| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| COD10K (test) | B-GRTO | S-measure (S_alpha)0.907 | 306 | 8d ago | |
| COD10K | S3ODNet | S-measure (S_alpha)0.923 | 217 | 8d ago | |
| CHAMELEON | S-measure (S_alpha)93.3 | 207 | 16d ago | ||
| CAMO (test) | CLIP Surgery+SAM | M0.206 | 154 | 8d ago | |
| NC4K (test) | FOCUS | Sm0.915 | 89 | 8d ago | |
| NC4K | M Score0.109 | 88 | 16d ago | ||
| NC4K | Bi-CamoDiffusion | MAE0.0209 | 72 | 1mo ago | |
| CHAMELEON (test) | E-phi Score0.963 | 67 | 1mo ago | ||
| CAMO 250 (test) | M (Mean Score)0.159 | 65 | 8d ago | ||
| CAMO | Bi-CamoDiffusion | Weighted F-beta (Fwβ)0.874 | 44 | 1mo ago | |
| CHAMELEON 76 (test) | BED-SAM2 | Sm0.941 | 44 | 8d ago | |
| CAMO | M Score0.092 | 37 | 2mo ago | ||
| NC4K | MGNet-B4 | S_alpha0.896 | 33 | 8d ago | |
| COD10K 2026 | S-measure (Sm)89.6 | 31 | 8d ago | ||
| NC4K | S_alpha89.3 | 31 | 1mo ago | ||
| CAMO (250) | CamoFormer | Sm88.5 | 30 | 8d ago | |
| CHAMELEON (76) | Sm Score92.3 | 26 | 8d ago | ||
| CAMO | Uncertainty-aware Joint Salient Object and Camouflaged Object Detection | S_alpha0.803 | 26 | 3mo ago | |
| Weeds-Banana (test) | ARNet-v2 | S_alpha0.9027 | 23 | 1mo ago | |
| COD10K 1.0 (test) | CamoDiffusion | MAE0.02 | 23 | 3mo ago | |
| CAMO 1.0 (test) | MCRNet | MAE0.041 | 23 | 3mo ago | |
| CHAMELEON | IP-SAM | MAE0.017 | 22 | 2mo ago | |
| CAMO | IP-SAM | MAE3.2 | 22 | 2mo ago | |
| CAMO | RIDE | S_alpha91.2 | 21 | 16d ago | |
| NC4K 1.0 | CamoDiffusion | MAE0.029 | 21 | 3mo ago |
