Facial Expression Recognition using Transfer Learning

被引：0

作者：

Ramalingam, Soodamani ^{[1
]}

Garzia, Fabio ^{[2
]}

机构：

[1] Univ Hertfordshire, Sch Engn & Technol, Ctr Engn Res, Coll Lane Campus, Hatfield AL10 9AB, Herts, England

[2] SAPIENZA Univ Rome, Safety & Secur Engn Grp DICMA, Rome, Italy

来源：

2018 52ND ANNUAL IEEE INTERNATIONAL CARNAHAN CONFERENCE ON SECURITY TECHNOLOGY (ICCST) | 2018年

关键词：

facial expression recognition; transfer learning; deep learning; Convolutional Neural Networks;

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

In this paper, we investigate Deep Learning architectures for the recognition of facial expressions. In particular, we consider the concept of Transfer Learning whereby features learnt from generic images of large scale datasets can be used to train models of smaller databases without losing the generalization ability.

引用

页码：152 / 156

页数：5

共 13 条

[1]

[Anonymous], THE KERAS BLOG 0605

[2]

[Anonymous], 2018, MACHINE LEARNING SWI

[3]

[Anonymous], CORR

[4]

[Anonymous], 2015, DEEP FACE RECOGNITIO

[5]

[Anonymous], PRETRAINED CONVOLUTI

[6] EmotiW 2016: Video and Group-Level Emotion Recognition Challenges [J].

Dhall, Abhinav ;

Goecke, Roland ;

Joshi, Jyoti ;

Hoey, Jesse ;

Gedeon, Tom .

ICMI'16: PROCEEDINGS OF THE 18TH ACM INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, 2016, :427-432

[7] Challenges in representation learning: A report on three machine learning contests [J].

Goodfellow, Ian J. ;

Erhan, Dumitru ;

Carrier, Pierre Luc ;

Courville, Aaron ;

Mirza, Mehdi ;

Hamner, Ben ;

Cukierski, Will ;

Tang, Yichuan ;

Thaler, David ;

Lee, Dong-Hyun ;

Zhou, Yingbo ;

Ramaiah, Chetan ;

Feng, Fangxiang ;

Li, Ruifan ;

Wang, Xiaojie ;

Athanasakis, Dimitris ;

Shawe-Taylor, John ;

Milakov, Maxim ;

Park, John ;

Ionescu, Radu ;

Popescu, Marius ;

Grozea, Cristian ;

Bergstra, James ;

Xie, Jingjing ;

Romaszko, Lukasz ;

Xu, Bing ;

Chuang, Zhang ;

Bengio, Yoshua .

NEURAL NETWORKS, 2015, 64 :59-63

[8] ImageNet Classification with Deep Convolutional Neural Networks [J].

Krizhevsky, Alex ;

Sutskever, Ilya ;

Hinton, Geoffrey E. .

COMMUNICATIONS OF THE ACM, 2017, 60 (06) :84-90

[9] Presentation and validation of the Radboud Faces Database [J].

Langner, Oliver ;

Dotsch, Ron ;

Bijlstra, Gijsbert ;

Wigboldus, Daniel H. J. ;

Hawk, Skyler T. ;

van Knippenberg, Ad .

COGNITION & EMOTION, 2010, 24 (08) :1377-1388

[10]

Lucey P., EXTENDED COHN KANADE

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