BenchReAD supplies a systematic retinal anomaly detection benchmark that shows DRA performs best overall yet drops on unseen cases, while NFM-DRA with added normal feature memory reaches new state-of-the-art results.
cell172(5), 1122–1131 (2018)
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MultiSense-Pneumo is a multimodal prototype framework that converts symptom triage, LightGBM cough classification, domain-adversarial ResNet-18 radiographs, and transformer speech into normalized concern signals aggregated by late fusion for pneumonia screening.
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MultiSense-Pneumo: A Multimodal Learning Framework for Pneumonia Screening in Resource-Constrained Settings
MultiSense-Pneumo is a multimodal prototype framework that converts symptom triage, LightGBM cough classification, domain-adversarial ResNet-18 radiographs, and transformer speech into normalized concern signals aggregated by late fusion for pneumonia screening.