Research map / Detection and segmentation / CNN features
DCAN: Deep Contour-Aware Networks for Accurate Gland 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 contour-aware output fusion to multi-level contextual segmentation (ablation) | DCAN · Warwick-QU Part A | F1: 0.8680 -> 0.9116 | Helped |
| Add contour-aware output fusion to multi-level contextual segmentation (ablation) | DCAN · Warwick-QU Part B | F1: 0.7692 -> 0.7158 | Hurt |
| Add contour-aware output fusion to multi-level contextual segmentation (ablation) | DCAN · Warwick-QU Part A | object-level Dice: 0.8666 -> 0.8974 | Helped |
| Add contour-aware output fusion to multi-level contextual segmentation (ablation) | DCAN · Warwick-QU Part B | object-level Dice: 0.8001 -> 0.7810 | Hurt |
| Add contour-aware output fusion to multi-level contextual segmentation (ablation) | DCAN · Warwick-QU Part A | object-level Hausdorff distance: 74.5955 -> 45.4182 | Helped |
| Add contour-aware output fusion to multi-level contextual segmentation (ablation) | DCAN · Warwick-QU Part B | object-level Hausdorff distance: 153.6457 -> 160.3469 | Hurt |
Closest papers by meaning
- DoDNet: Learning To Segment Multi-Organ and Tumors From Multiple Partially Labeled Datasets (CVPR 2021 · similarity 0.87)
- Weakly Supervised Gland Segmentation with Class Semantic Consistency and Purified Labels Filtration (AAAI 2025 · similarity 0.86)
- 3D Graph Anatomy Geometry-Integrated Network for Pancreatic Mass Segmentation, Diagnosis, and Quantitative Patient Management (CVPR 2021 · similarity 0.85)
- ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting (CVPR 2024 · similarity 0.85)
- nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark (CVPR 2025 · similarity 0.83)
- Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models (CVPR 2025 · similarity 0.83)
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.