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Confidence-Gated Cloud-Edge Cascade Triage via Variational Risk Minimization for Medical Imaging

Yang, Xinye et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitionimage-and-video-processingmachine-learning
Emergency chest X-ray (CXR) triage has a structural modality gap: reports arrive after triage decisions, yet multimodal foundation models require image-text inputs. We present Variational Risk Minimization (VRM), a distillation framework that treats LVLM-generated report variants as Monte Carlo samp
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