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Deep learning-enabled mobile application for efficient and robust herb image recognition

delete2022-04-21
delete11
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OA
AI
X
Xin Sun *
H
Huinan Qian
Y
Yiliang Xiong
Y
Yingli Zhu
Z
Zhaohan Huang
F
Feng Yang
DOI:10.1038/s41598-022-10449-9delete
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摘要

摘要

En 中文
With the increasing popularity of herbal medicine, high standards of the high quality control of herbs becomes a necessity, with the herb recognition as one of the great challenges. Due to the complicated processing procedure of the herbs, methods of manual recognition that require chemical materials and expert knowledge, such as fingerprint and experience, have been used. Automatic methods can partially alleviate the problem by deep learning based herb image recognition, but most studies require powerful and expensive computation hardware, which is not friendly to resource-limited settings. In this paper, we introduce a deep learning-enabled mobile application which can run entirely on common low-cost smartphones for efficient and robust herb image recognition with a quite competitive recognition accuracy in resource-limited situations. We hope this application can make contributions to the increasing accessibility of herbal medicine worldwide.
Keyword:
CONVOLUTIONAL NEURAL-NETWORK
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期刊

Scientific Reports 封面图
Scientific Reports
IF:
3.9
论文数:
28.0W
被引数:
83.5W

机构

B
beijing university of chinese medicine
学者数:
1.4W
论文数: 5.7K
被引数: 13
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