A PMJ-inspired cognitive framework for natural scene categorization in line drawings | |
Yu, Minjing1; Liu, Yong-Jin1; Wang, Su-Jing2; Fu, Qiufang2; Fu, Xiaolan2 | |
刊名 | NEUROCOMPUTING |
2016-01-15 | |
卷号 | 173期号:0页码:2041-2048 |
关键词 | Visual perception Line drawings Natural scene categorization |
ISSN号 | 0925-2312 |
英文摘要 | 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. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Computer Science, Artificial Intelligence |
研究领域[WOS] | Computer Science |
关键词[WOS] | SKETCH ; DESIGN |
收录类别 | SCI ; EI |
语种 | 英语 |
WOS记录号 | WOS:000366879800160 |
内容类型 | 期刊论文 |
源URL | [http://ir.psych.ac.cn/handle/311026/15434] |
专题 | 心理研究所_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(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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