| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| COD10K (test) | ZoomNeXt | S-measure (S_alpha)0.898 | 224 | 13d ago | |
| COD10K | S3ODNet | S-measure (S_alpha)0.923 | 178 | 4d ago | |
| CHAMELEON | S-measure (S_alpha)93.3 | 150 | 4d ago | ||
| CAMO (test) | E_phi0.933 | 111 | 13d ago | ||
| NC4K (test) | FOCUS | Sm0.915 | 68 | 1mo ago | |
| NC4K | M Score0.086 | 67 | 4d ago | ||
| CHAMELEON (test) | ZoomNeXt | F-beta Score0.885 | 66 | 1mo ago | |
| CAMO 250 (test) | M (Mean Score)0.159 | 59 | 1mo ago | ||
| NC4K | IP-SAM | Sm91.2 | 58 | 19d ago | |
| CAMO | Bi-CamoDiffusion | Weighted F-beta (Fwβ)0.874 | 44 | 4d ago | |
| CAMO | M Score0.092 | 37 | 23d ago | ||
| CAMO | Uncertainty-aware Joint Salient Object and Camouflaged Object Detection | S_alpha0.803 | 26 | 1mo ago | |
| COD10K 1.0 (test) | CamoDiffusion | MAE0.02 | 23 | 1mo ago | |
| CAMO 1.0 (test) | MCRNet | MAE0.041 | 23 | 1mo ago | |
| CHAMELEON | IP-SAM | MAE0.017 | 22 | 19d ago | |
| CAMO | IP-SAM | MAE3.2 | 22 | 19d ago | |
| NC4K 1.0 | CamoDiffusion | MAE0.029 | 21 | 1mo ago | |
| COD10K 14 (test) | WS-SAM | M Score3.8 | 21 | 1mo ago | |
| CAMO 30 (test) | LLaVA1.5+SAM | M Score0.314 | 21 | 1mo ago | |
| CHAMELEON 50 (test) | SAM | M0.207 | 21 | 1mo ago | |
| COD10K 2026 images (test) | DGA-Net | S-measure (Sm)0.903 | 20 | 1mo ago | |
| OVCOD-D | SDDF-L | AP59.4 | 17 | 20d ago | |
| NC4K 4121 images (test) | DGA-Net | Sm0.911 | 17 | 1mo ago | |
| OVCOD-D 1.0 (union of base and novel classes) | SDDF-L | AP56.4 | 14 | 20d ago | |
| CAMO 34 (test) | ERRNet | Sa0.761 | 14 | 1mo ago |
