| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Camouflaged Object Detection | CAMO (test) | E_phi0.933 | 111 | |
| Camouflaged Object Detection | CAMO 250 (test) | M (Mean Score)0.159 | 59 | |
| Camouflaged Object Segmentation | CAMO (test) | S-measure (S_alpha)0.901 | 56 | |
| Camouflaged Object Detection | CAMO | Weighted F-beta (Fwβ)0.874 | 44 | |
| Camouflaged Object Segmentation | CAMO 250 images (test) | Mean Absolute Error (MAE)0.036 | 40 | |
| Camouflaged Object Detection | CAMO | M Score0.092 | 37 | |
| Camouflaged Object Detection | CAMO | S_alpha0.803 | 26 | |
| Camouflaged Object Detection | CAMO 1.0 (test) | MAE0.041 | 23 | |
| Camouflaged Object Detection | CAMO | MAE3.2 | 22 | |
| Camouflaged Object Detection | CAMO 30 (test) | M Score0.314 | 21 | |
| Episodic memory-intensive manipulation | Camo-Dataset | MSR91.7 | 18 | |
| Unsupervised Object Segmentation | CAMO 1.0 (test) | FG-ARI77.43 | 16 | |
| Concealed Object Detection | CAMO 25 (test) | S-measure82 | 14 | |
| Camouflaged Object Detection | CAMO 34 (test) | Sa0.761 | 14 | |
| Visible-to-Near-infrared Segmentation | CAMO (test) | IoU0.797 | 12 | |
| Camouflaged Object Segmentation | CAMO Full dataset 1.0 (test) | MAE4.5 | 12 | |
| Camouflaged Object Segmentation | CAMO Only Camouflaged Images 1.0 (test) | MAE7.7 | 12 | |
| RGB Camouflaged Object Detection | CAMO | Sm88.5 | 10 | |
| Salient Object Detection | CAMO 250 (test) | S_alpha0.787 | 10 | |
| Camouflaged Object Segmentation | CAMO | mIoU (box)79.17 | 9 | |
| Concealed Object Detection | CAMO 250 | S-measure0.904 | 9 | |
| Camouflaged Object Detection | CAMO-D (test) | mAP29.3 | 8 | |
| Camouflaged Object Detection | CAMO | Sm88.2 | 8 | |
| Camouflaged Object Detection | CAMO | Fm Score90.8 | 7 | |
| Camouflaged Object Detection | CAMO 250 images | mIoU83.08 | 7 |