Research map / Detection and segmentation / CNN features
Rich Context Aggregation With Reflection Prior for Glass Surface Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use RCAM and RRM instead of TransLab | glass-surface detection model · Trans10K test | IoU: 86.13 -> 89.16 | Helped |
| use RCAM and RRM instead of MINet | glass-surface detection model · GDD test | IoU: 84.35 -> 88.07 | Helped |
| use RCAM and RRM instead of GDNet | glass-surface detection model · GSD test | IoU: 79.01 -> 83.64 | Helped |
| add multi-scale contextual contrast features (PCM) (ablation) | Basic ResNeXt-101 model · GSD test | IoU: 80.12 -> 81.56 | Helped |
| add two-level attention to RCAM contextual features (ablation) | Basic + PCM model · GSD test | IoU: 81.56 -> 82.36 | Helped |
| add the full RCAM (ablation) | Basic ResNeXt-101 model · GSD test | IoU: 80.12 -> 82.36 | Helped |
| add RRM without RCAM (ablation) | Basic ResNeXt-101 model · GSD test | IoU: 80.12 -> 81.11 | Helped |
| add RRM to a model with RCAM (ablation) | Basic + RCAM model · GSD test | IoU: 82.36 -> 83.64 | Helped |
Closest papers by meaning
- Exploiting Semantic Relations for Glass Surface Detection (NeurIPS 2022 · similarity 0.92)
- Multi-View Dynamic Reflection Prior for Video Glass Surface Detection (AAAI 2024 · similarity 0.91)
- Leveraging RGB-D Data with Cross-Modal Context Mining for Glass Surface Detection (AAAI 2025 · similarity 0.91)
- ZOOM: Learning Video Mirror Detection with Extremely-Weak Supervision (AAAI 2024 · similarity 0.83)
- Detect Any Mirrors: Boosting Learning Reliability on Large-Scale Unlabeled Data with an Iterative Data Engine (CVPR 2025 · similarity 0.82)
- Gaussian-Det: Learning Closed-Surface Gaussians for 3D Object Detection (ICLR 2025 · similarity 0.82)
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