Research map / Adversarial robustness and security / Black-box and transfer attacks
Can You Spot the Chameleon? Adversarially Camouflaging Images From Co-Salient Object Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use Jadena augment instead of MI-FGSM_BCE | Co-saliency attack on GCAGC · Cosal2015 | S: 0.3975 -> 0.5146 | Helped |
| Use Jadena augment instead of ColorFool | Co-saliency attack on CBCD · Cosal2015 | S: 0.9663 -> 0.9816 | Helped |
| Use Jadena augment instead of MI-FGSM_BCE | Co-saliency attack on PoolNet · Cosal2015 | S: 0.3375 -> 0.6010 | Helped |
| Use Jadena augment instead of I-FGSM_BCE | Co-saliency attack on GICD · Cosal2015 | S: 0.7285 -> 0.6893 | Hurt |
| Add augmented reference images (ablation) | Jadena attack on GICD · Cosal2015 | S: 0.6864 -> 0.6893 | No clear effect |
| Use augmented references instead of same-group references (ablation) | Jadena attack on GICD · Cosal2015 | S: 0.6849 -> 0.6893 | No clear effect |
| Add additive noise (ablation) | Jadena augment attack on GICD · Cosal2015 | S: 0.3226 -> 0.6893 | Helped |
| Add exposure tuning (ablation) | Jadena augment attack on GICD · Cosal2015 | S: 0.5261 -> 0.6893 | Helped |
Closest papers by meaning
- CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection (CVPR 2024 · similarity 0.91)
- Taking a Deeper Look at Co-Salient Object Detection (CVPR 2020 · similarity 0.89)
- Visual Consensus Prompting for Co-Salient Object Detection (CVPR 2025 · similarity 0.86)
- CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks (ICML 2024 · similarity 0.83)
- Saliuitl: Ensemble Salience Guided Recovery of Adversarial Patches against CNNs (CVPR 2025 · similarity 0.83)
- FrameShield: Adversarially Robust Video Anomaly Detection (NeurIPS 2025 · similarity 0.82)
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