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Local structured representation for generic object detection

delete2017-03-02
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PRE
AI
J
Junge Zhang
K
Kaiqi Huang
T
Tieniu Tan *
张兆翔 (Zhaoxiang Zhang) *
DOI:10.1007/s11704-016-5530-6delete
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摘要

摘要

En 中文
Structure information plays an important role in both object recognition and detection. This paper studies what visual structure is and addresses the problem of structure modeling and representation from two aspects: visual feature and topology model. Firstly, at feature level, we propose Local Structured Descriptor to capture the object's local structure effectively, and develop the descriptors from shape and texture information, respectively. Secondly, at topology level, we present a local structured model with a boosted feature selection and fusion scheme. All experiments are conducted on the challenging PASCAL Visual Object Classes (VOC) datasets from VOC2007 to VOC2010. Experimental results show that our method achieves very competitive performance.
Keyword:
Local Structured Descriptor
Local Structured Model
Object Representation
Object Structure
Object Detection
PASCAL VOC
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期刊

Frontiers of Computer Science 封面图
Frontiers of Computer Science
IF:
4.6
论文数:
1.6K
被引数:
2.8K

机构

C
chinese academy of sciences
学者数:
56.6W
论文数: 44.9W
被引数: 704