Multi-Kernel Coupled Projections for Domain Adaptive Dictionary Learning
Zheng, Yuhui1; Wang, Xilong1; Zhang, Guoqing1; Xiao, Baihua2; Xiao, Fu3; Zhang, Jianwei4
发表期刊IEEE TRANSACTIONS ON MULTIMEDIA
ISSN1520-9210
2019-09-01
卷号21期号:9页码:2292-2304
通讯作者Zhang, Guoqing(xiayang14551@163.com)
摘要Dictionary learning has produced state-of-the-art results in various classification tasks. However, if the training data have a different distribution than the testing data, the learned sparse representation might not be optimal. Recently, several domain-adaptive dictionary learning (DADE.) methods and kernels have been proposed and have achieved impressive performance. However, the performance of these single kernel-based methods heavily depends heavily on the choice of the kernel, and the question of how to combine multiple kernel learning (MKL) with the DADL framework has not been well studied. Motivated by these concerns, in this paper, we propose a multi-kernel domain-adaptive sparse representation-based classification (MK-DASRC) and then use it as a criterion to design a multi-kernel sparse representation-based domain-adaptive discriminative projection method, in which the discriminative features of the data in the two domains are simultaneously learned with the dictionary. The purpose of this method is to maximize the between-class sparse reconstruction residuals of data from both domains, and minimize the within-class sparse reconstruction residuals of data in the low-dimensional subspace. Thus, the resulting representations can satisfactorily fit MK-DASRC and simultaneously display discriminability. Extensive experimental results on a series of benchmark databases show that our method performs better than the state-of-the-art methods.
关键词Dictionary learning multiple kernel learning discriminative projections domain adaptation
DOI10.1109/TMM.2019.2900166
关键词[WOS]KERNEL ; DEEP ; TRANSPORT
收录类别SCI
语种英语
资助项目Natural Science Foundation of China[61806099] ; Natural Science Foundation of China[61672293] ; Natural Science Foundation of Jiangsu Province, China[BK20180790] ; Talent Start Foundation of Nanjing University of Information Science and Technology[2243141701077] ; PAPD (priority academic program development of Jiangsu Higher Education Institutions) ; Natural Science Foundation of China[61806099] ; Natural Science Foundation of China[61672293] ; Natural Science Foundation of Jiangsu Province, China[BK20180790] ; Talent Start Foundation of Nanjing University of Information Science and Technology[2243141701077] ; PAPD (priority academic program development of Jiangsu Higher Education Institutions)
项目资助者Natural Science Foundation of China ; Natural Science Foundation of Jiangsu Province, China ; Talent Start Foundation of Nanjing University of Information Science and Technology ; PAPD (priority academic program development of Jiangsu Higher Education Institutions)
WOS研究方向Computer Science ; Telecommunications
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications
WOS记录号WOS:000483015200011
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
被引频次:30[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/27302
专题复杂系统管理与控制国家重点实验室_影像分析与机器视觉
通讯作者Zhang, Guoqing
作者单位1.Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing 210044, Jiangsu, Peoples R China
2.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
3.Nanjing Univ Posts & Telecommun, Sch Comp Sci, Nanjing 210003, Jiangsu, Peoples R China
4.Nanjing Univ Informat Sci & Technol, Sch Math & Stat, Nanjing 210044, Jiangsu, Peoples R China
推荐引用方式
GB/T 7714
Zheng, Yuhui,Wang, Xilong,Zhang, Guoqing,et al. Multi-Kernel Coupled Projections for Domain Adaptive Dictionary Learning[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2019,21(9):2292-2304.
APA Zheng, Yuhui,Wang, Xilong,Zhang, Guoqing,Xiao, Baihua,Xiao, Fu,&Zhang, Jianwei.(2019).Multi-Kernel Coupled Projections for Domain Adaptive Dictionary Learning.IEEE TRANSACTIONS ON MULTIMEDIA,21(9),2292-2304.
MLA Zheng, Yuhui,et al."Multi-Kernel Coupled Projections for Domain Adaptive Dictionary Learning".IEEE TRANSACTIONS ON MULTIMEDIA 21.9(2019):2292-2304.
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