CASIA OpenIR  > 09年以前成果
Dynamic similarity kernel for visual recognition
Yan, Wang; Liu, Qingshan; Lu, Hanqing; Ma, Songde; Gabrys, B; Howlett, RJ; Jain, LC
2006
发表期刊KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS
卷号4252页码:47-54
文章类型Article
摘要Inspired by studies of cognitive psychology, we proposed a new dynamic similarity kernel for visual recognition. This kernel has great consistency with human visual similarity judgement by incorporating the perceptual distance function. Moreover, this kernel can be seen as an extension of Gaussian kernel, and therefore can deal with non-linear variations well like the traditional kernels. Experimental results on natural image classification and face recognition show its superior performance compared to other kernels.
WOS标题词Science & Technology ; Technology
关键词[WOS]NONLINEAR DIMENSIONALITY REDUCTION ; DISCRIMINANT-ANALYSIS
收录类别ISTP ; SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
WOS记录号WOS:000242122600006
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9274
专题09年以前成果
作者单位Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China
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GB/T 7714
Yan, Wang,Liu, Qingshan,Lu, Hanqing,et al. Dynamic similarity kernel for visual recognition[J]. KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS,2006,4252:47-54.
APA Yan, Wang.,Liu, Qingshan.,Lu, Hanqing.,Ma, Songde.,Gabrys, B.,...&Jain, LC.(2006).Dynamic similarity kernel for visual recognition.KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS,4252,47-54.
MLA Yan, Wang,et al."Dynamic similarity kernel for visual recognition".KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS 4252(2006):47-54.
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