Author

Georgios Triantafyllou

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Preprint Sep 2026

Confidence-Aware Teacher-Student Distillation for 3D Medical Segmentation

Medical image segmentation models typically rely on large amounts of densely annotated volumetric data, limiting their scalability across tasks and imaging modalities. This work addresses the challenge of predicting entire 3D anatomical structures from extreme annotation sparsity. An annotation-efficient student-teache...

Georgios Triantafyllou, D. Iakovidis · 0 citations

#artificial intelligence Preprint Sep 2026

DeepFEAv2: Deep Learning for Transient Finite Element Analysis Beyond Structured Meshes

DeepFEAv2, a deep learning surrogate framework that enables prediction of transient FEA simulations across different FE mesh topologies and element types, is proposed, providing a scalable surrogate framework for transient FEA.

Georgios Triantafyllou, P. Kalozoumis, D. Iakovidis · 0 citations