Research map / Detection and segmentation / CNN features
Semantic Segmentation via Structured Patch Prediction, Context CRF and Guidance CRF
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add context CRF (ablation) | Unary segmentation model · Pascal VOC 2012 val | mIoU (%): 69.5 -> 76.3 | Helped |
| add structured patch prediction (ablation) | Context CRF model · Pascal VOC 2012 val | mIoU (%): 76.3 -> 76.8 | Helped |
| add guidance CRF (ablation) | Structured patch prediction model · Pascal VOC 2012 val | mIoU (%): 76.8 -> 77.7 | Helped |
| jointly train with MS-COCO (ablation) | Guide model · Pascal VOC 2012 val | mIoU (%): 77.7 -> 79.5 | Helped |
| use multi-scale testing (ablation) | Joint model · Pascal VOC 2012 val | mIoU (%): 79.5 -> 80.9 | Helped |
| use SegModel instead of DeepLab-v2 | Semantic segmentation system · Pascal VOC 2012 test | mIoU (%): 79.7 -> 82.5 | Helped |
| use SegModel instead of LRR 4x | Semantic segmentation system · Cityscapes test | mIoU (%): 71.8 -> 79.2 | Helped |
Closest papers by meaning
- LPOSS: Label Propagation Over Patches and Pixels for Open-vocabulary Semantic Segmentation (CVPR 2025 · similarity 0.87)
- W2P: Switching from Weak Supervision to Partial Supervision for Semantic Segmentation (AAAI 2024 · similarity 0.86)
- Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling (CVPR 2024 · similarity 0.86)
- Hierarchy-Agnostic Unsupervised Segmentation: Parsing Semantic Image Structure (NeurIPS 2024 · similarity 0.86)
- $\mathbf{D^{3}S^{2}}$: Diffusion-Guided Dataset Distillation for Semantic Segmentation (NeurIPS 2026 · similarity 0.86)
- Near, far: Patch-ordering enhances vision foundation models' scene understanding (ICLR 2025 · similarity 0.86)
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