| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Camouflaged Object Detection | NC4K (test) | Sm0.915 | 57 | |
| Concealed Object Detection | NC4K | M2.3 | 46 | |
| Camouflaged Object Segmentation | NC4K 4121 (test) | Fw_beta89.7 | 21 | |
| Camouflaged Object Detection | NC4K 1.0 | MAE0.029 | 21 | |
| Camouflaged Object Detection | NC4K 4121 images (test) | Sm0.911 | 17 | |
| Instance Segmentation | NC4K Eval-Unseen-Set | IoU0.834 | 12 | |
| Camouflaged Object Detection | NC4K | Sm90.2 | 11 | |
| Meta-Measure 4 (Structural Sensitivity - Dilate) | NC4K | Error Rate0.61 | 7 | |
| Meta-Measure 4 (Structural Sensitivity - Erode) | NC4K | Error Rate0.8 | 7 | |
| Meta-Measure 3 (Noise Sensitivity) | NC4K | Error Rate1 | 7 | |
| Meta-Measure 2 (Ground-Truth Switch) | NC4K | Error Rate3 | 7 | |
| Camouflaged Object Detection | NC4K | mIoU83.62 | 7 | |
| Camouflaged Object Detection | NC4K 30 (test) | Sα90.1 | 5 |