Research map / Detection and segmentation / Open-set and few-shot detection
Simultaneously Localize, Segment and Rank the Camouflaged Objects
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use Ours_cod_full instead of the strongest listed baseline | camouflaged object detection · CAMO | Sα: 0.779 -> 0.793 | Helped |
| Use Ours_cod_full instead of the strongest listed baseline | camouflaged object detection · CHAMELEON | Sα: 0.880 -> 0.893 | Helped |
| Use Ours_cod_full instead of the strongest listed baseline | camouflaged object detection · COD10K | Sα: 0.789 -> 0.793 | Helped |
| Use Ours_cod_full instead of the strongest listed baseline | camouflaged object detection · NC4K | Sα: 0.832 -> 0.839 | Helped |
| Jointly train localization, segmentation, and ranking rather than fixation localization alone (ablation) | Rank-Net · CAM-FR test, fixation | SIM: 0.619 -> 0.622 | Helped |
| Jointly train localization, segmentation, and ranking rather than camouflaged object detection alone (ablation) | Rank-Net · CAM-FR test, COD | Sα: 0.723 -> 0.756 | Helped |
| Add joint fixation and segmentation training to ranking-only training (ablation) | Rank-Net · CAM-FR test, ranking | r_MAE: 0.143 -> 0.139 | No clear effect |
| Add DRA modules to the triple-task framework (ablation) | Rank-Net · CAM-FR test | Not specified | Helped |
Closest papers by meaning
- Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects (ICLR 2024 · similarity 0.90)
- Shift the Lens: Environment-Aware Unsupervised Camouflaged Object Detection (CVPR 2025 · similarity 0.88)
- Camouflage Anything: Learning to Hide using Controlled Out-painting and Representation Engineering (CVPR 2025 · similarity 0.87)
- CamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models (AAAI 2024 · similarity 0.87)
- SdalsNet: Self-Distilled Attention Localization and Shift Network for Unsupervised Camouflaged Object Detection (AAAI 2025 · similarity 0.86)
- CamSAM2: Segment Anything Accurately in Camouflaged Videos (NeurIPS 2025 · similarity 0.84)
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