Multi-Encoder Autoencoders for Unsupervised Separation of the Second Heart Sound: An Application to Pulmonary Hypertension Diagnosis
Francisco da Ana, N. Giordano, M. Martins et al.
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FOCUS: Benchmarking Retinal Model Generalization from Foundation Vision Encoders to Multimodal LLMs
Progress in AI-based retinal image analysis has advanced with foundation models, yet evaluating their reliability remains challenging. Performance reported on a single dataset does not capture how models behave under dataset shift, across clinical definitions, or for different patient subgroups. This limitation is part...
David S. Restrepo, Chen-Wei Wu, L. Nakayama et al.
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