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Memory-Aided Contrastive Consensus Learning for Co-salient Object Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use MCCL instead of the strongest listed baseline | CoSOD methods · CoCA | S-measure: 0.710 -> 0.714 | Helped |
| Use MCCL instead of the strongest listed baseline | CoSOD methods · CoSOD3k | S-measure: 0.824 -> 0.858 | Helped |
| Use MCCL instead of the strongest listed baseline | CoSOD methods · CoSal2015 | S-measure: 0.866 -> 0.890 | Helped |
| Add GCAM (ablation) | MCCL baseline · CoCA | S-measure: 0.683 -> 0.709 | Helped |
| Add GCAM (ablation) | MCCL baseline · CoSOD3k | S-measure: 0.828 -> 0.851 | Helped |
| Add GCAM (ablation) | MCCL baseline · CoSal2015 | S-measure: 0.866 -> 0.884 | Helped |
| Add MCM to GCAM (ablation) | MCCL · CoCA | S-measure: 0.709 -> 0.711 | Helped |
| Add MCM to GCAM (ablation) | MCCL · CoSOD3k | S-measure: 0.851 -> 0.853 | Helped |
| Add AIL to GCAM (ablation) | MCCL · CoCA | S-measure: 0.709 -> 0.714 | Helped |
| Add AIL to GCoNet (ablation) | GCoNet · CoCA | MAE: 0.105 -> 0.106 | Hurt |
| Add AIL to GICD (ablation) | GICD · CoCA | MAE: 0.126 -> 0.127 | Hurt |
Closest papers by meaning
- Visual Consensus Prompting for Co-Salient Object Detection (CVPR 2025 · similarity 0.92)
- CoADNet: Collaborative Aggregation-and-Distribution Networks for Co-Salient Object Detection (NeurIPS 2020 · similarity 0.91)
- CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection (CVPR 2024 · similarity 0.91)
- Co-Salient Object Detection With Uncertainty-Aware Group Exchange-Masking (CVPR 2023 · similarity 0.90)
- DiMSOD: A Diffusion-Based Framework for Multi-Modal Salient Object Detection (AAAI 2025 · similarity 0.84)
- Spotting the Unseen: Reciprocal Consensus Network Guided by Visual Archetypes (AAAI 2024 · similarity 0.84)
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