Abstract Details
5 / 2023-08-04 15:34:46
Defect Recognition Method of Digital Twin Power Line Image Based on Improved TridentNet
Neural Networks,Defect Detection,Power Line,TridentNet,Weights normalization
Final Paper
The detection of defects in Power Line images plays a vital role in timely and effective identification of equipment flaws, thereby preventing equipment failures. Current methods for transmission image defect detection need further algorithmic research to improve their capability to detect defects at different scales. In this paper, we propose an improved method for the TridentNet network specifically designed for transmission line inspection scenarios. We optimize the scale-based training strategy by adjusting the selection range to enhance the model training effectiveness. We introduce a new dimension in the backbone network to improve feature extraction efficiency. Additionally, we design a weight normalization process in the feature extraction part of the network to accelerate model convergence and improve accuracy when training data batches are small. These enhancements contribute to improved accuracy and recall rates for multi-scale defect detection in the same image. Experimental results demonstrate the effectiveness and accuracy of our proposed method.
Important Date
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Conference Date
Nov 02
2023
toNov 04
2023
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Dec 15 2023
Draft paper submission deadline
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Dec 20 2023
Registration deadline
Sponsored By
IEEE Instrumentation and Measurement Society
Xidian University
Xidian University
Contact Information
Previous Conferences
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2026-11-13 China Chengdu
2026 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD) -
2026-11-06 China Chengdu
2026 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence -
2025-11-21 China Guangzhou
2025 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence -
2023-11-02 China Xi'an
2023 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence -
2022-11-30 China Harbin
International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence -
2021-10-21 China Nanjing
2021 International Conference on Sensing, Measurement and Data Analytics in the era of Artificial Intelligence -
2020-10-15 China Xi'an
International Conference on Sensing, Measurement and Data Analytics in the era of Artificial Intelligence
