Research map / Detection and segmentation / Open-set and few-shot detection
Camouflaged Object Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use SINet instead of the strongest listed baseline | Camouflaged object detection · CHAMELEON | Sα: 0.853 -> 0.869 | Helped |
| Use SINet instead of the strongest listed baseline | Camouflaged object detection · CAMO-Test | Sα: 0.732 -> 0.751 | Helped |
| Use SINet instead of the strongest listed baseline | Camouflaged object detection · COD10K-Test | Sα: 0.747 -> 0.771 | Helped |
| Train SINet with CAMO + COD10K + EXTRA rather than CAMO alone | SINet · CHAMELEON | Sα: 0.737 -> 0.869 | Helped |
| Train SINet with CAMO + COD10K + EXTRA rather than COD10K alone | SINet · CAMO-Test | Sα: 0.665 -> 0.751 | Helped |
Closest papers by meaning
- Shift the Lens: Environment-Aware Unsupervised Camouflaged Object Detection (CVPR 2025 · similarity 0.92)
- SdalsNet: Self-Distilled Attention Localization and Shift Network for Unsupervised Camouflaged Object Detection (AAAI 2025 · similarity 0.89)
- CamoDiffusion: Camouflaged Object Detection via Conditional Diffusion Models (AAAI 2024 · similarity 0.88)
- UCOD-DPL: Unsupervised Camouflaged Object Detection via Dynamic Pseudo-label Learning (CVPR 2025 · similarity 0.88)
- Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects (ICLR 2024 · similarity 0.87)
- Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection (CVPR 2024 · similarity 0.87)
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