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
Source PublicationKNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS
2006
Volume4252Pages:47-54
SubtypeArticle
AbstractInspired 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 HeadingsScience & Technology ; Technology
WOS KeywordNONLINEAR DIMENSIONALITY REDUCTION ; DISCRIMINANT-ANALYSIS
Indexed ByISTP ; SCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications
WOS IDWOS:000242122600006
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9274
Collection09年以前成果
AffiliationChinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China
Recommended Citation
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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