Bridging the gap: Computer-aided detection and Yamada classification system matches expert performance
We developed a novel CAD system based on a deep neural network for polyp detection, and the Yamada classification outperformed that of nonexpert endoscopists. This CAD system could help community-based hospitals enhance their effectiveness in polyp detection and classification.
Authors
- Guiming Liu (ORCID: https://orcid.org/0000-0002-9292-6198)
- X. Y. Zhang (ORCID: https://orcid.org/0000-0003-0544-7840)
- Quansheng Guan (ORCID: https://orcid.org/0000-0001-6159-3194)
- Weiguang Qiao (ORCID: https://orcid.org/0000-0001-8423-0724)
- Wenqing Wu (ORCID: https://orcid.org/0000-0002-4624-5498)
- Jian–Jiun Ding (ORCID: https://orcid.org/0000-0003-4510-2273)
- Si-Mei Chen
- Lin Qiu (ORCID: https://orcid.org/0000-0001-8419-1833)
- Chyong‐Huey Lai (ORCID: https://orcid.org/0000-0002-9977-9645)
- Shunhui He
- Yang Bai (ORCID: https://orcid.org/0000-0003-0415-8262)
- Weiming Lü (ORCID: https://orcid.org/0000-0002-0200-9215)
- Jie Dai (ORCID: https://orcid.org/0000-0003-3562-0851)
- Licai Deng (ORCID: https://orcid.org/0000-0001-9073-9914)
- Lingling Wang (ORCID: https://orcid.org/0000-0003-0272-2974)
- Zhenyu Wang (ORCID: https://orcid.org/0000-0003-0093-3700)
- Li Feng (ORCID: https://orcid.org/0000-0003-2952-285X)
- Zhijian Li (ORCID: https://orcid.org/0000-0002-4566-210X)
- Zhifang Zhao (ORCID: https://orcid.org/0000-0001-8862-6996)
- Rui-Ya Zhang
- Lizhi Yi
- Hui Yang (ORCID: https://orcid.org/0000-0001-7122-1212)
- Biaokai Zhu (ORCID: https://orcid.org/0000-0001-7661-3266)
- Li-Min Cheng
- Wenqian Shen (ORCID: https://orcid.org/0000-0002-0114-9662)
- Wei-Jian Lun
Institutions
- Nanfang Hospital (CN)
- Southern Medical University (CN)
Publication Details
- Journal
- World Journal of Gastroenterology
- Published
- 2025-10-27
- DOI
- https://doi.org/10.3748/wjg.v31.i40.111120
- Primary Topic
- Machine Learning and Data Classification
- Type
- article
- Field-Weighted Citation Impact
- 0.00