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Jun-Cheng Wang

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Preprint Sep 2026

Revitalizing Medical Time Series with Vision-Informed Retrieval: A Vision-Language Perspective

Medical time series (MedTS) underpin many clinical classification tasks, yet existing methods usually represent them only as numerical sequences and underuse the morphology that is explicit in waveform inspection. To bridge this gap, we introduce Vision-Informed Retrieval (ViRe), which uses a frozen VLM-derived wavefor...

Guo-Qi Yu, Jun-Cheng Wang, Shu-Jun Wang · 0 citations

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