FengGao Lab @ SYSU
FengGao Lab @ SYSU
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Accurate Boundary Alignment and Realism Enhancement for Colonoscopic Polyp Image-Mask Pair Generation
Polyp segmentation is the foundation of colonoscopic lesion screening, diagnosis, and therapy. However, the data size of images and …
Riyu Qiu
,
Kun Xia
,
Feng GAO
,
Shu-Ting YANG
,
Du CAI
,
Jiacheng Wang
,
Yinran Chen
,
Liansheng Wang
Code
Bridging Knowledge Discrepancy in Retinal Image Analysis through Federated Multi-Task Learning
Retinal image analysis not only reveals the microscopic structure of the eye but also provides insights into overall health status. …
Jing Yang
,
Yuxi Ma
,
Jin-Gang Yu
,
Feng GAO
,
Shu-Ting YANG
,
Du CAI
,
Jiacheng Wang
,
Liansheng Wang
Code
FSA-Net: Fractal-driven Synergistic Anatomy-aware Network for Segmenting White Line of Toldt in Laparoscopic Images
Accurate automatic segmentation of the White Line of Toldt (WLT) is crucial for guiding colorectal cancer surgeries and improving …
Kecheng Wu
,
Zhaohu Xing
,
Zerong Cai
,
Feng GAO
,
Wenxue Li
,
Lei Zhu
Code
Cross-Level Contrastive Learning and Consistency Constraint for Semi-Supervised Medical Image Segmentation
Background
: Semi-supervised learning (SSL), which aims at leveraging a few labeled images and a large number of unlabeled images for …
Xinkai Zhao
,
Chaowei Fang
,
De-Jun FAN
,
Xutao Lin
,
Feng GAO
,
Guanbin Li
DOI
Multi-scope Analysis Driven Hierarchical Graph Transformer for Whole Slide Image Based Cancer Survival Prediction
Wentai Hou
,
Yan He
,
Bingjian Yao
,
Lequan Yu
,
Rongshan Yu
,
Feng GAO
,
Liansheng Wang
DOI
Deep learning-derived spatial organization features on histopathology images to predict prognosis in patients with colorectal liver metastasis, after hepatectomy.
Background
: Histopathological images of colorectal liver metastasis (CRLM) contain rich morphometric information that may predict …
Xin Wang
,
Yu-Hong Li
,
Baocai Xing
,
Lin Qi
,
Jie-Ying Liang
,
Zhong-Wu Li
,
Shao-Yan Xi
,
Yu-Ni Lai
,
Feng GAO
,
De-Shen Wang
,
Ming-Tao Hu
,
Yi Cao
,
Xian-Rui Zhang
,
Li-Jian Xu
,
Ronald CK Chan
DOI
Immunological profiling of human colorectal cancer defines four distinct molecular subtypes
Weiqiang You
,
Du CAI
,
Minyi Lv
,
Peishan Hu
,
Feng GAO
,
Xiaojian Wu
DOI
Senescence-Based Colorectal Cancer Subtyping Reveals Distinct Molecular Characteristics and Therapeutic Strategies
Min-Yi LV
,
Du CAI
,
Cheng-Hang LI
,
Junguo Chen
,
Guanman Li
,
Chu-Ling HU
,
Bao-Wen GAI
,
Jia-Xin LEI
,
Ping Lan
,
Feng GAO
,
Xiaosheng He
DOI
A tumor immune microenvironment-related lncRNA signature for the prognosis and immunotherapeutic sensitivity prediction in colorectal cancer.
Background
: As important molecules in the CRC tumor microenvironment (TME), long non-coding RNAs (lncRNAs) regulate the functions of …
Chu-Ling HU
,
Du CAI
,
Min-Er ZHONG
,
De-Jun FAN
,
Cheng-Hang LI
,
Min-Yi LV
,
Ze-Ping HUANG
,
Wei Wang
,
Xiaojian Wu
,
Feng GAO
DOI
PIANOS: A platform independent and normalization free single-sample classifier for colorectal cancer
Du CAI
,
Hao-Ning QI
,
Wei Wang
,
Min-Er ZHONG
,
De-Jun FAN
,
Cheng-Hang LI
,
Xiaojian Wu
,
Feng GAO
DOI
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