基于核滤波器实时运动目标的抗遮挡再跟踪
相关滤波算法是通过模板与检测目标的相似性来确定目标位置, 自从将相关滤波概念用于目标跟踪起便一直受到广泛的关注, 而核相关滤波算法的提出更是将这一理念推到了一个新的高度。核相关滤波算法以其高速度、高精度以及高鲁棒性的特点迅速成为研究热点, 但核相关滤波算法在抗遮挡性能上有着严重的缺陷。本文针对核相关滤波在抗遮挡性能上的缺陷对此算法进行改进, 提出了一种融合Sobel边缘二元模式算法的改进KCF算法, 通过Sobel边缘二元模式算法加权融合目标特征, 然后计算目标的峰值响应强度旁瓣值比检测目标是否丢失, 最后将Kalman算法作为目标遮挡后搜索目标的策略。结果显示, 本文方法不仅对抗遮挡有较好的...
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| Published in | Guang Dian Gong Cheng = Opto-Electronic Engineering Vol. 47; no. 1; pp. 190279 - 61 |
|---|---|
| Main Authors | , , , , |
| Format | Journal Article |
| Language | Chinese English |
| Published |
Chengdu
Editorial Office of Opto-Electronic Advances
01.01.2020
无锡环境科学与工程研究中心,江苏无锡 214153 江南大学物联网工程学院,江苏无锡,214122%江南大学物联网工程学院,江苏无锡 214122 |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1003-501X |
| DOI | 10.12086/oee.2020.190279 |
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| Abstract | 相关滤波算法是通过模板与检测目标的相似性来确定目标位置, 自从将相关滤波概念用于目标跟踪起便一直受到广泛的关注, 而核相关滤波算法的提出更是将这一理念推到了一个新的高度。核相关滤波算法以其高速度、高精度以及高鲁棒性的特点迅速成为研究热点, 但核相关滤波算法在抗遮挡性能上有着严重的缺陷。本文针对核相关滤波在抗遮挡性能上的缺陷对此算法进行改进, 提出了一种融合Sobel边缘二元模式算法的改进KCF算法, 通过Sobel边缘二元模式算法加权融合目标特征, 然后计算目标的峰值响应强度旁瓣值比检测目标是否丢失, 最后将Kalman算法作为目标遮挡后搜索目标的策略。结果显示, 本文方法不仅对抗遮挡有较好的鲁棒性, 而且能够满足实时要求, 准确地对目标进行再跟踪。 |
|---|---|
| AbstractList | 相关滤波算法是通过模板与检测目标的相似性来确定目标位置, 自从将相关滤波概念用于目标跟踪起便一直受到广泛的关注, 而核相关滤波算法的提出更是将这一理念推到了一个新的高度。核相关滤波算法以其高速度、高精度以及高鲁棒性的特点迅速成为研究热点, 但核相关滤波算法在抗遮挡性能上有着严重的缺陷。本文针对核相关滤波在抗遮挡性能上的缺陷对此算法进行改进, 提出了一种融合Sobel边缘二元模式算法的改进KCF算法, 通过Sobel边缘二元模式算法加权融合目标特征, 然后计算目标的峰值响应强度旁瓣值比检测目标是否丢失, 最后将Kalman算法作为目标遮挡后搜索目标的策略。结果显示, 本文方法不仅对抗遮挡有较好的鲁棒性, 而且能够满足实时要求, 准确地对目标进行再跟踪。 TP391.41; 相关滤波算法是通过模板与检测目标的相似性来确定目标位置,自从将相关滤波概念用于目标跟踪起便一直受到广泛的关注,而核相关滤波算法的提出更是将这一理念推到了一个新的高度.核相关滤波算法以其高速度、高精度以及高鲁棒性的特点迅速成为研究热点,但核相关滤波算法在抗遮挡性能上有着严重的缺陷.本文针对核相关滤波在抗遮挡性能上的缺陷对此算法进行改进,提出了一种融合Sobel边缘二元模式算法的改进KCF算法,通过Sobel边缘二元模式算法加权融合目标特征,然后计算目标的峰值响应强度旁瓣值比检测目标是否丢失,最后将Kalman算法作为目标遮挡后搜索目标的策略.结果显示,本文方法不仅对抗遮挡有较好的鲁棒性,而且能够满足实时要求,准确地对目标进行再跟踪. |
| Author | Chen, Zhiguo 汤学猛 Fu, Yi 陈志国 傅毅 / Tang Xuemeng |
| AuthorAffiliation | 江南大学物联网工程学院,江苏无锡,214122%江南大学物联网工程学院,江苏无锡 214122;无锡环境科学与工程研究中心,江苏无锡 214153 |
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| Author_FL | Chen Zhiguo Fu Yi Tang Xuemeng |
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| SubjectTerms | Algorithms Correlation Filtration Occlusion Real time Robustness Sidelobes Target detection Tracking |
| Title | 基于核滤波器实时运动目标的抗遮挡再跟踪 |
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