Mattias P. Heinrich
8 papers · 2019–2026 · 4 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (17) 🐣 Hot Topic Early Bird
👥
Mega-Team · Civilization
❓
The Questioner
🚀
Conference Pioneer
Venues
Top co-authors
Research topics
Computer Vision
(5)
Deep Learning
(4)
Machine Learning
(4)
Processing
(3)
Healthcare & Medicine
(2)
Application Areas · Machine Learning
(2)
Clinical
(2)
Domain-Specific
(2)
Optimization & Theory · Deep Learning
(2)
Analysis
(1)
Application Areas · Deep Learning
(1)
Architectures
(1)
Core Methods
(1)
Learning Types
(1)
Optimization & Theory · Machine Learning
(1)
Keywords
image registration
(2)
multi-task learning
(1)
feature learning
(1)
iterative optimization
(1)
point cloud registration
(1)
self-supervised learning
(1)
data augmentation
(1)
deep learning
(1)
medical image analysis
(1)
ultrasound imaging
(1)
surface registration
(1)
image analysis
(1)
biomedical imaging
(1)
convolutional neural network
(1)
differentiable rendering
(1)
3d point cloud
(1)
interpretable feature
(1)
multimodal feature
(1)
graph network
(1)
volumetric reconstruction
(1)
Papers
CSVR: Combined Surface and Volume Registration for Neonatal Brain MRI
MIDL 2026
Evaluation of 3D Ultrasound Reconstruction and 2D/3D Segmentation for Neonatal Hip Dysplasia Screening
MIDL 2026
IM-MoCo: Self-supervised MRI Motion Correction using Motion-Guided Implicit Neural Representations
MICCAI 2024
PULPo: Probabilistic Unsupervised Laplacian Pyramid Registration
MICCAI 2024
Chasing Clouds: Differentiable Volumetric Rasterisation of Point Clouds as a Highly Efficient and Accurate Loss for Large-Scale Deformable 3D Registration
ICCV 2023
Why Is the Winner the Best?
CVPR 2023
Learning interpretable multi-modal features for alignment with supervised iterative descent
MIDL 2019
Sparse Structured Prediction for Semantic Edge Detection in Medical Images
MIDL 2019