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基于目标提取与滚动引导滤波的图像融合

巩稼民 张磊 巩译 宫佳颖 丁科 辛宇 刘尚辉

红外技术2026,Vol.48Issue(8):978-987,10.
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红外技术2026,Vol.48Issue(8):978-987,10.

基于目标提取与滚动引导滤波的图像融合

Image Fusion Based on Target Extraction and Rolling Guided Filter

巩稼民 1张磊 1巩译 2宫佳颖 3丁科 1辛宇 1刘尚辉4

作者信息

  • 1. 西安邮电大学 电子工程学院,陕西 西安 710121
  • 2. 北京信息科技大学 信息与通信工程学院,北京 102206
  • 3. 西安邮电大学 通信与信息工程学院,陕西 西安 710061
  • 4. 中国移动通信集团陕西有限公司商洛分公司,陕西 商洛 726000
  • 折叠

摘要

Abstract

To solve problems associated with infrared and visible light image fusion algorithms,such as the fact that the infrared target is not prominent and the overall contrast of the fused image is low,this study investigated an infrared and visible light image fusion algorithm based on target extraction and rolling-guided filtering(RGF).First,the RGF-based contrast enhancement algorithm was used to preprocess the visible light image,and the iterative guided infrared patch tensor model(IGPT)was used to extract the salient targets from the infrared image.Then,the RGF was used to perform multiscale decomposition of the infrared and enhanced visible light images to obtain their respective base and detail layers.The extracted infrared target was used,along with the entropy value comparison method,to guide the base layer fusion;at the same time,the regional energy and modified Laplacian energy were used to construct a weight matrix,and the absolute value method was used to guide the detail layer fusion.The final fusion result was obtained through image reconstruction.Experimental results show that the algorithm developed in this study could not only effectively preserve prominent infrared target features and rich texture detail information,but also demonstrate clear comprehensive advantages over existing methods such as ADF,FDPE,LatLRR,VSM-WLS,SeAFusion,and U2Fusion in terms of four quality evaluation metrics:information entropy,standard deviation,mutual information,and visual perception measurement.

关键词

图像融合/对比度增强/滚动引导滤波/迭代引导红外图像块张量

Key words

image fusion/contrast enhancement/rolling guided filter/iterative guided infrared patch tensor

分类

信息技术与安全科学

引用本文复制引用

巩稼民,张磊,巩译,宫佳颖,丁科,辛宇,刘尚辉..基于目标提取与滚动引导滤波的图像融合[J].红外技术,2026,48(8):978-987,10.

基金项目

国家自然科学基金(61775180,62276210),陕西省自然科学基础研究计划资助项目(2022JM-380). (61775180,62276210)

红外技术

1001-8891

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