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High-Accuracy Automatic Person Segmentation with Novel Spatial Saliency Map

Abstract: 

In this work, we propose a person segmentation system that achieves high segmentation accuracy with a much smaller CNN network. In this approach, key-point detection annotation is incorporated for the first time and a novel spatial saliency map, in which the intensity of each pixel indicates the likelihood of forming a part of the human and reflects the distance from the body, is generated to provide more spatial information. Additionally, a LightWeight automatic Person Segmentation Network (LWPSN) is proposed, which is small and efficient for person segmentation by leveraging atrous convolution.

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Paper Details

Authors:
Weijuan Xi, Jianhang Chen, Qian Lin and Jan P. Allebach
Submitted On:
19 September 2019 - 4:32pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Jianhang Chen
Paper Code:
3354
Document Year:
2019
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Document Files

icip_poster.pdf

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[1] Weijuan Xi, Jianhang Chen, Qian Lin and Jan P. Allebach, "High-Accuracy Automatic Person Segmentation with Novel Spatial Saliency Map", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4749. Accessed: Oct. 22, 2019.
@article{4749-19,
url = {http://sigport.org/4749},
author = {Weijuan Xi; Jianhang Chen; Qian Lin and Jan P. Allebach },
publisher = {IEEE SigPort},
title = {High-Accuracy Automatic Person Segmentation with Novel Spatial Saliency Map},
year = {2019} }
TY - EJOUR
T1 - High-Accuracy Automatic Person Segmentation with Novel Spatial Saliency Map
AU - Weijuan Xi; Jianhang Chen; Qian Lin and Jan P. Allebach
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4749
ER -
Weijuan Xi, Jianhang Chen, Qian Lin and Jan P. Allebach. (2019). High-Accuracy Automatic Person Segmentation with Novel Spatial Saliency Map. IEEE SigPort. http://sigport.org/4749
Weijuan Xi, Jianhang Chen, Qian Lin and Jan P. Allebach, 2019. High-Accuracy Automatic Person Segmentation with Novel Spatial Saliency Map. Available at: http://sigport.org/4749.
Weijuan Xi, Jianhang Chen, Qian Lin and Jan P. Allebach. (2019). "High-Accuracy Automatic Person Segmentation with Novel Spatial Saliency Map." Web.
1. Weijuan Xi, Jianhang Chen, Qian Lin and Jan P. Allebach. High-Accuracy Automatic Person Segmentation with Novel Spatial Saliency Map [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4749