A PMJ-inspired cognitive framework for natural scene categorization in line drawings

doi:10.1016/j.neucom.2015.09.046

	A PMJ-inspired cognitive framework for natural scene categorization in line drawings
	Yu,Minjing 1; Liu,Yong-Jin 1; Wang,Su-Jing 2; Fu,Qiufang2 ; Fu,Xiaolan2
第一作者	Yu, Minjing
通讯作者邮箱	liuyongjin@tsinghua.edu.cn
心理所单位排序	2
摘要	Humans' remarkable capacity on rapid natural scene categorization has been widely studied in neuroscience. Recently, a functional MRI (fMRI) study showed that in human brain, decoding of natural scenes from line drawings was very similar to those from color photographs. In this paper, based on recently proposed computational cognition model of Perception, Memory and Judgement (PMJ model), we investigate the computational model of line drawings and propose a PMJ-inspired cognitive framework for natural scene categorization in line drawings. The Ohio State University (OSU) dataset was used, which included 475 color photographs in six categories, i.e., beaches, city streets, forests, highways, mountains and offices, as well as 475 corresponding line drawings produced by trained artists. Experimental results show that our proposed cognitive framework achieves 48.4% recognition rate in leave-one-out cross-validation, which is much higher than fMRI-data-driven decoding accuracy in the visualprocessing hierarchy (29% in V1, 27% in V2+VP, 26% in V4, 29% in PPA and 23% in RSC). (C) 2015 Elsevier B.V. All rights reserved.
关键词	Visual perception Line drawings Natural scene categorization
	2016-01-15
语种	英语
DOI	10.1016/j.neucom.2015.09.046
发表期刊	NEUROCOMPUTING
ISSN	0925-2312
卷号	173 页码:2041-2048
期刊论文类型	Article
URL	查看原文
收录类别	SCI ; EI
WOS关键词	SKETCH ; DESIGN
WOS标题词	Science & Technology ; Technology
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000366879800160
EI入藏号	20154501526280
EI主题词	Functional neuroimaging
EI分类号	723.2 ; 746 ; 922.2
引用统计	被引频次：4[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.psych.ac.cn/handle/311026/15434
专题	脑与认知科学国家重点实验室
作者单位	1.Tsinghua Univ, Dept Comp Sci & Technol, Tsinghua Natl Lab Informat Sci & Technol, Beijing 100084, Peoples R China; 2.Chinese Acad Sci, Inst Psychol, State Key Lab Brain & Cognit Sci, Beijing 100101, Peoples R China
推荐引用方式 GB/T 7714	Yu,Minjing,Liu,Yong-Jin,Wang,Su-Jing,et al. A PMJ-inspired cognitive framework for natural scene categorization in line drawings[J]. NEUROCOMPUTING,2016,173:2041-2048.
APA	Yu,Minjing,Liu,Yong-Jin,Wang,Su-Jing,Fu,Qiufang,&Fu,Xiaolan.(2016).A PMJ-inspired cognitive framework for natural scene categorization in line drawings.NEUROCOMPUTING,173,2041-2048.
MLA	Yu,Minjing,et al."A PMJ-inspired cognitive framework for natural scene categorization in line drawings".NEUROCOMPUTING 173(2016):2041-2048.

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