| Paper | Code | S-measure | weighted F-measure | MAE | mDice | mIoU | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|---|
| ZS-VCOS: Zero-Shot Outperforms Supervised Video Camouflaged Object Segmentation with Zero-Shot Method | ✓ Link | 0.776 | 0.628 | 0.008 | 0.648 | 0.550 | ZS-VCOS | 2025-03-30 |
| CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object Detection | 0.765 | 0.607 | 0.007 | 0.62 | 0.542 | CamoSAM2 | 2025-04-01 | |
| ZoomNeXt: A Unified Collaborative Pyramid Network for Camouflaged Object Detection | ✓ Link | 0.734 | 0.476 | 0.010 | 0.497 | 0.422 | ZoomNeXt-PVTv2-B5 | 2023-10-31 |
| Implicit Motion Handling for Video Camouflaged Object Detection | ✓ Link | 0.631 | 0.311 | 0.027 | 0.360 | 0.272 | STL-Net-LT-PVTv2-B5 | 2022-03-14 |