Search Results for author: Yuan Zhong

Found 10 papers, 6 papers with code

Recent Advances in Predictive Modeling with Electronic Health Records

no code implementations2 Feb 2024 Jiaqi Wang, Junyu Luo, Muchao Ye, Xiaochen Wang, Yuan Zhong, Aofei Chang, Guanjie Huang, Ziyi Yin, Cao Xiao, Jimeng Sun, Fenglong Ma

This survey systematically reviews recent advances in deep learning-based predictive models using EHR data.

Automated Fusion of Multimodal Electronic Health Records for Better Medical Predictions

1 code implementation20 Jan 2024 Suhan Cui, Jiaqi Wang, Yuan Zhong, Han Liu, Ting Wang, Fenglong Ma

The widespread adoption of Electronic Health Record (EHR) systems in healthcare institutes has generated vast amounts of medical data, offering significant opportunities for improving healthcare services through deep learning techniques.

Neural Architecture Search

Hierarchical Pretraining on Multimodal Electronic Health Records

1 code implementation11 Oct 2023 Xiaochen Wang, Junyu Luo, Jiaqi Wang, Ziyi Yin, Suhan Cui, Yuan Zhong, Yaqing Wang, Fenglong Ma

Pretraining has proven to be a powerful technique in natural language processing (NLP), exhibiting remarkable success in various NLP downstream tasks.

MedDiffusion: Boosting Health Risk Prediction via Diffusion-based Data Augmentation

no code implementations4 Oct 2023 Yuan Zhong, Suhan Cui, Jiaqi Wang, Xiaochen Wang, Ziyi Yin, Yaqing Wang, Houping Xiao, Mengdi Huai, Ting Wang, Fenglong Ma

Health risk prediction is one of the fundamental tasks under predictive modeling in the medical domain, which aims to forecast the potential health risks that patients may face in the future using their historical Electronic Health Records (EHR).

Data Augmentation

Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging

1 code implementation24 Jul 2023 Meirui Jiang, Yuan Zhong, Anjie Le, Xiaoxiao Li, Qi Dou

In this paper, we propose to optimize the trade-off under the context of client-level DP, which focuses on privacy during communications.

Federated Learning

3DSAM-adapter: Holistic Adaptation of SAM from 2D to 3D for Promptable Medical Image Segmentation

1 code implementation23 Jun 2023 Shizhan Gong, Yuan Zhong, Wenao Ma, Jinpeng Li, Zhao Wang, Jingyang Zhang, Pheng-Ann Heng, Qi Dou

Notably, the original SAM architecture is designed for 2D natural images, therefore would not be able to extract the 3D spatial information from volumetric medical data effectively.

Image Segmentation Medical Image Segmentation +2

Revisit on two-dimensional self-gravitating kinks: superpotential formalism and linear stability

no code implementations26 Jan 2021 Yuan Zhong

Self-gravitating kink solutions of a two-dimensional dilaton gravity are revisited in this work.

High Energy Physics - Theory General Relativity and Quantum Cosmology

SimulCap : Single-View Human Performance Capture with Cloth Simulation

no code implementations CVPR 2019 Tao Yu, Zerong Zheng, Yuan Zhong, Jianhui Zhao, Qionghai Dai, Gerard Pons-Moll, Yebin Liu

This paper proposes a new method for live free-viewpoint human performance capture with dynamic details (e. g., cloth wrinkles) using a single RGBD camera.

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