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researcher

Winnie C. W. Chu

4 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 author3

Across the 3 of 4 papers where every author was matched, so the position is known.

fields
  • cs.CV3
  • cs.LG1

identity via Semantic Scholar / OpenAlex

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

1 citations · 1 across the 2 of their papers we have counts for

collaborators

4 papers

cs.CV2026

Risk-Routed Implicit Boundary Refinement for Robust Ultrasound Image Segmentation

Jingguo Qu, Xinyang Han, Xiang Wang +8

Medical ultrasound (US) image segmentation faces significant challenges due to speckle noise, low-contrast boundaries, acoustic shadowing, and acquisition variation across operator…

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…

cs.CV2025

Adapting Vision-Language Foundation Model for Next Generation Medical Ultrasound Image Analysis

Jingguo Qu, Xinyang Han, Jia Ai +10

Vision-Language Foundation Models (VLFMs) exhibit remarkable generalization, yet their direct application to medical ultrasound is severely hindered by a profound modality gap. The…

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