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Weather Image Recognition Based on Convolutional Neural Network and Transfer Learning

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成果类型:
会议论文
作者:
Gao, Zunhai;Qiu, Yuzhan
通讯作者:
Gao, ZH
作者机构:
[Gao, Zunhai] Nanchang Inst Sci & Technol, Sch Informat & Artificial Intelligence, Nanchang, Jiangxi, Peoples R China.
[Gao, Zunhai; Qiu, Yuzhan] Wuhan Polytech Univ, Sch Math & Comp Sci, Wuhan, Peoples R China.
通讯机构:
[Gao, ZH ] N
Nanchang Inst Sci & Technol, Sch Informat & Artificial Intelligence, Nanchang, Jiangxi, Peoples R China.
Wuhan Polytech Univ, Sch Math & Comp Sci, Wuhan, Peoples R China.
语种:
英文
关键词:
Weather recognition;Convolutional neural networks;Transfer learning;ResNet50 network
期刊:
PROCEEDINGS OF 2024 3RD INTERNATIONAL CONFERENCE ON CRYPTOGRAPHY, NETWORK SECURITY AND COMMUNICATION TECHNOLOGY, CNSCT 2024
年:
2024
页码:
631-638
会议名称:
CNSCT '24: Proceedings of the 2024 3rd International Conference on Cryptography, Network Security and Communication Technology
会议论文集名称:
Cryptography, Network Security and Communication Technology
会议地点:
Harbin, PEOPLES R CHINA
会议主办单位:
[Gao, Zunhai] Nanchang Inst Sci & Technol, Sch Informat & Artificial Intelligence, Nanchang, Jiangxi, Peoples R China.^[Gao, Zunhai;Qiu, Yuzhan] Wuhan Polytech Univ, Sch Math & Comp Sci, Wuhan, Peoples R China.
出版地:
New York, NY, United States
出版者:
Association for Computing Machinery
ISBN:
9798400716959
基金类别:
start-up fund for doctoral research in Nanchang Institute of Science and Technology [NGRCZX-20-23]
机构署名:
本校为通讯机构
院系归属:
数学与计算机学院
摘要:
This article analyzes the image features of various weather phenomena, collects and constructs a weather image dataset, and builds a convolutional neural network model based on deep learning methods for weather phenomenon recognition. Firstly, this article constructs a dataset of five common weather types, including sunny, rainy, snowy, foggy, and thunderstorm weather, which includes multiple weather types and is closer to real production and living conditions. Each category has 10000 annotated weather images. Secondly, in response to some issues with existing weather image classification meth...

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