An Image Generation Algorithm Based on Illumination Attention Mechanism

The safe operation of transmission lines is under serious threat in extreme weather conditions, and visual monitoring technology based on deep learning models is an effective solution. However, existing data for transmission line scenarios under extreme weather conditions is severely insufficient. To address these issues, we propose an image generation algorithm based on the illumination attention mechanism, which includes a joint training U-Net network and an attention mechanism. Experimental results show that the proposed algorithm effectively enhances the diversity of weather recognition datasets for transmission line scenarios.

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Publication Details

Published
2025-06-20
DOI
https://doi.org/10.1109/caibda65784.2025.11183080
Primary Topic
Advanced Vision and Imaging
Type
article
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article

An Image Generation Algorithm Based on Illumination Attention Mechanism

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Advanced Vision and Imaging
article

An Image Generation Algorithm Based on Illumination Attention Mechanism

Zhe Li, Yiming Gu, Changwu Li, Yun Liang, Ying Shi, Degui Yao
article en

Abstract

The safe operation of transmission lines is under serious threat in extreme weather conditions, and visual monitoring technology based on deep learning models is an effective solution. However, existing data for transmission line scenarios under extreme weather conditions is severely insufficient. To address these issues, we propose an image generation algorithm based on the illumination attention mechanism, which includes a joint training U-Net network and an attention mechanism. Experimental results show that the proposed algorithm effectively enhances the diversity of weather recognition datasets for transmission line scenarios.

Electric Power Research Institute (US), Wuhan University of Technology (CN)
Openalex Percentile: Top 72%
Advanced Vision and Imaging
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