4 | — | — | 3.1 | 89.2 | 95.3 | |
| RIDEBackbone=PVT V22026.05 | 88.7 | — | — | 4.1 | 86.8 | 94 | |
| VSCodeBackbone=DINOv2-L2026.05 | 88.2 | — | — | 4.3 | 86 | 93.1 | |
| SENetGFLOPs=142.3, FPS=41.72026.04 | 87.9 | 83.8 | 92.3 | 4.3 | — | — | |
| CamoDiffBackbone=PVT V22026.05 | 87.8 | — | — | 4.2 | 85.3 | 93.6 | |
| RUNBackbone=PVT V22026.05 | 87.7 | — | — | 4.5 | 86.1 | 93.4 | |
| CATPBackbone=CFRN, GFLOPs=219.8, FPS=25.22026.04 | 87.5 | 83.3 | 92.9 | 4.4 | — | — | |
| CFRNGFLOPs=358.9, FPS=18.72026.04 | 87.1 | 82.8 | 92.9 | 4.3 | — | — | |
| CATPBackbone=SENet, GFLOPs=100.4, FPS=45.52026.04 | 86.3 | 81.2 | 90.3 | 5.1 | — | — | |
| RIDEBackbone=Res2Net502026.05 | 84.8 | — | — | 6.5 | 82.6 | 91.2 | |
| RUNBackbone=Res2Net502026.05 | 84.3 | — | — | 6.6 | 81.5 | 90.5 | |
| RIDEBackbone=ResNet502026.05 | 81.7 | — | — | 6.8 | 79 | 89.1 | |
| FSELBackbone=ResNet502026.05 | 81.6 | — | — | 6.9 | 77.9 | 88.1 | |
| FocusDiffBackbone=ResNet502026.05 | 81.2 | — | — | 6.9 | 77.2 | 88.3 | |
| RUNBackbone=ResNet502026.05 | 80.6 | — | — | 7 | 78.1 | 86.8 | |
| FEDERBackbone=ResNet502026.05 | 80.2 | — | — | 7 | 77.5 | 87 | |
| FGANetBackbone=ResNet502026.05 | 80 | — | — | 7 | 76.9 | 86.5 | |
| BSA-NetBackbone=Res2Net502026.05 | 79.6 | — | — | 7.9 | 76.8 | 85.1 | |
| TR-PEFTBackbone=SENet, GFLOPs=131.8, FPS=40.352026.04 | 63.1 | 45.2 | 70.3 | 14.3 | — | — | |
| TR-PEFTBackbone=CFRN, GFLOPs=344.5, FPS=17.12026.04 | 62.9 | 42.3 | 68.9 | 14.7 | — | — |