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A LIGHTWEIGHT NEURAL NETWORK FOR CROWD ANALYSIS OF IMAGES WITH CONGESTED SCENES

Abstract: 

For images with congested scenes, the task of crowd analysis,
including crowd counting and crowd distribution prediction,
becomes very difficult. To address these issues, various
CNN-based approaches have been proposed. However, those
methods usually have a large number of parameters and require
huge computing resources. In this paper, we focus on
low-complexity approaches and propose a lightweight endto-
end network for crowd analysis. Our method utilizes an
effective scale-aware module to extract multi-scale features
and then regresses these features to density maps. The proposed
network is consisted by three parts: multi-scale feature
extraction, density map estimation and density map correction,
and the network which only contains 0.86 M parameters
(Lightweight). According to our experiments, our proposal
obtains a better result than other existing methods on several
testing sequences.

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Paper Details

Authors:
Xiangyu Ma, Shan Du, Yu Liu
Submitted On:
11 September 2019 - 2:29pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Shan Du
Paper Code:
2274
Document Year:
2019
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Document Files

eposter-ICIP-mxy.pdf

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[1] Xiangyu Ma, Shan Du, Yu Liu, "A LIGHTWEIGHT NEURAL NETWORK FOR CROWD ANALYSIS OF IMAGES WITH CONGESTED SCENES", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4596. Accessed: Sep. 15, 2019.
@article{4596-19,
url = {http://sigport.org/4596},
author = {Xiangyu Ma; Shan Du; Yu Liu },
publisher = {IEEE SigPort},
title = {A LIGHTWEIGHT NEURAL NETWORK FOR CROWD ANALYSIS OF IMAGES WITH CONGESTED SCENES},
year = {2019} }
TY - EJOUR
T1 - A LIGHTWEIGHT NEURAL NETWORK FOR CROWD ANALYSIS OF IMAGES WITH CONGESTED SCENES
AU - Xiangyu Ma; Shan Du; Yu Liu
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4596
ER -
Xiangyu Ma, Shan Du, Yu Liu. (2019). A LIGHTWEIGHT NEURAL NETWORK FOR CROWD ANALYSIS OF IMAGES WITH CONGESTED SCENES. IEEE SigPort. http://sigport.org/4596
Xiangyu Ma, Shan Du, Yu Liu, 2019. A LIGHTWEIGHT NEURAL NETWORK FOR CROWD ANALYSIS OF IMAGES WITH CONGESTED SCENES. Available at: http://sigport.org/4596.
Xiangyu Ma, Shan Du, Yu Liu. (2019). "A LIGHTWEIGHT NEURAL NETWORK FOR CROWD ANALYSIS OF IMAGES WITH CONGESTED SCENES." Web.
1. Xiangyu Ma, Shan Du, Yu Liu. A LIGHTWEIGHT NEURAL NETWORK FOR CROWD ANALYSIS OF IMAGES WITH CONGESTED SCENES [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4596