Search Results for author: Mingxiang Wu

Found 6 papers, 2 papers with code

MG-3D: Multi-Grained Knowledge-Enhanced 3D Medical Vision-Language Pre-training

1 code implementation8 Dec 2024 Xuefeng Ni, Linshan Wu, Jiaxin Zhuang, Qiong Wang, Mingxiang Wu, Varut Vardhanabhuti, Lihai Zhang, Hanyu Gao, Hao Chen

Extensive experiments on both internal and external datasets demonstrate the superior transferability, scalability, and generalization of MG-3D, showcasing its potential in advancing feature representation for 3D medical image analysis.

Contrastive Learning Medical Image Analysis

Towards Non-invasive and Personalized Management of Breast Cancer Patients from Multiparametric MRI via A Large Mixture-of-Modality-Experts Model

no code implementations8 Aug 2024 Luyang Luo, Mingxiang Wu, Mei Li, Yi Xin, Qiong Wang, Varut Vardhanabhuti, Winnie CW Chu, Zhenhui Li, Juan Zhou, Pranav Rajpurkar, Hao Chen

MOME exemplifies a discriminative, robust, scalable, and interpretable multimodal model, paving the way for noninvasive, personalized management of breast cancer patients based on multiparametric breast imaging data.

Management

Charting the Path Forward: CT Image Quality Assessment -- An In-Depth Review

no code implementations30 Apr 2024 Siyi Xun, Qiaoyu Li, Xiaohong Liu, Guangtao Zhai, Mingxiang Wu, Tao Tan

Computed Tomography (CT) is a frequently utilized imaging technology that is employed in the clinical diagnosis of many disorders.

Computed Tomography (CT) Image Quality Assessment

Learning Robust Medical Image Segmentation from Multi-source Annotations

no code implementations2 Apr 2023 Yifeng Wang, Luyang Luo, Mingxiang Wu, Qiong Wang, Hao Chen

Learning segmentation networks from multi-source annotations remains a challenge due to the uncertainties brought by the variance of annotations and the quality of images.

Image Segmentation MRI segmentation +2

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