Research map / Detection and segmentation / Open-set and few-shot detection
Hedgehog Shape Priors for Multi-Object Segmentation
Check 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 hedgehog shape constraints to Potts segmentation | Multi-object segmentation · Subject 1 right kidney | F1 score: 0.05 -> 0.85 | Helped |
| Add hedgehog shape constraints to Potts segmentation | Multi-object segmentation · Subject 2 right kidney | F1 score: 0.11 -> 0.69 | Helped |
| Add hedgehog shape constraints to Potts segmentation | Multi-object segmentation · Subject 3 right kidney | F1 score: 0.85 -> 0.92 | Helped |
| Add hedgehog shape constraints to Potts segmentation | Multi-object segmentation · Subject 1 left kidney | F1 score: 0.08 -> 0.96 | Helped |
| Add hedgehog shape constraints to Potts segmentation | Multi-object segmentation · Subject 2 left kidney | F1 score: 0.48 -> 0.81 | Helped |
| Add hedgehog shape constraints to Potts segmentation | Multi-object segmentation · Subject 3 left kidney | F1 score: 0.84 -> 0.93 | Helped |
| Add hedgehog shape constraints to Potts segmentation | Multi-object segmentation · Subject 1 liver | F1 score: 0.93 -> 0.92 | Hurt |
| Add hedgehog shape constraints to Potts segmentation | Multi-object segmentation · Subject 2 liver | F1 score: 0.91 -> 0.90 | Hurt |
| Add hedgehog shape constraints to Potts segmentation | Multi-object segmentation · Subject 3 liver | F1 score: 0.84 -> 0.92 | Helped |
Closest papers by meaning
- Convexity Shape Constraints for Image Segmentation (CVPR 2016 · similarity 0.85)
- Convex Combination Star Shape Prior for Data-driven Image Semantic Segmentation (CVPR 2025 · similarity 0.84)
- D-Convexity: A Unified Differentiable Convex Shape Prior via Quasi-Concavity for Data-driven Image Segmentation (CVPR 2026 · similarity 0.83)
- Implicit Modeling of Non-rigid Objects with Cross-Category Signals (AAAI 2024 · similarity 0.82)
- Uncertainty-aware Fine-tuning of Segmentation Foundation Models (NeurIPS 2024 · similarity 0.80)
- VISTA3D: A Unified Segmentation Foundation Model For 3D Medical Imaging (CVPR 2025 · similarity 0.80)
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.
