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From Coarse to Fine: A Novel Colon Polyp Segmentation Method Like Human Observation

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成果类型:
会议论文
作者:
Wang, Wei;Sun, Huiying;Wang, Xin
通讯作者:
Wang, X
作者机构:
[Wang, Wei; Wang, Xin; Sun, Huiying] Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Changsha, Peoples R China.
通讯机构:
[Wang, X ] C
Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Changsha, Peoples R China.
语种:
英文
关键词:
Polyps;Rough outline;Clarify;Edge information
期刊:
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
ISSN:
0302-9743
年:
2025
卷:
15044
页码:
264-278
会议名称:
7th Chinese Conference on Pattern Recognition and Computer Vision
会议论文集名称:
Lecture Notes in Computer Science
会议时间:
OCT 18-20, 2024
会议地点:
Urumqi, PEOPLES R CHINA
会议主办单位:
[Wang, Wei;Sun, Huiying;Wang, Xin] Changsha Univ Sci & Technol, Sch Comp & Commun Engn, Changsha, Peoples R China.
主编:
Lin, Z Cheng, MM He, R Ubul, K Silamu, W Zha, H Zhou, J Liu, CL
出版地:
152 BEACH ROAD, #21-01/04 GATEWAY EAST, SINGAPORE, 189721, SINGAPORE
出版者:
SPRINGER-VERLAG SINGAPORE PTE LTD
ISBN:
978-981-97-8495-0; 978-981-97-8496-7
基金类别:
National Science Innovation Special Zone Project [2019XXX00701]; National Key Basic Research Program Project [62402010206]; Key research and development projects of Hunan Province [2020SK2134]; Natural Science Foundation of Hunan Province [2022JJ30625]
机构署名:
本校为第一且通讯机构
院系归属:
计算机与通信工程学院
摘要:
Colon polyp screening is critical for the prevention of colon cancer, and the use of colon polyp segmentation to assist physicians in identifying potential polyps can improve detection efficiency and reduce misdiagnosis and missed diagnoses. However, polyp segmentation encounters the following challenges: (1) the size and shape of polyps vary widely; (2) the edge between polyps and the surrounding normal area is not obvious. To address the above challenges, a novel colon polyp segmentation method like human observation (LHONet) is proposed. This approach aims to align the polyp segmentation ne...

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