Fons van der Sommen
6 papers · 2024–2026 · 6 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
(17)
Top co-authors
Research topics
Keywords
semantic segmentation
(2)
adversarial learning
(1)
action recognition
(1)
image generation
(1)
self-supervised learning
(1)
batch normalization
(1)
multimodal learning
(1)
transformer
(1)
adversarial training
(1)
flow matching
(1)
pretraining
(1)
covariate shift
(1)
multimodal dataset
(1)
variational autoencoder
(1)
out-of-distribution detection
(1)
egocentric video
(1)
ood detection
(1)
radiology report
(1)
score-based generative model
(1)
procedure step recognition
(1)
Papers
Scaling Self-Supervised and Cross-Modal Pretraining for Volumetric CT Transformers
CVPR 2026
Symmetrical Flow Matching: Unified Image Generation, Segmentation, and Classification with Score-Based Generative Models
AAAI 2026
Towards Effective Surgical Representation Learning with DINO Models
MIDL 2026
DisCoPatch: Taming Adversarially-driven Batch Statistics for Improved Out-of-Distribution Detection
ICCV 2025
SemiVT-Surge: Semi-Supervised Video Transformer for Surgical Phase Recognition
MICCAI 2025
IndustReal: A Dataset for Procedure Step Recognition Handling Execution Errors in Egocentric Videos in an Industrial-Like Setting
WACV 2024