Suppr超能文献

基于曝光融合框架和颜色差异特征的无重影多曝光电力监测图像融合方法

Multi-exposure electric power monitoring image fusion method without ghosting based on exposure fusion framework and color dissimilarity feature.

作者信息

Chen Sichao, Li Zhenfei, Shen Dilong, An Yunzhu, Yang Jian, Lv Bin, Zhou Guohua

机构信息

Hangzhou Xinmei Complete Electric Appliance Manufacturing Co., Ltd., Hangzhou, China.

School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China.

出版信息

Front Neurorobot. 2023 Jan 10;16:1105385. doi: 10.3389/fnbot.2022.1105385. eCollection 2022.

Abstract

To solve the ghosting artifacts problem in dynamic scene multi-scale exposure fusion, an improved multi-exposure fusion method has been proposed without ghosting based on the exposure fusion framework and the color dissimilarity feature of this study. This fusion method can be further applied to power system monitoring and unmanned aerial vehicle monitoring. In this study, first, an improved exposure fusion framework based on the camera response model was applied to preprocess the input image sequence. Second, the initial weight map was estimated by multiplying four weight items. In removing the ghosting weight term, an improved color dissimilarity feature was used to detect the object motion features in dynamic scenes. Finally, the improved pyramid model as adopted to retain detailed information about the poor exposure areas. Experimental results indicated that the proposed method improves the performance of images in terms of sharpness, detail processing, and ghosting artifacts removal and is superior to the five existing multi-exposure image fusion (MEF) methods in quality evaluation.

摘要

为解决动态场景多尺度曝光融合中的重影伪像问题,基于本研究的曝光融合框架和颜色差异特征,提出了一种无重影的改进多曝光融合方法。这种融合方法可进一步应用于电力系统监测和无人机监测。在本研究中,首先,基于相机响应模型的改进曝光融合框架被应用于预处理输入图像序列。其次,通过将四个权重项相乘来估计初始权重图。在去除重影权重项时,使用改进的颜色差异特征来检测动态场景中的物体运动特征。最后,采用改进的金字塔模型来保留曝光不足区域的详细信息。实验结果表明,所提方法在清晰度、细节处理和重影伪像去除方面提高了图像性能,在质量评估中优于现有的五种多曝光图像融合(MEF)方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6abb/9872789/d7fdabf93a7a/fnbot-16-1105385-g0001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验