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Conference item : Conference-proceeding

Straight to Shapes: Real-time Detection of Encoded Shapes

Abstract:

Current object detection approaches predict bounding boxes that provide little instance-specific information beyond location, scale and aspect ratio. In this work, we propose to regress directly to objects’ shapes in addition to their bounding boxes and categories. It is crucial to find an appropriate shape representation that is compact and decodable, and in which objects can be compared for higher order concepts such as view similarity, pose variation and occlusion. To achieve this, we use ...

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Files:
  • (Accepted manuscript, pdf, 5.1MB)
Publisher copy:
10.1109/CVPR.2017.448

Authors


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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
More by this author
Institution:
University of Oxford
Oxford college:
Wolfson College
Role:
Author
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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
More from this funder
Name:
European Research Council
Grant:
ERC-2012-AdG 321162-HELIOS
More from this funder
Name:
Engineering and Physical Sciences Research Council
Grant:
Seebibyte EP/M013774/1, EPSRC/MURI EP/N019474/1
Publisher:
Institute of Electrical and Electronics Engineers
Host title:
CVPR 2017: IEEE Conference on Computer Vision and Pattern Recognition
Journal:
CVPR 2017: IEEE Conference on Computer Vision and Pattern Recognition More from this journal
Publication date:
2017-11-09
Acceptance date:
2017-03-18
DOI:
ISBN:
9781538604571
Subtype:
conference-proceeding
Pubs id:
pubs:689003
UUID:
uuid:1e312239-8533-4670-a2f6-ca1b4b1082f6
Local pid:
pubs:689003
Source identifiers:
689003
Deposit date:
2017-04-11

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