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K. Marias

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Open access Jul 2026

Domain Generalization Mitigates Scanner-Induced Domain Shift in Medical Imaging.

The results show that DG methods, particularly those that explicitly regularize the learning process, improve out-of-domain generalization, but do not fully close the gap with in-domain performance, underscore the necessity of incorporating DG strategies to develop clinically deployable AI models.

D. Pulido-Arias, Mason C. Cleveland, Jay B. Patel et al. · 0 citations
Preprint Jul 2026

EchoRisk: A Multicentre Echocardiography Dataset and Benchmark for Cardio-Oncology

B baseline performance is established using an R(2+1)D video backbone with LSTM aggregation trained from Kinetics-400 pretrained weights, demonstrating strong discriminative performance for cardiac functional assessment and LV dysfunction classification, while early cardiotoxicity prediction from a single pre-therapy v...

G. Kalliatakis, G. Karanasiou, Georgios C. Manikis et al. · 1 citation

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