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Research on Image Recognition Method of Ethnic Costume Based on VGG
- Source :
- Machine Learning for Cyber Security ISBN: 9783030624620, ML4CS (3)
- Publication Year :
- 2020
- Publisher :
- Springer International Publishing, 2020.
-
Abstract
- This paper uses deep learning related algorithms to classify and recognize the ethnic costume images of the Wa and Yi people. In the deep learning framework Tensorflow, the deep convolution network VGG model was migrated to the ethnic costume recognition task, and the image recognition of ethnic costume based on VGG was realized. By adjusting the size of the convolution kernel and the number of convolution layers of the VGGNet network model, a neural network model of ethnic costume image recognition suitable for the classification and recognition of the Wa and Yi people is constructed. By training the images in the ethnic costume image library, iteratively adjusting the parameters of Batch_size, Epoch, Dropout and other parameters of the network model, the comparative experiments are on, and the classification recognition rate of ethnic costume images under different network model parameters is analyzed.
- Subjects :
- Artificial neural network
Computer science
business.industry
Deep learning
Ethnic group
02 engineering and technology
Convolutional neural network
Image (mathematics)
Convolution
020204 information systems
0202 electrical engineering, electronic engineering, information engineering
Computer vision
Artificial intelligence
business
Dropout (neural networks)
Network model
Subjects
Details
- ISBN :
- 978-3-030-62462-0
- ISBNs :
- 9783030624620
- Database :
- OpenAIRE
- Journal :
- Machine Learning for Cyber Security ISBN: 9783030624620, ML4CS (3)
- Accession number :
- edsair.doi...........d8ca1a5bf7ed009527a072569b570fa8
- Full Text :
- https://doi.org/10.1007/978-3-030-62463-7_29