A multi-stage deep learning network toward multi-classification of polyps in colorectal images

A multi-stage deep learning network toward multi-classification of polyps in colorectal images

Accurate classification of colorectal polyps (CRPs) is critical for the early diagnosis and treatment of colorectal cancer (CRC). This paper presents an efficient deep learning method specifically developed to enhance the accuracy of CRPs classification, thereby assisting physicians in making inform...

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Bibliographic Details
Main Authors: Shilong Chang, Kun Yang, Yucheng Wang, Yufeng Sun, Chaoyi Qi, Wenlong Fan, Ying Zhang, Shuang Liu, Wenshan Gao, Jie Meng, Linyan Xue
Format: Article
Language:English
Published: Elsevier 2025-04-01
Series:Alexandria Engineering Journal
Subjects:
Colorectal polyp
Convolutional neural network
Multi-stage classification
GAN-based data augmentation
Online Access:http://www.sciencedirect.com/science/article/pii/S111001682500136X
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