Johannes C. Paetzold
- The TopCoW Challenge -- Topology-Aware Circle of Willis Segmentation for CT and MR Angiography
2023/12/29 by Kaiyuan Yang, Fabio Musio, Yang, Kaiyuan +225 · 17 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #cs.CV #cs.LG #q-bio.QM #q-bio.TO
- Topologically faithful image segmentation via induced matching of persistence barcodes
2022/11/28 by Nico Stucki, Stucki, Nico, Johannes C. Paetzold +7 · 6 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Digital Image Processing Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Image Segmentation Techniques #Topological and Geometric Data Analysis
- Learn-Morph-Infer: a new way of solving the inverse problem for brain tumor modeling
2021/11/07 by Ivan Ezhov, Kevin Scibilia, Ezhov, Ivan +27 · 5 citations
Biochemistry, Genetics and Molecular Biology · Mathematics · Medicine · #Cell Image Analysis Techniques #Computational Engineering #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Finance #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Mathematical Biology Tumor Growth #Medical Physics (physics.med-ph) #Radiomics and Machine Learning in Medical Imaging #and Science (cs.CE) #electronic engineering #information engineering
- Physics-Regularized Multi-Modal Image Assimilation for Brain Tumor Localization
2024/09/30 by Michał Balcerak, Tamaz Amiranashvili, Balcerak, Michal +17 · 5 citations
Computer Science · Medicine · #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #Advanced MRI Techniques and Applications
- SoK: Differential Privacy on Graph-Structured Data
2022/03/17 by Tamara T. Mueller, Mueller, Tamara T., Dmitrii Usynin +7 · 2 citations
Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Privacy, Security, and Data Protection
- QUBIQ: Uncertainty Quantification for Biomedical Image Segmentation Challenge
2024/03/19 by Hongwei Bran, Li, Hongwei Bran, Fernando Navarro +154 · 3 citations
Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Deep Quality Estimation: Creating Surrogate Models for Human Quality Ratings
2022/05/17 by Florian Kofler, Ivan Ezhov, Kofler, Florian +31 · 2 citations
Engineering · Medicine · #Advanced X-ray and CT Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- FedPIDAvg: A PID controller inspired aggregation method for Federated Learning
2023/04/24 by Leon Mächler, Ivan Ezhov, Mächler, Leon +5 · 3 citations
Computer Science · Medicine · #AI in cancer detection #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging
- Topograph: An efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
2024/11/05 by Laurin Lux, Alexander H. Berger, Lux, Laurin +11 · 3 citations
Computer Science · #Image Retrieval and Classification Techniques #Advanced Image and Video Retrieval Techniques #Medical Image Segmentation Techniques
- A skeletonization algorithm for gradient-based optimization
2023/09/05 by Martin J. Menten, Johannes C. Paetzold, Menten, Martin J. +15 · 2 citations
Computer Science · Engineering · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging and Analysis
- METGAN: Generative Tumour Inpainting and Modality Synthesis in Light Sheet Microscopy
2021/04/22 by Izabela Horvath, Johannes C. Paetzold, Horvath, Izabela +15 · 1 citation
Biochemistry, Genetics and Molecular Biology · Computer Science · #AI in cancer detection #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Nanocarrier imaging at single-cell resolution across entire mouse bodies with deep learning
2025/01/14 by Jie Luo, Müge Molbay, Ying Chen +37 · 3 voices · 1 citation
Biochemistry, Genetics and Molecular Biology · #Advanced Fluorescence Microscopy Techniques #Advanced biosensing and bioanalysis techniques #Cell Image Analysis Techniques
- Physiology-based simulation of the retinal vasculature enables annotation-free segmentation of OCT angiographs
2022/07/22 by Martin J. Menten, Johannes C. Paetzold, Menten, Martin J. +9 · 1 citation
Medicine · Engineering · #Retinal Imaging and Analysis #Optical Coherence Tomography Applications #Retinal Diseases and Treatments
- A Graph-Based Framework for Interpretable Whole Slide Image Analysis
2025/03/14 by Alexander Weers, Alexander H. Berger, Weers, Alexander +9 · 1 citation
Medicine · Computer Science · #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging #Medical Image Segmentation Techniques
- Fine-tuning Vision Language Models with Graph-based Knowledge for Explainable Medical Image Analysis
2025/03/12 by C. H. Li, Li, Chenjun, Laurin Lux +9 · 2 citations
Medicine · Computer Science · #Retinal Imaging and Analysis #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare
- Unifying Active Learning and Semi-Supervised Learning for Medical Image Segmentation
2026/07/27 by Bahram Jafrasteh, Cheng Wan, Heejong Kim +2
#cs.CV #stat.ML
- Beyond scalar losses: calibrating segmentation models via gradient vector field surgery
2026/07/15 by Laurin Lux, Alexander H. Berger, Moritz Knolle +2
#cs.CV #cs.AI #cs.LG