Johannes C. Paetzold
20 papers · 2020–2026 · 8 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Gold πΊοΈ Taxonomy Completionist (35) π Academic Marathon Β· Sprint π£ Hot Topic Early Bird
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Renaissance Researcher
(6)
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Prolific Year Β· Productive
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Conference Pioneer
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Century Club Β· Bronze
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Keyword Collector
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Research topics
Keywords
image segmentation
(5)
medical imaging
(5)
graph neural network
(2)
persistent homology
(2)
semantic segmentation
(2)
gradient-based optimization
(1)
data augmentation
(1)
domain adaptation
(1)
attention mechanism
(1)
transfer learning
(1)
object detection
(1)
medical image segmentation
(1)
deep learning
(1)
lesion segmentation
(1)
fisher information
(1)
class imbalance
(1)
message passing
(1)
image registration
(1)
model calibration
(1)
link prediction
(1)
Papers
BackSplit: The Importance of Sub-dividing the Background in Biomedical Lesion Segmentation
CVPR 2026
Beyond scalar losses: calibrating segmentation models via gradient vector field surgery
MIDL 2026
From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis
MIDL 2026
GeoReg: Direct biplanar DSA-to-CTA registration with geodesic consistency for acute ischemic stroke
MIDL 2026
Synthetic Vasculature and Pathology Enhance Vision-Language Model Reasoning
MIDL 2026
Cross-Domain and Cross-Dimension Learning for Image-to-Graph Transformers
WACV 2025
Fine-tuning Vision Language Models with Graph-based Knowledge for Explainable Medical Image Analysis
MICCAI 2025
MAGO-SP: Detection and Correction of Water-Fat Swaps in Magnitude-Only VIBE MRI
MICCAI 2025
Topograph: An Efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
ICLR 2025
3D Vessel Graph Generation Using Denoising Diffusion
MICCAI 2024
Link Prediction for Flow-Driven Spatial Networks
WACV 2024
Modeling the acquisition shift between axial and sagittal MRI for diffusion superresolution to enable axial spine segmentation
MIDL 2024
Physics-Regularized Multi-Modal Image Assimilation for Brain Tumor Localization
NeurIPS 2024
Simulation-Based Segmentation of Blood Vessels in Cerebral 3D OCTA Images
MICCAI 2024
Topologically faithful multi-class segmentation in medical images
MICCAI 2024
A Skeletonization Algorithm for Gradient-Based Optimization
ICCV 2023
Topologically Faithful Image Segmentation via Induced Matching of Persistence Barcodes
ICML 2023
Vesselformer: Towards Complete 3D Vessel Graph Generation from Images
MIDL 2023
clDice - A Novel Topology-Preserving Loss Function for Tubular Structure Segmentation
CVPR 2021
Red-GAN: Attacking class imbalance via conditioned generation. Yet another medical imaging perspective.
MIDL 2020