Shengyuan Liu

ORCID: 0000-0003-2317-3783
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About
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Research Areas
  • Radiomics and Machine Learning in Medical Imaging
  • AI in cancer detection
  • Gastric Cancer Management and Outcomes
  • Gastrointestinal Tumor Research and Treatment
  • Rough Sets and Fuzzy Logic
  • Cervical Cancer and HPV Research
  • Advanced Clustering Algorithms Research
  • Colorectal Cancer Screening and Detection
  • Adenosine and Purinergic Signaling
  • Head and Neck Cancer Studies
  • Autophagy in Disease and Therapy
  • Privacy-Preserving Technologies in Data
  • Endoplasmic Reticulum Stress and Disease
  • Data Management and Algorithms
  • Brain Tumor Detection and Classification
  • Artificial Intelligence in Healthcare and Education
  • Medical Imaging and Analysis

Chinese University of Hong Kong
2025

Shandong Institute of Automation
2023-2024

Chinese Academy of Sciences
2023-2024

Fujian Medical University
2024

University of Chinese Academy of Sciences
2014-2023

Beijing Academy of Artificial Intelligence
2023

Jiujiang University
2019

Abstract Federated learning (FL) has shown great potential in addressing data privacy issues medical image analysis. However, varying distributions across different sites can create challenges aggregating client models and achieving good global model performance. In this study, we propose a novel personalized contrastive representation FL framework, named PCRFed, which leverages to address the non-independent identically distributed (non-IID) challenge dynamically adjusts distance between...

10.1186/s42492-025-00191-0 article EN cc-by Visual Computing for Industry Biomedicine and Art 2025-03-28

Endoplasmic reticulum (ER) stress and autophagy are involved in myocardial ischemia‑reperfusion (I/R) injury; however, their roles this type of injury remain unclear. The present study investigated the ER autophagy, underlying mechanisms, H9c2 cells during hypoxia/reoxygenation (H/R) injury. Cell viability was detected by CCK‑8 assay. flux monitored with mCherry‑GFP‑LC3‑adenovirus transfection. expression levels autophagy‑related proteins stress‑related were measured western blotting....

10.3892/mmr.2019.10228 article EN cc-by-nc-nd Molecular Medicine Reports 2019-05-09

The potential prognostic value of extranodal soft tissue metastasis (ESTM) has been confirmed by increasing studies about gastric cancer (GC). However, the gold standard ESTM is determined pathologic examination after surgery, and there are no preoperative methods for assessment yet.

10.1002/mp.16647 article EN Medical Physics 2023-08-13

Prognostic assessment remains a critical challenge in medical research, often limited by the lack of well-labeled data. In this work, we introduce ContraSurv, weakly-supervised learning framework based on contrastive learning, designed to enhance prognostic predictions 3D images. ContraSurv utilizes both self-supervised information inherent unlabeled data and cues present censored data, refining its capacity extract representations. For purpose, establish Vision Transformer architecture...

10.1109/jbhi.2024.3484991 article EN IEEE Journal of Biomedical and Health Informatics 2024-01-01

Tumor localization and lymph node metastasis (LNM) diagnosis are two important tasks for gynecologist to make decisions in cervical cancer treatments. Aiming develop an accurate convenient system, we propose a multi-task residual cross-attention network named MRCNet tumor segmentation LNM prediction. Specifically, tackle task correlation with underlying related supervision information, capture multi-level features by multi-scale convolutional neural network, which equipped module concerning...

10.1109/isbi53787.2023.10230398 article EN 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI) 2023-04-18

This study aimed to compare the efficacy of Single-Port plus One Port Laparoscopy (SILS + 1) with Conventional Multi-Port Laparoscopic Surgery (CLS) and investigate risk factors associated postoperative complications in patients sigmoid colon cancer undergoing laparoscopy. Male treated at our hospital were selected evenly distributed into CLS SILS 1 groups further categorized complication non-complication based on their status within 30 days post-surgery. Compared group, SILS+ group had...

10.22514/jomh.2024.026 article EN cc-by Journal of Men s Health 2024-01-01
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