Research map / Detection and segmentation / CNN features
Democracy Does Matter: Comprehensive Feature Mining for Co-Salient Object Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use DCFM instead of GCoNet | Co-salient object detection · CoCA | MAE: 0.105 -> 0.085 | Helped |
| Use DCFM instead of GCoNet | Co-salient object detection · CoCA | maximum F-measure: 0.544 -> 0.598 | Helped |
| Use DCFM instead of GCoNet | Co-salient object detection · CoSOD3k | MAE: 0.071 -> 0.067 | Helped |
| Use DCFM instead of GCoNet | Co-salient object detection · CoSOD3k | maximum F-measure: 0.777 -> 0.805 | Helped |
| Use DCFM instead of DeepACG | Co-salient object detection · Cosal2015 | MAE: 0.064 -> 0.067 | Hurt |
| Use DCFM instead of DeepACG | Co-salient object detection · Cosal2015 | maximum F-measure: 0.842 -> 0.856 | Helped |
| Add DPG to baseline (ablation) | DCFM · CoCA | MAE: 0.129 -> 0.097 | Helped |
| Add DPG to baseline (ablation) | DCFM · CoCA | maximum F-measure: 0.521 -> 0.575 | Helped |
| Add SCL after DPG (ablation) | DCFM · CoCA | MAE: 0.097 -> 0.087 | Helped |
| Add DFE after DPG and SCL (ablation) | DCFM · CoCA | maximum F-measure: 0.592 -> 0.598 | Helped |
| Add seed selection block after residual block (ablation) | DPG · CoCA | MAE: 0.124 -> 0.126 | Hurt |
| Add democratic response block (ablation) | DPG with residual and seed selection blocks · CoCA | MAE: 0.126 -> 0.097 | Helped |
Closest papers by meaning
- Discriminative Co-Saliency and Background Mining Transformer for Co-Salient Object Detection (CVPR 2023 · similarity 0.88)
- Memory-Aided Contrastive Consensus Learning for Co-salient Object Detection (AAAI 2023 · similarity 0.87)
- Taking a Deeper Look at Co-Salient Object Detection (CVPR 2020 · similarity 0.87)
- Revisiting Salient Object Detection: Simultaneous Detection, Ranking, and Subitizing of Multiple Salient Objects (CVPR 2018 · similarity 0.86)
- CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection (CVPR 2024 · similarity 0.86)
- Visual Consensus Prompting for Co-Salient Object Detection (CVPR 2025 · similarity 0.84)
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