Swin-RGC: Swin-Transformer with Recursive Gated Convolution for substation equipment non-rigid defect detection

نویسندگان

چکیده

Substation equipment defects are important factors affecting the safe operation of power grids. However, many non-rigid have low detection accuracy and poor robustness,due to boundary ambiguity, irregular shape tiny size. To address these problems,we propose a swin-transformer with recursive gated convolution framework for substation defect. Firstly, in order effectively detect defect objects improve discriminability image features, we design Swin-Transformer Recursive Gated Convolution(Swin-RGC) extract interaction features between spaces deep model. Secondly, avoid loss object location information, Task-aligned One-stage Object Detection(TOOD) head is improved by fusing Coordinate Attention modules. Finally, dataset established provide baseline detecting equipment. Experiment results on our demonstrate that proposed method achieves performance 69.9% Mean Average Precision (mAP) detection, which outweighs state-of-the-art approaches.

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ژورنال

عنوان ژورنال: IEEE Access

سال: 2023

ISSN: ['2169-3536']

DOI: https://doi.org/10.1109/access.2023.3289874