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Winnie C. W. Chu

5 papers hereh-index 233 citations10 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author4

Across the 4 of 5 papers where every author was matched, so the position is known.

fields
  • cs.CV4
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20242026
most citedGSCo: Towards Generalizable AI in Medicine via Generalist-Specialist Collaboration

4 citations · 6 across the 5 of their papers we have counts for

collaborators
Showing 2026Show all

3 papers · 1 filter

cs.CV2026

Risk-Routed Implicit Boundary Refinement for Robust Ultrasound Image Segmentation

Jingguo Qu, Xinyang Han, Xiang Wang +8

Accurate boundary delineation in medical ultrasound (US) images remains challenging because of speckle noise, low contrast, acoustic shadowing, and acquisition variability. We prop…

cs.LG2026

MedExpMem: Adapting Experience Memory for Differential Diagnosis

Qianhan Feng, Zhongzhen Huang, Yakun Zhu +4

Experienced physicians develop diagnostic expertise through clinical practice, acquiring not only disease knowledge but also the ability to differentiate confusable conditions. Cur…

cs.CV2026★ 1 cited

Multiscale Switch for Semi-Supervised and Contrastive Learning in Medical Ultrasound Image Segmentation

Jingguo Qu, Xinyang Han, Yao Pu +8

Medical ultrasound image segmentation faces significant challenges due to limited labeled data and characteristic imaging artifacts including speckle noise and low-contrast boundar…

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