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AN ACCURATE SALIENCY PREDICTION METHOD BASED ON GENERATIVE ADVERSARIAL NETWORKS

Abstract: 

In this paper, we propose a saliency prediction algorithm utilizing generative adversarial networks. The proposed system contains two parts: saliency network and adversarial networks. The saliency network is the basis for saliency prediction, which calculates an Euclidean cost function on the grayscale values between the predicted saliency map and the ground truth. In order to improve the accuracy of the algorithm, adversarial networks are subsequently utilized to extract the features of input data by coordinating the learning rates of the two sub-networks contained in the networks. Experimental results validate the high accuracy of the proposed
approach compared with the state-of-the-art models on three public datasets, SALICON, MIT1003 and Cerf.

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Paper Details

Authors:
Bing Yan,Haoqian Wang,Xingzheng Wang,Yongbing Zhang
Submitted On:
6 September 2017 - 10:53pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Bing Yan
Paper Code:
ICIP-1096
Document Year:
2017
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Document Files

PosterICIP_1096.pdf

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[1] Bing Yan,Haoqian Wang,Xingzheng Wang,Yongbing Zhang, "AN ACCURATE SALIENCY PREDICTION METHOD BASED ON GENERATIVE ADVERSARIAL NETWORKS", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1851. Accessed: Sep. 19, 2017.
@article{1851-17,
url = {http://sigport.org/1851},
author = {Bing Yan;Haoqian Wang;Xingzheng Wang;Yongbing Zhang },
publisher = {IEEE SigPort},
title = {AN ACCURATE SALIENCY PREDICTION METHOD BASED ON GENERATIVE ADVERSARIAL NETWORKS},
year = {2017} }
TY - EJOUR
T1 - AN ACCURATE SALIENCY PREDICTION METHOD BASED ON GENERATIVE ADVERSARIAL NETWORKS
AU - Bing Yan;Haoqian Wang;Xingzheng Wang;Yongbing Zhang
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1851
ER -
Bing Yan,Haoqian Wang,Xingzheng Wang,Yongbing Zhang. (2017). AN ACCURATE SALIENCY PREDICTION METHOD BASED ON GENERATIVE ADVERSARIAL NETWORKS. IEEE SigPort. http://sigport.org/1851
Bing Yan,Haoqian Wang,Xingzheng Wang,Yongbing Zhang, 2017. AN ACCURATE SALIENCY PREDICTION METHOD BASED ON GENERATIVE ADVERSARIAL NETWORKS. Available at: http://sigport.org/1851.
Bing Yan,Haoqian Wang,Xingzheng Wang,Yongbing Zhang. (2017). "AN ACCURATE SALIENCY PREDICTION METHOD BASED ON GENERATIVE ADVERSARIAL NETWORKS." Web.
1. Bing Yan,Haoqian Wang,Xingzheng Wang,Yongbing Zhang. AN ACCURATE SALIENCY PREDICTION METHOD BASED ON GENERATIVE ADVERSARIAL NETWORKS [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1851