Research map / Detection and segmentation / CNN features
DeepCO3: Deep Instance Co-Segmentation by Co-Peak Search and Co-Saliency Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add co-saliency information to the proposal ranking function (ablation) | DeepCO3 · COCO-VOC | mAPr 0.25: 33.5 -> 52.6 | Helped |
| Add co-saliency information to the proposal ranking function (ablation) | DeepCO3 · COCO-VOC | mAPr 0.5: 12.4 -> 21.1 | Helped |
| Add co-saliency information to the proposal ranking function (ablation) | DeepCO3 · COCO-NONVOC | mAPr 0.25: 25.3 -> 35.3 | Helped |
| Add co-saliency information to the proposal ranking function (ablation) | DeepCO3 · COCO-NONVOC | mAPr 0.5: 8.3 -> 12.3 | Helped |
| Add co-peak loss to the objective (ablation) | DeepCO3 · COCO-VOC and COCO-NONVOC | mAPr 0.25 | Helped |
| Add affinity loss to the objective (ablation) | DeepCO3 · COCO-VOC and COCO-NONVOC | mAPr 0.25 | Helped |
Closest papers by meaning
- Instance-Level Salient Object Segmentation (CVPR 2017 · similarity 0.90)
- See More, Know More: Unsupervised Video Object Segmentation With Co-Attention Siamese Networks (CVPR 2019 · similarity 0.89)
- Instance-Aware Semantic Segmentation via Multi-Task Network Cascades (CVPR 2016 · similarity 0.88)
- COS3D: Collaborative Open-Vocabulary 3D Segmentation (NeurIPS 2025 · similarity 0.87)
- Open-YOLO 3D: Towards Fast and Accurate Open-Vocabulary 3D Instance Segmentation (ICLR 2025 · similarity 0.86)
- CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models (CVPR 2025 · similarity 0.86)
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