A segmentation-combination data augmentation strategy and dual attention mechanism for accurate Chinese herbal medicine microscopic identification

The proposed CHMMI approach addresses key limitations of traditional methods, offering a robust solution for automating CHM microscopic identification. Its high accuracy and effective feature processing capabilities underscore its potential to modernize and support the growth of the CHM industry.

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Publication Details

Journal
Frontiers in Plant Science
Published
2024-11-29
DOI
https://doi.org/10.3389/fpls.2024.1442968
Citations
1
Primary Topic
Traditional Chinese Medicine Studies
Type
article
Field-Weighted Citation Impact
0.72
Controls
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article

A segmentation-combination data augmentation strategy and dual attention mechanism for accurate Chinese herbal medicine microscopic identification

Xiaoying Zhu, Guangyao Pang, Xi He, Zhenming Yu et al.
1 citations
Frontiers in Plant Science
Traditional Chinese Medicine Studies
0.72
article

A segmentation-combination data augmentation strategy and dual attention mechanism for accurate Chinese herbal medicine microscopic identification

Xiaoying Zhu, Guangyao Pang, Xi He, Zhenming Yu, Yue Chen
article en
1 citations

Abstract

The proposed CHMMI approach addresses key limitations of traditional methods, offering a robust solution for automating CHM microscopic identification. Its high accuracy and effective feature processing capabilities underscore its potential to modernize and support the growth of the CHM industry.

Frontiers in Plant ScienceVol. 15
Wuzhou University (CN)
Industry, innovation and infrastructure
Openalex Percentile: Top 21%
Traditional Chinese Medicine Studies
0.72
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