Target-Aware Deep Feature Compression for Power Intelligent Inspection Tracking

Wei Jiang, Zhimin Guo, Huanlong Zhang, Liyun Cheng, Yangyang Tian, Yang Li
<span title="2022-02-21">2022</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="" style="color: black;">Journal of Electrical and Computer Engineering</a> </i> &nbsp;
Deep learning has brought revolutionary progress to computer vision, so intelligent inspection equipment based on computer vision has developed rapidly. However, due to the large number of existing deep features, it is difficult to deploy it on mobile devices to achieve real-time tracking speed. This paper presents a target-aware deep feature compression for power intelligent inspection tracking. First, a negative balance loss function is designed to mine channel features suitable for the
more &raquo; ... t inspection scene by shrinking the contribution of pure background negative samples and enhancing the impact of difficult negative samples. Based on this, the deep feature compression model is combined with Siamese tracking framework to achieve real-time and robust tracking. Finally, we evaluate the proposed method on real application scenarios and general data to prove the practicability of the proposed method.
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="">doi:10.1155/2022/3161551</a> <a target="_blank" rel="external noopener" href="">fatcat:qvx6bdj3qjdi7oqepvbazg5gli</a> </span>
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