Learning Internal Representation of Visual Context in a Neural Coding Network

被引：0

作者：

Miao, Jun ^{[1
]}

Zou, Baixian ^{[2
]}

Qing, Laiyun ^{[3
]}

Duan, Lijuan ^{[4
]}

Fu, Yu ^{[5
]}

机构：

[1] Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China

[2] Union Univ, Coll Arts & Sci Beijing, Dept Informat Sci & Technol, Beijing 100083, Peoples R China

[3] Grad Univ, Chinese Acad Sci, Sch Informat Sci & Engn, Beijing 100049, Peoples R China

[4] Univ Sci & Technol Beijing, Coll Comp Sci & Technol, Beijing 100124, Peoples R China

[5] Univ Surrey, Dept Comp, Surrey GU2 7XH, England

来源：

ARTIFICIAL NEURAL NETWORKS-ICANN 2010, PT I | 2010年 / 6352卷

关键词：

Visual context; Neural Coding; object search; OBJECT DETECTION;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Visual context plays a significant role in humans' gaze movement for target searching. How to transform the visual context into the internal representation of a brain-like neural network is an interesting issue. Population cell coding is a neural representation mechanism which was widely discovered in primates' visual neural system. This paper presents a biologically inspired neural network model which uses a population cell coding mechanism for visual context representation and target searching. Experimental results show that the population-cell-coding generally performs better than the single-cell-coding system.

引用

页码：174 / +

页数：2

共 9 条

[1] Ahonen T, 2004, LECT NOTES COMPUT SC, V3021, P469
[2] Bear M.F., 2007, Neuroscience
[3] Context-based object detection in still images
Bergboer, N. H.
Postma, E. O.
van den Herik, H. J.
[J]. IMAGE AND VISION COMPUTING, 2006, 24 (09) : 987 - 1000
[4] Contextual cueing: Implicit learning and memory of visual context guides spatial attention
Chun, MM
Jian, YH
[J]. COGNITIVE PSYCHOLOGY, 1998, 36 (01) : 28 - 71
[5] Kruppa H., 2003, P JOINT IEEE INT WOR
[6] Miao J, 2006, IEEE IJCNN, P4395
[7] Contextual priming for object detection
Torralba, A
[J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2003, 53 (02) : 169 - 191
[8] The time dimension for scene analysis
Wang, DL
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2005, 16 (06): : 1401 - 1426
[9] 1999, NEURON, V24

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