Research map / Detection and segmentation / Weakly supervised detection and segmentation
Coarse2Fine: Local Consistency Aware Re-prediction for Weakly Supervised Object Localization
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add SD-CAM to introduce global class-token information (ablation) | TokenCut-based localization · CUB-200-2011 | GT(0.5): 90.7 -> 90.7 | No clear effect |
| Add SD-CAM to introduce global class-token information (ablation) | TokenCut-based localization · ILSVRC | GT(0.5): 67.7 -> 70.0 | Helped |
| Add ARM to refine activation maps using image appearance and pixel position (ablation) | TokenCut-based localization · CUB-200-2011 | GT(0.5): 90.7 -> 94.4 | Helped |
| Add SGRM to re-predict pixel masks using superpixel consistency (ablation) | TokenCut-based localization · CUB-200-2011 | GT(0.5): 90.7 -> 95.0 | Helped |
| Combine SD-CAM, ARM, and SGRM (ablation) | TokenCut-based localization · CUB-200-2011 | GT(0.5): 90.7 -> 95.9 | Helped |
| Combine SD-CAM, ARM, and SGRM (ablation) | TokenCut-based localization · ILSVRC | GT(0.5): 67.7 -> 70.7 | Helped |
Closest papers by meaning
- CREAM: Weakly Supervised Object Localization via Class RE-Activation Mapping (CVPR 2022 · similarity 0.90)
- Bridging the Gap Between Classification and Localization for Weakly Supervised Object Localization (CVPR 2022 · similarity 0.89)
- Unveiling the Potential of Structure Preserving for Weakly Supervised Object Localization (CVPR 2021 · similarity 0.89)
- Learning to Localize Objects with Noisy Labeled Instances (AAAI 2019 · similarity 0.89)
- Shallow Feature Matters for Weakly Supervised Object Localization (CVPR 2021 · similarity 0.89)
- Rethinking the Route Towards Weakly Supervised Object Localization (CVPR 2020 · similarity 0.88)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.