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Research on deep learning method of crop disease identification

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成果类型:
会议论文
作者:
Long, Yin;Liu, Changhua
通讯作者:
Liu, Changhua(liuch@whpu.edu.cn)
作者机构:
[Long, Yin; Liu, Changhua] Wuhan Polytechnic University, P.O. Box, Wuhan
430040, China
[Long, Yin; Liu, Changhua] 430040, China
语种:
英文
期刊:
ACM International Conference Proceeding Series
年:
2019
会议名称:
2019 International Conference on Artificial Intelligence, Information Processing and Cloud Computing, AIIPCC 2019
会议时间:
December 19, 2019 - December 21, 2019
会议地点:
Sanya, China
会议赞助商:
Association for Science and Engineering (ASciE)
机构署名:
本校为第一机构
摘要:
Traditional image processing has many problems in crop disease recognition, such as complicated and inefficient manual design. This paper studies the performance of deep learning algorithms in crop diseases. The research mainly optimizes the convolutional neural network from two aspects, one is the model structure, and the other is training label optimization. The basic convolutional neural network uses ResNet-50, InceptionV3, MobileNetV2, etc. Model training uses transfer learning to compare experimental data based on the performance of each m...

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