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Georgios C. Manikis

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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 video remains a significant open problem for the community.

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