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...