Mattias P Heinrich

5 papers · 2022–2026 · 1 venue · across top CS/AI venues

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Achievements

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🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (11)

Venues

MIDL (5)

Top co-authors

Lasse Hansen (3) Alexander Bigalke (2) Salih Furkan Atici (1) Daniel Mensing (1) Eytan Kats (1) Jasper Diesel (1)

Research topics

Computer Vision (4) Artificial Intelligence (2) Deep Learning (2) Healthcare & Medicine (2) Machine Learning (2) Analysis (2) Application Areas (2) Clinical (2) Core AI (2) Domain-Specific (2) Processing (2) Architectures (1) Learning Types (1) Models (1)

Keywords

point cloud (2) vision transformer (1) domain adaptation (1) privacy preservation (1) geometric deep learning (1) medical image segmentation (1) hamming distance (1) 3d human pose estimation (1) diffusion model (1) point cloud representation (1) point transformer (1) deformable image registration (1) anatomical constraint (1) human anatomy (1) patient re-identification (1) organ localization (1) density alignment (1) forward splatting (1) differentiable rasterisation (1) binary self-attention (1)

Papers

From Surface to Viscera: 3D Estimation of Internal Anatomy from Body Surface Point Clouds MIDL 2026 BinaryFormer: 1-bit self-attention for long-range transformers in medical image segmentation and 3D diffusion models MIDL 2025 Fast forward: Rephrasing 3D deformable image registration through density alignment and splatting MIDL 2025 Implicit neural obfuscation for privacy preserving medical image sharing MIDL 2024 Domain adaptation through anatomical constraints for 3d human pose estimation under the cover MIDL 2022