| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CAMO (test) | CAMF | S-measure (S_alpha)0.901 | 56 | 1mo ago | |
| NC4K | CAMF | Fw_beta89.7 | 41 | 1mo ago | |
| CAMO 250 images (test) | CGCOD | Mean Absolute Error (MAE)0.036 | 40 | 1mo ago | |
| CHAMELEON | CAMF | Fw_beta89.5 | 28 | 1mo ago | |
| COD10K (test) | BA-SAM | Mean Absolute Error (M)0.029 | 24 | 1mo ago | |
| PCOD-1200 (test) | CPGNet | S_alpha95.1 | 22 | 17d ago | |
| COD10K 2016 (test) | DSS | Fw_beta84.9 | 21 | 1mo ago | |
| NC4K 4121 (test) | CAMF | Fw_beta89.7 | 21 | 1mo ago | |
| CHAMELEON 87 (test) | CGCOD | Fw_beta90.2 | 19 | 1mo ago | |
| CHAMELEON 76 images (test) | PFNet | Sa0.882 | 19 | 1mo ago | |
| CAMO Full dataset 1.0 (test) | MirrorNet | MAE4.5 | 12 | 1mo ago | |
| CAMO Only Camouflaged Images 1.0 (test) | MirrorNet | MAE7.7 | 12 | 1mo ago | |
| MoCA-MASK 18 (test) | CAMF* (S) | Fw_beta57.5 | 9 | 1mo ago | |
| COD10K | mIoU (box)78.06 | 9 | 1mo ago | ||
| CAMO | mIoU (box)79.17 | 9 | 1mo ago | ||
| CHAMELEON | mIoU (box)78.05 | 9 | 1mo ago | ||
| OVCamo | COCUS | cSm66.8 | 8 | 1mo ago | |
| OVCamo 92 (test) | CAMF (ZS) | Fw_beta66.4 | 5 | 1mo ago | |
| COD10K v1 (test) | CoT-Seg with self-correction | gIoU (Implicit)78.2 | 4 | 1mo ago | |
| COD10K v1 (train) | CoT-Seg with self-correction | gIoU (Implicit Query)78 | 4 | 1mo ago | |
| CHAMELEON | RDVP-MSD | Inference Time (s)18.05 | 3 | 1mo ago |
