Intelligent Line Segment Perception With Cortex-Like Mechanisms

CORC > 自动化研究所 > 中国科学院自动化研究所 > 复杂系统管理与控制国家重点实验室 > 先进机器人控制团队

	Intelligent Line Segment Perception With Cortex-Like Mechanisms
	Liu, Xilong1,2 ; Cao, Zhiqiang1 ; Gu, Nong 3; Nahavandi, Saeid 3; Zhou, Chao1 ; Tan, Min1
刊名	IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
	2015-12-01
卷号	45 期号:12 页码:1522-1534
关键词	Artificial cells biological visual cortex line segment perception (LSP) self-organization
英文摘要	This paper proposes a novel general framework for line segment perception, which is motivated by a biological visual cortex, and requires no parameter tuning. In this framework, we design a model to approximate receptive fields of simple cells. More importantly, the structure of biological orientation columns is imitated by organizing artificial complex and hypercomplex cells with the same orientation into independent arrays. Besides, an interaction mechanism is implemented by a set of self-organization rules. Enlightened by the visual topological theory, the outputs of these artificial cells are integrated to generate line segments that can describe nonlocal structural information of images. Each line segment is evaluated quantitatively by its significance. The computation complexity is also analyzed. The proposed method is tested and compared to state-of-the-art algorithms on real images with complex scenes and strong noises. The experiments demonstrate that our method outperforms the existing methods in the balance between conciseness and completeness.
WOS标题词	Science & Technology ; Technology
类目[WOS]	Automation & Control Systems ; Computer Science, Cybernetics
研究领域[WOS]	Automation & Control Systems ; Computer Science
关键词[WOS]	PROBABILISTIC HOUGH TRANSFORM ; RECEPTIVE-FIELDS ; OBJECT RECOGNITION ; STRIATE CORTEX ; EDGE-DETECTION ; RECONSTRUCTION ; IMAGES ; CAT
收录类别	SCI
语种	英语
WOS记录号	WOS:000366891300005
公开日期	2016-05-03
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/10649]
专题	自动化研究所_复杂系统管理与控制国家重点实验室_先进机器人控制团队
作者单位	1.Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing 100190, Peoples R China 2.Chinese Acad Sci, Inst Automat, Res Ctr Precis Sensing & Control, Beijing 100190, Peoples R China 3.Deakin Univ, Ctr Intelligent Syst Res, Geelong, Vic 3217, Australia
推荐引用方式 GB/T 7714	Liu, Xilong,Cao, Zhiqiang,Gu, Nong,et al. Intelligent Line Segment Perception With Cortex-Like Mechanisms[J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,2015,45(12):1522-1534.
APA	Liu, Xilong,Cao, Zhiqiang,Gu, Nong,Nahavandi, Saeid,Zhou, Chao,&Tan, Min.(2015).Intelligent Line Segment Perception With Cortex-Like Mechanisms.IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,45(12),1522-1534.
MLA	Liu, Xilong,et al."Intelligent Line Segment Perception With Cortex-Like Mechanisms".IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS 45.12(2015):1522-1534.