Menten, Martin J.
- Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data
2023/03/24 by Paul Hager, Martin J. Menten, Hager, Paul +3 · 12 citations
Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging
- Diff-Def: Diffusion-Generated Deformation Fields for Conditional Atlases
2024/03/25 by Starck, Sophie, Sideri-Lampretsa, Vasiliki, Kainz, Bernhard +3 · 3 citations
#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) #electronic engineering #information engineering
- Metadata-enhanced contrastive learning from retinal optical coherence tomography images
2022/08/04 by Holland, Robbie, Leingang, Oliver, Bogunović, Hrvoje +9 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- A skeletonization algorithm for gradient-based optimization
2023/09/05 by Martin J. Menten, Johannes C. Paetzold, Menten, Martin J. +15 · 3 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
- Synthetic optical coherence tomography angiographs for detailed retinal vessel segmentation without human annotations
2023/06/19 by Kreitner, Linus, Paetzold, Johannes C., Rauch, Nikolaus +11 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- 3D Arterial Segmentation via Single 2D Projections and Depth Supervision in Contrast-Enhanced CT Images
2023/09/15 by Alina F. Dima, Dima, Alina F., Veronika A. Zimmer +19 · 2 citations
Computer Science · Medicine · #Acute Ischemic Stroke Management #Cerebrovascular and Carotid Artery Diseases #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques
- Towards Generalisable Time Series Understanding Across Domains
2024/10/09 by Turgut, Özgün, Müller, Philip, Menten, Martin J. +1 · 3 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Specialized curricula for training vision-language models in retinal image analysis
2024/07/11 by Robbie Holland, Holland, Robbie, Thomas R. Taylor +29 · 2 citations
Medicine · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Medical and Biological Sciences
- 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
- Deep-learning-based clustering of OCT images for biomarker discovery in age-related macular degeneration (Pinnacle study report 4)
2024/03/12 by Holland, Robbie, Kaye, Rebecca, Hagag, Ahmed M. +9 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Skelite: Compact Neural Networks for Efficient Iterative Skeletonization
2025/03/10 by Vargas, Luis D. Reyes, Menten, Martin J., Paetzold, Johannes C. +2 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- 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