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A PMJ-inspired cognitive framework for natural scene categorization in line drawings
Yu, Minjing1; Liu, Yong-Jin1; Wang, Su-Jing2; Fu, Qiufang2; Fu, Xiaolan2
2016-01-15
Source PublicationNEUROCOMPUTING
ISSN0925-2312
SubtypeArticle
Volume173Issue:0Pages:2041-2048
Abstract

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.

KeywordVisual perception Line drawings Natural scene categorization
DOI10.1016/j.neucom.2015.09.046
Indexed BySCI ; EI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000366879800160
WOS HeadingsScience & Technology ; Technology
WOS KeywordSKETCH ; DESIGN
Citation statistics
Document Type期刊论文
Identifierhttp://ir.psych.ac.cn/handle/311026/15434
Collection脑与认知科学国家重点实验室
Affiliation1.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
Recommended Citation
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(0):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(0),2041-2048.
MLA Yu, Minjing,et al."A PMJ-inspired cognitive framework for natural scene categorization in line drawings".NEUROCOMPUTING 173.0(2016):2041-2048.
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All comments (1)
王成
2016-12-22 16:43

该篇论文同时被SCI和EI收录,建议调整。

 

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