Martin J. Menten
8 papers · 2023–2026 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(20)
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Conference Pioneer
Venues
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Research topics
Deep Learning
(6)
Healthcare & Medicine
(4)
Machine Learning
(4)
Clinical
(4)
Learning Types · Deep Learning
(4)
Learning Types · Machine Learning
(3)
Computer Vision
(2)
Application Areas
(2)
Core Methods
(2)
Domain-Specific
(2)
Artificial Intelligence
(1)
Analysis
(1)
Architectures
(1)
Learning Paradigms
(1)
Models
(1)
Keywords
representation learning
(1)
contrastive learning
(1)
binary classification
(1)
transfer learning
(1)
domain adaptation
(1)
gradient-based optimization
(1)
object detection
(1)
embedding learning
(1)
self-supervised learning
(1)
medical imaging
(1)
data augmentation
(1)
multimodal learning
(1)
object localization
(1)
supervised contrastive learning
(1)
class imbalance
(1)
synthetic data generation
(1)
image inpainting
(1)
relation prediction
(1)
graph transformer
(1)
vision-language model
(1)
Papers
Semi-Synthetic Localization Datasets for Radiological Findings on Chest X-Rays
MIDL 2026
Synthetic Vasculature and Pathology Enhance Vision-Language Model Reasoning
MIDL 2026
A Tale of Two Classes: Adapting Supervised Contrastive Learning to Binary Imbalanced Datasets
CVPR 2025
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
Spatiotemporal Representation Learning for Short and Long Medical Image Time Series
MICCAI 2024
A Skeletonization Algorithm for Gradient-Based Optimization
ICCV 2023
Best of Both Worlds: Multimodal Contrastive Learning With Tabular and Imaging Data
CVPR 2023