High-Resolution Radar Target Recognition via Inception-Based VGG (IVGG) Networks
Joint Authors
Zhang, Chengwen
Ou, Jianping
Tian, Jinge
Li, Ji
Zhang, Jun
Wang, Wei
Wang, Xin
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-07-18
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Aiming at high-resolution radar target recognition, new convolutional neural networks, namely, Inception-based VGG (IVGG) networks, are proposed to classify and recognize different targets in high range resolution profile (HRRP) and synthetic aperture radar (SAR) signals.
The IVGG networks have been improved in two aspects.
One is to adjust the connection mode of the full connection layer.
The other is to introduce the Inception module into the visual geometry group (VGG) network to make the network structure more suik / for radar target recognition.
After the Inception module, we also add a point convolutional layer to strengthen the nonlinearity of the network.
Compared with the VGG network, IVGG networks are simpler and have fewer parameters.
The experiments are compared with GoogLeNet, ResNet18, DenseNet121, and VGG on 4 datasets.
The experimental results show that the IVGG networks have better accuracies than the existing convolutional neural networks.
American Psychological Association (APA)
Wang, Wei& Zhang, Chengwen& Tian, Jinge& Wang, Xin& Ou, Jianping& Zhang, Jun…[et al.]. 2020. High-Resolution Radar Target Recognition via Inception-Based VGG (IVGG) Networks. Computational Intelligence and Neuroscience،Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1138960
Modern Language Association (MLA)
Wang, Wei…[et al.]. High-Resolution Radar Target Recognition via Inception-Based VGG (IVGG) Networks. Computational Intelligence and Neuroscience No. 2020 (2020), pp.1-11.
https://search.emarefa.net/detail/BIM-1138960
American Medical Association (AMA)
Wang, Wei& Zhang, Chengwen& Tian, Jinge& Wang, Xin& Ou, Jianping& Zhang, Jun…[et al.]. High-Resolution Radar Target Recognition via Inception-Based VGG (IVGG) Networks. Computational Intelligence and Neuroscience. 2020. Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1138960
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1138960