Research map / Detection and segmentation / CNN features
Group Collaborative Learning for Co-Salient Object Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add GAM (ablation) | GCoNet baseline · CoCA | Sα: 0.591 -> 0.605 | Helped |
| add GCM (ablation) | GCoNet baseline · CoCA | Sα: 0.591 -> 0.616 | Helped |
| add ACM (ablation) | GCoNet baseline · CoCA | Sα: 0.591 -> 0.606 | Helped |
| combine GAM and GCM (ablation) | GCoNet baseline · CoCA | Sα: 0.591 -> 0.650 | Helped |
| add ACM to GAM and GCM (ablation) | GCoNet · CoCA | Sα: 0.650 -> 0.673 | Helped |
| use group-level affinity across the images instead of vanilla average-pooled consensus (ablation) | GCoNet · CoCA, CoSOD3k, and Cosal2015 | Sα: 0.591 -> 0.605; 0.764 -> 0.772; 0.818 -> 0.825 | Helped |
| train with inter-group collaboration and zero-map supervision for cross-group features (ablation) | GCoNet · CoCA, CoSOD3k, and Cosal2015 | Sα: 0.591 -> 0.616; 0.764 -> 0.788; 0.818 -> 0.834 | Helped |
| add auxiliary classification supervision (ablation) | GCoNet · CoCA, CoSOD3k, and Cosal2015 | Sα: 0.591 -> 0.606; 0.764 -> 0.779; 0.818 -> 0.832 | Helped |
Closest papers by meaning
- CoADNet: Collaborative Aggregation-and-Distribution Networks for Co-Salient Object Detection (NeurIPS 2020 · similarity 0.92)
- Robust Deep Co-Saliency Detection with Group Semantic (AAAI 2019 · similarity 0.90)
- Memory-Aided Contrastive Consensus Learning for Co-salient Object Detection (AAAI 2023 · similarity 0.89)
- Co-Salient Object Detection With Uncertainty-Aware Group Exchange-Masking (CVPR 2023 · similarity 0.88)
- CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection (CVPR 2024 · similarity 0.87)
- Visual Consensus Prompting for Co-Salient Object Detection (CVPR 2025 · similarity 0.87)
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