Intelligent Line Segment Perception With Cortex-Like Mechanisms
文献类型：期刊论文
| 作者 | Liu, Xilong1,2 ; Cao, Zhiqiang1; Gu, Nong3; Nahavandi, Saeid3; Zhou, Chao1; Tan, Min1
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| 刊名 | IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS
 |
| 出版日期 | 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 |
| 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. |
入库方式： OAI收割
来源：自动化研究所
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