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Content Provider | IET Digital Library |
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Author | Gao, Yuan Yang, Wei Li, Chunsheng Zou, Fei |
Abstract | SAR transmission tower detection is essential to transmission system monitoring and maintenance. Various methods have been proposed to detect transmission tower by using shallow feature. With the development of the deep learning based on convolutional neural network, this study proposed an improved SSD-based transmission tower detection method by introducing deep learning-based technique. First, SSD, a state-of-the-art object detection method, is analysed in detail. Then, the algorithm is modified to fit authors’ specific domain. According to the experiment results in real SAR images, it is showed that the modified method gains better detection performance. Finally, ablation experiments are also performed to confirm each modification step produces better result. |
Starting Page | 7161 |
Ending Page | 7164 |
Page Count | 4 |
Volume Number | 2019 |
e-ISSN | 20513305 |
Issue Number | Issue 20, Oct (2019) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/joe/2019/20 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/joe.2019.0568 |
Journal | The Journal of Engineering |
Publisher | The Institution of Engineering and Technology |
Publisher Date | 2019-07-11 |
Access Restriction | Open |
Rights License | Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/) |
Subject Keyword | Computer Vision And Image Processing Technique Convolutional Neural Nets Convolutional Neural Network Deep Learning-based Technique Electrical Engineering Computing Improved SSD-based Transmission Tower Detection Method Knowledge Engineering Technique Learning in AI Maintenance Engineering Neural Computing Technique Object Detection Object Detection Method Optical, Image And Video Signal Processing Plant Engineering, Maintenance And Safety Poles And Towers Radar Computing Radar Equipment Radar Imaging SAR Image SAR Transmission Tower Detection Shallow Feature Synthetic Aperture Radar System And Application Transmission System Maintenance Transmission System Monitoring |
Content Type | Text |
Resource Type | Article |
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