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A CASCADED NOISE-ROBUST DEEP CNN FOR FACE RECOGNITION

Abstract: 

State-of-the-art face recognition methods have achieved ex- cellent performance on the clean datasets. However, in real- world applications, the captured face images are usually contaminated with noise, which significantly decreases the performance of these face recognition methods. In this pa- per, we propose a cascaded noise-robust deep convolutional neural network (CNR-CNN) method, consisting of two sub- networks, i.e., a denoising sub-network and a face recognition sub-network, for face recognition under noise. Instead of sep- arately training the two sub-networks, we jointly train them in a cascaded manner. As a result, the images generated from the denoising sub-network are beneficial to the training of the face recognition sub-network. Furthermore, the dense connectivity is used to concatenate the feature maps layer- by-layer in the denoising sub-network, which can effectively exploit the shallow and deep features of CNN. Experimental results on public face datasets demonstrate the superior per- formance of the proposed method over several state-of-the-art methods.

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Paper Details

Authors:
Xiangbang Meng,Yan Yan,Si Chen, Hanzi Wang
Submitted On:
10 September 2019 - 10:52pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Xiangbang Meng, Yan Yan,Si Chen, Hanzi Wang
Document Year:
2019
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A CASCADED NOISE-ROBUST DEEP CNN FOR FACE RECOGNITION.pdf

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[1] Xiangbang Meng,Yan Yan,Si Chen, Hanzi Wang, "A CASCADED NOISE-ROBUST DEEP CNN FOR FACE RECOGNITION", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4584. Accessed: Sep. 15, 2019.
@article{4584-19,
url = {http://sigport.org/4584},
author = {Xiangbang Meng;Yan Yan;Si Chen; Hanzi Wang },
publisher = {IEEE SigPort},
title = {A CASCADED NOISE-ROBUST DEEP CNN FOR FACE RECOGNITION},
year = {2019} }
TY - EJOUR
T1 - A CASCADED NOISE-ROBUST DEEP CNN FOR FACE RECOGNITION
AU - Xiangbang Meng;Yan Yan;Si Chen; Hanzi Wang
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4584
ER -
Xiangbang Meng,Yan Yan,Si Chen, Hanzi Wang. (2019). A CASCADED NOISE-ROBUST DEEP CNN FOR FACE RECOGNITION. IEEE SigPort. http://sigport.org/4584
Xiangbang Meng,Yan Yan,Si Chen, Hanzi Wang, 2019. A CASCADED NOISE-ROBUST DEEP CNN FOR FACE RECOGNITION. Available at: http://sigport.org/4584.
Xiangbang Meng,Yan Yan,Si Chen, Hanzi Wang. (2019). "A CASCADED NOISE-ROBUST DEEP CNN FOR FACE RECOGNITION." Web.
1. Xiangbang Meng,Yan Yan,Si Chen, Hanzi Wang. A CASCADED NOISE-ROBUST DEEP CNN FOR FACE RECOGNITION [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4584