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Pixelwise instance segmentation with a dynamically instantiated network

Abstract:

Semantic segmentation and object detection research have recently achieved rapid progress. However, the former task has no notion of different instances of the same object, and the latter operates at a coarse, bounding-box level. We propose an Instance Segmentation system that produces a segmentation map where each pixel is assigned an object class and instance identity label. Most approaches adapt object detectors to produce segments instead of boxes. In contrast, our method is based on an i...

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Publication status:
Published
Peer review status:
Peer reviewed
Version:
Accepted Manuscript

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Publisher copy:
10.1109/CVPR.2017.100

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Institution:
University of Oxford
Division:
MPLS Division
Department:
Engineering Science
Oxford college:
Linacre College
Role:
Author
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Institution:
University of Oxford
Division:
MPLS Division
Department:
Engineering Science
Role:
Author
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Grant:
ERC-2012-AdG 321162-HELIOS
Publisher:
Institute of Electrical and Electronics Engineers Publisher's website
Publication date:
2018-02-01
Acceptance date:
2017-03-04
DOI:
ISSN:
1063-6919
Pubs id:
pubs:810849
URN:
uri:27b5322b-15df-494c-a5b8-d02889315874
UUID:
uuid:27b5322b-15df-494c-a5b8-d02889315874
Local pid:
pubs:810849

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