Scene graph-guided uncertainty decomposition improves confidence calibration in surgical visual question answering - Top-Institutions - MDSpire

Scene graph-guided uncertainty decomposition improves confidence calibration in surgical visual question answering

  • By

  • Junzhuo Song

  • Yaoxue Xu

  • Zihan Zhu

  • Junshuang Zhou

  • Yuhaohang He

  • Xirui Chen

  • Yunsen Liang

  • Wei Chen

  • Qiurui Liu

  • Jun Li

  • June 5, 2026

  • 0 min

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Top Institutions in Surgery

Brief introduction explaining scope and methodology.

  • #1

    The Johns Hopkins Hospital and Johns Hopkins University
    The Johns Hopkins Hospital and Johns Hopkins University

    Baltimore, Maryland

    Key Differentiators

    • Surgery
    • Surgical AI
    • Data Science

  • #2

    Massachusetts General Hospital
    Massachusetts General Hospital

    Boston, Massachusetts

    Key Differentiators

    • Surgery
    • Image Guided Therapy

  • #3

    San Luigi Hospital
    San Luigi Hospital

    Orbassano, Italy

    Key Differentiators

    • Urology
    • Surgery

  • #4

    Technion–Israel Institute of Technology
    Technion–Israel Institute of Technology

    Haifa, Israel

    Key Differentiators

    • Engineering
    • Surgery

Original Source(s)

Scene graph-guided uncertainty decomposition improves confidence calibration in surgical visual question answering

  • by Junzhuo Song, Yaoxue Xu, Zihan Zhu, Junshuang Zhou, Yuhaohang He, Xirui Chen, Yunsen Liang, Wei Chen, Qiurui Liu, Jun Li

  • June 5, 2026

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