Literature DB >> 25613956

Challenges in representation learning: a report on three machine learning contests.

Ian J Goodfellow1, Dumitru Erhan2, Pierre Luc Carrier3, Aaron Courville3, Mehdi Mirza3, Ben Hamner4, Will Cukierski4, Yichuan Tang5, David Thaler, Dong-Hyun Lee6, Yingbo Zhou7, Chetan Ramaiah7, Fangxiang Feng8, Ruifan Li8, Xiaojie Wang8, Dimitris Athanasakis9, John Shawe-Taylor9, Maxim Milakov, John Park, Radu Ionescu10, Marius Popescu10, Cristian Grozea11, James Bergstra12, Jingjing Xie8, Lukasz Romaszko, Bing Xu8, Zhang Chuang8, Yoshua Bengio3.   

Abstract

The ICML 2013 Workshop on Challenges in Representation Learning(1) focused on three challenges: the black box learning challenge, the facial expression recognition challenge, and the multimodal learning challenge. We describe the datasets created for these challenges and summarize the results of the competitions. We provide suggestions for organizers of future challenges and some comments on what kind of knowledge can be gained from machine learning competitions.
Copyright © 2014 Elsevier Ltd. All rights reserved.

Keywords:  Competition; Dataset; Representation learning

Mesh:

Year:  2014        PMID: 25613956     DOI: 10.1016/j.neunet.2014.09.005

Source DB:  PubMed          Journal:  Neural Netw        ISSN: 0893-6080


  17 in total

1.  A comprehensive survey on techniques to handle face identity threats: challenges and opportunities.

Authors:  Mayank Kumar Rusia; Dushyant Kumar Singh
Journal:  Multimed Tools Appl       Date:  2022-06-10       Impact factor: 2.577

2.  Using Facial Micro-Expressions in Combination With EEG and Physiological Signals for Emotion Recognition.

Authors:  Nastaran Saffaryazdi; Syed Talal Wasim; Kuldeep Dileep; Alireza Farrokhi Nia; Suranga Nanayakkara; Elizabeth Broadbent; Mark Billinghurst
Journal:  Front Psychol       Date:  2022-06-28

3.  Facial Expression Recognition of Instructor Using Deep Features and Extreme Learning Machine.

Authors:  Yusra Khalid Bhatti; Afshan Jamil; Nudrat Nida; Muhammad Haroon Yousaf; Serestina Viriri; Sergio A Velastin
Journal:  Comput Intell Neurosci       Date:  2021-04-30

4.  Student behavior analysis to measure engagement levels in online learning environments.

Authors:  Khawlah Altuwairqi; Salma Kammoun Jarraya; Arwa Allinjawi; Mohamed Hammami
Journal:  Signal Image Video Process       Date:  2021-05-14       Impact factor: 2.157

5.  FECTS: A Facial Emotion Cognition and Training System for Chinese Children with Autism Spectrum Disorder.

Authors:  Guobin Wan; Fuhao Deng; Zijian Jiang; Sifan Song; Di Hu; Lifu Chen; Haibo Wang; Miaochun Li; Gong Chen; Ting Yan; Jionglong Su; Jiaming Zhang
Journal:  Comput Intell Neurosci       Date:  2022-04-27

Review 6.  Text feature extraction based on deep learning: a review.

Authors:  Hong Liang; Xiao Sun; Yunlei Sun; Yuan Gao
Journal:  EURASIP J Wirel Commun Netw       Date:  2017-12-15

7.  A lossless DWT-SVD domain watermarking for medical information security.

Authors:  Narima Zermi; Amine Khaldi; Med Redouane Kafi; Fares Kahlessenane; Salah Euschi
Journal:  Multimed Tools Appl       Date:  2021-04-12       Impact factor: 2.757

8.  Single-Trial Recognition of Video Gamer's Expertise from Brain Haemodynamic and Facial Emotion Responses.

Authors:  Ana R Andreu-Perez; Mehrin Kiani; Javier Andreu-Perez; Pratusha Reddy; Jaime Andreu-Abela; Maria Pinto; Kurtulus Izzetoglu
Journal:  Brain Sci       Date:  2021-01-14

9.  MEDAS: an open-source platform as a service to help break the walls between medicine and informatics.

Authors:  Liang Zhang; Johann Li; Ping Li; Xiaoyuan Lu; Maoguo Gong; Peiyi Shen; Guangming Zhu; Syed Afaq Shah; Mohammed Bennamoun; Kun Qian; Björn W Schuller
Journal:  Neural Comput Appl       Date:  2022-01-16       Impact factor: 5.102

10.  Teacher-student training and triplet loss to reduce the effect of drastic face occlusion: Application to emotion recognition, gender identification and age estimation.

Authors:  Mariana-Iuliana Georgescu; Georgian-Emilian Duţǎ; Radu Tudor Ionescu
Journal:  Mach Vis Appl       Date:  2021-12-22       Impact factor: 2.012

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