N. Hamill

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Mohamed Azzam (1)Ruo-Bing Liu (1)Esther C. Ugwueke (1)Zi-Yang Xu (1)Shi-Biao Wan (1)Alex J. Foy (1)Abraham Zabih (1)Jason T. Christensen (1)

Papers (1)

Sep 25, 2026

Mohamed Azzam +103w ago·also Affiliation:

Towards Whole-Study Screening for Congenital Heart Disease in Fetal Ultrasound Using Multiple Instance Learning

Clinical ultrasound AI usually collapses without pre-isolated views, but combining self-supervised video pre-training with gated transformer MIL delivers a 0.985 AUC directly from uncurated, whole-study examinations.

Mohamed Azzam, Ruo-Bing Liu, Esther C. Ugwueke +8

N. Hamill

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N. Hamill

Publication activitypapers/week, last 8 weeks

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