Zaiyi Liu

Guangdong Academy of Medical Sciences - Department of Radiology

SCHOLARLY PAPERS

12

DOWNLOADS

646

TOTAL CITATIONS

4

Scholarly Papers (12)

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1.

Nuclear Features-Based Histological Predictor of Overall Survival for Resected Hepatocellular Carcinoma Patients: A Multicenter, Retrospective Study

Number of pages: 39 Posted: 10 Dec 2024
Xuanjun Lu, Tingting Xie, Xinming Li, Yangshu Zhou, Yuxin Wu, Zhiyang Chen, Zhishun Liu, Dacheng Yang, Shaohua Li, Yun Liang, Feng Shi, Jiahui Ma, Shuting Chen, Xiangtian Zhao, Zhenhui Li, Xiaodong Zheng, Xin Chen, Mingli Jing, Zaiyi Liu and Cheng Lu
Xi'an Shiyou University, Peking University, Southern Medical University, Southern Medical University, Emory University, Southern Medical University, Southern Medical University, Southern Medical University, Sun Yat-sen University (SYSU), Kunming Medical University, Guangdong Academy of Medical Sciences, Southern Medical University, Southern Medical University, Southern Medical University, Kunming Medical University - Department of Radiology, Guangzhou University, South China University of Technology - Department of Radiology, Xi'an Shiyou University, Guangdong Academy of Medical Sciences - Department of Radiology and Guangdong Academy of Medical Sciences - Department of Radiology
Downloads 89 (622,129)

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Hepatocellular carcinoma, Overall survival, Nuclear feature, Whole-slide image, Prognosis

2.

Deep Learning for Colorectal Cancer Detection in Contrast-Enhanced Ct Without Bowel Preparation: A Retrospective, Multicentre Study

Number of pages: 20 Posted: 01 Nov 2023
Lisha Yao, Suyun Li, Quan Tao, Yun Mao, Jie Dong, Cheng Lu, Chu Han, Bingjiang Qiu, Yanqi Huang, Xin Huang, Yanting Liang, Huan Lin, Yongmei Guo, Yingying Liang, Yizhou Chen, Jie Lin, Enyan Chen, Yanlian Jia, Zhihong Chen, Bochi Zheng, Tong Ling, Shunli Liu, Tong Tong, Wuteng Cao, Ruiping Zhang, Xin Chen and Zaiyi Liu
Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology, Southern Medical University, Chongqing Medical University - Department of Radiology, Shanxi Medical University, Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Southern Medical University - Department of Radiology, Southern Medical University - Department of Radiology, Southern Medical University, South China University of Technology - School of Medicine, South China University of Technology - School of Medicine, South China University of Technology - Department of Radiology, Southern Medical University, Southern Medical University, Southern Medical University, Liaobu Hospital of Guangdong, Guangzhou University, Southern University of Science and Technology, Guangdong Academy of Medical Sciences - Department of Radiology, Qingdao University, Fudan University, Guangdong Institute of Gastroenterology, Shanxi Bethune Hospital, South China University of Technology - Department of Radiology and Guangdong Academy of Medical Sciences - Department of Radiology
Downloads 80 (663,095)
Citation 1

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colorectal cancer, deep learning, Computer-aided detection, Contrast-enhanced CT

3.

Machine Learning for Predicting Response to Neoadjuvant Chemotherapy in Triple-Negative Breast Cancer: A Systematic Review and Meta-Analysis

Number of pages: 42 Posted: 27 Sep 2023
Maohua Lyu, Zhenwei Shi, Yu Liu, Yuhong Fan, Yi Dai, Chunwang Huang, Ying Wang, Changhong Liang, Chu Han, Biao Huang and Zaiyi Liu
Guangdong Academy of Medical Sciences, Guangdong Academy of Medical Sciences, Guangdong Academy of Medical Sciences, Guangdong Academy of Medical Sciences, Guangdong Academy of Medical Sciences, Southern Medical University, Guangxi Medical University - Department of Medical Ultrasonics, Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences and Guangdong Academy of Medical Sciences - Department of Radiology
Downloads 76 (682,882)
Citation 3

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Triple-negative breast cancer, Neoadjuvant chemotherapy, Machine learning, Medical image, Pathological complete response, Meta-analysis

4.

Data-Efficient Federated Semi-Supervised Learning Framework Via Pseudo Supervision Refinement Strategy for Lung Tumor Segmentation

Downloads 70 (714,877)

Data-Efficient Federated Semi-Supervised Learning Framework Via Pseudo Supervision Refinement Strategy for Lung Tumor Segmentation

Number of pages: 14 Posted: 15 Nov 2024
Zhenwei Shi, Weixing Li, Xipeng Pan, Zhen Zhang, Guangyao Wu, Guanchao Ye, Leonard Wee, Andre Dekker, Chu Han, Lei Shi, Zaiyi Liu and Zhenbing Liu
Guangdong Academy of Medical Sciences, Guilin University of Electronic Technology, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Zhejiang Cancer Hospital, affiliation not provided to SSRN, affiliation not provided to SSRN, Maastricht University - GROW School for Oncology and Reproduction, Maastricht University, Guangdong Academy of Medical Sciences - Department of Radiology, Zhejiang Cancer Hospital, Guangdong Academy of Medical Sciences - Department of Radiology and Guilin University of Electronic Technology
Downloads 46 (900,753)

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Semi-supervised Learning, Lung Tumor Segmentation, Federated learning, Learning strategy, Pre-trained model

Data-Efficient Federated Semi-Supervised Learning Framework Via Pseudo Supervision Refinement Strategy for Lung Tumor Segmentation

Number of pages: 15 Posted: 14 Oct 2024
Zhenwei Shi, Weixing Li, Xipeng Pan, Zhen Zhang, Guangyao Wu, Guanchao Ye, Leonard Wee, Andre Dekker, Chu Han, Lei Shi, Zaiyi Liu and Zhenbing Liu
Guangdong Academy of Medical Sciences, Guilin University of Electronic Technology, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Zhejiang Cancer Hospital, affiliation not provided to SSRN, affiliation not provided to SSRN, Maastricht University - GROW School for Oncology and Reproduction, Maastricht University, Guangdong Academy of Medical Sciences - Department of Radiology, Zhejiang Cancer Hospital, Guangdong Academy of Medical Sciences - Department of Radiology and Guilin University of Electronic Technology
Downloads 24 (1,141,040)

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Semi-supervised learning, Lung tumor segmentation, Federated learning, Learning strategy, Pre-trained model

5.

Artificial Intelligence-Assisted Analysis of Tumor Growth Pattern, Tumor-Infiltrating Lymphocytes, And Survival from Colorectal Cancer

Number of pages: 23 Posted: 20 Jul 2022
Yunrui Ye, Xiaomei Wu, Huihui Wang, Huifen Ye, Ke Zhao, Yajun Li, Minning Zhao, Qingru Hu, Xueli Zhang, Su Yao, Xin Chen, Changhong Liang, Zaiyi Liu, Xinjuan Fan, Qingling Zhang and Yanqi Huang
Guangdong Academy of Medical Sciences - Department of Radiology, Sun Yat-sen University (SYSU) - The Sixth Affiliated Hospital, Guangzhou Panyu Central Hospital, Guangdong Academy of Medical Sciences - Department of Radiology, Southern Medical University - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Ophthalmology, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, South China University of Technology - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology, Sun Yat-sen University (SYSU) - Department of Pathology, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital and Guangdong Academy of Medical Sciences - Department of Radiology
Downloads 59 (781,918)

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Colorectal cancer, deep learning, Whole-slide images, Tumor growth pattern, Tumor-infiltrating lymphocytes

6.

Interpretable Artificial Intelligence in Assisting Treatment Response Prediction for Locally Advanced Rectal Cancer: A Prospective, Multicenter, Human-Model Interaction Study

Number of pages: 25 Posted: 02 Jul 2024
Xiao-Lin Pang, Xiaobo Chen, Li-Li Feng, Minping Hong, Pei-Yi Xie, Kaikai Wei, Jian Zheng, Jie Shi, Zhi-Hao Cheng, Weidong Han, Hongjie Cai, Zaiyi Liu, Xin-Juan Fan and Xiang-Bo Wan
Sun Yat-sen University (SYSU), Southern Medical University - Department of Radiology, Sun Yat-sen University (SYSU), Zhejiang Chinese Medical University, Sun Yat-sen University (SYSU), Sun Yat-sen University (SYSU), Sun Yat-sen University (SYSU), Southern Medical University - Guangdong Provincial Key Laboratory of Gastroenterology, Sun Yat-sen University (SYSU), Zhejiang University - Department of Medical Oncology, Zhejiang Chinese Medical University, Guangdong Academy of Medical Sciences - Department of Radiology, Zhengzhou University and affiliation not provided to SSRN
Downloads 53 (824,485)

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Artificial Intelligence, Radiomics, Interpretable AI-Human Interaction, Machine Learning, Pathological Complete Response, Rectal Cancer

7.

CS-Net: A Two-Step Epithelium Tissue Segmentation Regression Network with CS-Gate Attention on Histology Images

Number of pages: 30 Posted: 16 Sep 2022
Zhengze Gong, Xipeng Pan, Chu Han, Bingjiang Qiu, Bingchao Zhao, Yu Lu, Xinyi Chen, Wenbin Liu, Zhihua Chen, Cheng Lu, Zaiyi Liu and Gang Fang
Guangzhou University, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Guangzhou University, Guangzhou University, Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology and Guangzhou University
Downloads 46 (880,427)

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Oropharyngeal cancer, Epithelium Segmentation, stain transfer, U-Net, Attention

8.

Lesionmix Data Enhancement and Entropy Minimization for Semi-Supervised Lesion Segmentation of Lung Cancer

Number of pages: 23 Posted: 26 Mar 2024
Xipeng Pan, Mingwei Chen, Huan Lin, Xinjun Bian, Siyang Feng, Jiale Chen, Lin Wang, Xin Chen, Zaiyi Liu and Rushi Lan
Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Guilin University of Electronic Technology, South China University of Technology - School of Medicine, Guilin University of Electronic Technology, Guilin University of Electronic Technology, Guilin University of Electronic Technology, Sun Yat-sen University (SYSU) - State Key Laboratory of Oncology in South China, South China University of Technology - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology and Guilin University of Electronic Technology
Downloads 44 (897,784)

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semi-supervised learning, Data enhancement, Entropy Minimization, Lung cancer, Lesion segmentation

9.

Prognostic and Predictive Value of Desmoplastic Reaction in Colorectal Cancer: A Multicenter Retrospective Study

Number of pages: 22 Posted: 14 Dec 2022
Qingru Hu, Yiting Wang, Su Yao, Yun Mao, Liu Liu, Zhenhui Li, Yonghe Chen, Shenyan Zhang, Qian Li, Yingnan Zhao, Xinjuan Fan, Yanfen Cui, Ke Zhao and Zaiyi Liu
Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Pathology, Chongqing Medical University - Department of Radiology, Chongqing Medical University - Department of Radiology, Yunnan Cancer Hospital, Guangzhou University - School of Computer Science and Cyber Engineering, Sun Yat-sen University (SYSU) - Department of Pathology, Guangdong Academy of Medical Sciences - Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangzhou University - School of Computer Science and Cyber Engineering, Sun Yat-sen University (SYSU) - Department of Pathology, Chinese Academy of Sciences (CAS) - Department of Radiology, Southern Medical University - Department of Radiology and Guangdong Academy of Medical Sciences - Department of Radiology
Downloads 39 (944,094)

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colorectal cancer, desmoplastic reaction, tumor microenvironment, postsurgery chemotherapy, tumor-infiltrating lymphocytes, tumor stroma ratio

10.

Rethinking Mitosis Detection: Towards Diverse Data and Feature Representation for Better Domain Generalization

Number of pages: 13 Posted: 10 Jul 2024
Hao Wang, Jiatai Lin, Danyi Li, Jing Wang, Bingchao Zhao, Zhenwei Shi, Changhong Liang, Guoqiang Han, Li Liang, Chu Han and Zaiyi Liu
South China University of Technology, South China University of Technology, Southern Medical University, Southern Medical University, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, affiliation not provided to SSRN, Guangdong Academy of Medical Sciences - Department of Radiology, South China University of Technology, Southern Medical University, Guangdong Academy of Medical Sciences - Department of Radiology and Guangdong Academy of Medical Sciences - Department of Radiology
Downloads 33 (1,005,071)

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Computational pathology, Mitosis detection, Model generalization, Data and feature diversity

11.

Hagnifinder: Predicting Magnification of Digital Histological Images Using Deep Learning

Number of pages: 27 Posted: 14 Jun 2022
Hongtai Zhang, Zaiyi Liu, Mingli Song and Cheng Lu
Communication University of China, Guangdong Academy of Medical Sciences - Department of Radiology, Communication University of China and Guangdong Academy of Medical Sciences - Department of Radiology
Downloads 31 (1,026,585)

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Histology images, magnification prediction, regression model, Deep learning

12.

An Artificial Intelligence-Based Ecological Index for Prognostic Evaluation of Colorectal Cancer

Number of pages: 26 Posted: 01 Sep 2022
Qicong Chen, Ming Cai, Xinjuan Fan, Wenbin Liu, Gang Fang, Su Yao, Yao Xu, Qian Li, Yingnan Zhao, Ke Zhao, Zaiyi Liu and Zhihua Chen
Guangzhou University, Guangdong Academy of Medical Sciences - Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Sun Yat-sen University (SYSU) - Department of Pathology, Guangzhou University, Guangzhou University, Guangdong Academy of Medical Sciences - Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences - Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangdong Academy of Medical Sciences - Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, Guangzhou University - School of Computer Science and Cyber Engineering, Southern Medical University - Department of Radiology, Guangdong Academy of Medical Sciences - Department of Radiology and Guangzhou University
Downloads 26 (1,084,097)

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Colorectal cancer, Ecological index, Artificial Intelligence, Nuclei segmentation, Spatial association, Digital pathology.