Author

Claas de Boer

2 papers indexed here

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Preprint Oct 2026

HeiCo-FOCUS: A Clinically Grounded Dataset for Long-Context Video Understanding

Recent advances in Vision-Language Models (VLMs) have led to rapid progress in video understanding across a wide range of benchmark tasks. However, existing evaluations largely focus on short-term reasoning, failing to assess a critical capability: maintaining cumulative temporal consistency over extended time horizons...

Leon D. Mayer, Lucas Luttner, P. Godau et al. · 0 citations

#artificial intelligence Open access Oct 2025

Federated Learning for surgical vision in appendicitis classification: Results of the FedSurg EndoVis 2024 challenge.

The authors' analysis identifies temporal modeling as the architectural factor most consistently associated with generalization to the unseen center, although the effect is not uniform across metrics in the controlled baseline comparison, and both parameter-efficient baselines remain more costly than a constant predict...

Max Kirchner, Hanna Hoffmann, Alexander C. Jenke et al. · Medical Image Analysis · 1 citation