Dimensions overall score 8.0

GitHub Code Pulse

No public code linked for this paper yet.

• The proposed occupancy-based shape completion method reconstructs complete 3D anatomical geometry from partial ultrasound observations.method 95%
• The method extracts anatomical surfaces directly from ultrasound images without requiring anatomical labels during inference.method 90%
• The method outperforms state-of-the-art shape completion for B-mode ultrasound by 80% in HD95 score.result 90%
• The method uses a Neural Implicit Representation (NIR) that jointly models spatial occupancy and acoustic interactions.technical 85%
• The method becomes implicitly aware of unseen regions without explicit shadowing labels through tracking acoustic signal transmission.technical 80%
• The method demonstrates accurate reconstruction of occluded anatomy and robust generalization across diverse imaging conditions.result 85%
• The method is validated both in-silico and on phantom US images with registered mesh models from CT labels.method 90%
• Code and data will be released on publication.technical 95%

Competitive landscape

Competitor map is still being generated for this paper. Enable generation or check back soon.

Startup potential card