Publications - Machine Learning SG

Supervised Representation Learning with Double Encoding-Layer Autoencoder for Transfer Learning (2017)

Fuzhen Zhuang Xiaohu Cheng Ping Luo Sinno Jialin Pan Qing He

autoencoder semi supervised learning feature learning inductive transfer transfer of learning +7 more

ACM Transactions on Intelligent Systems and Technology 12 citations Published 2017-10-25
Hardware architecture for large parallel array of Random Feature Extractors applied to image recognition (2017)

Aakash Patil Shanlan Shen Enyi Yao Arindam Basu

mnist database extreme learning machine artificial neural network hardware architecture application specific integrated circuit +6 more

Neurocomputing 11 citations Published 2017-10-25
Ensemble application of convolutional neural networks and multiple kernel learning for multimodal sentiment analysis (2017)

Soujanya Poria Haiyun Peng Amir Hussain Newton Howard Erik Cambria

sentiment analysis multiple kernel learning deep learning convolutional neural network social web +6 more

Neurocomputing 119 citations Published 2017-10-25
A Gabor-based network for heterogeneous face recognition (2017)

Beom Seok Oh Kangrok Oh Andrew Beng Jin Teoh Zhiping Lin Kar Ann Toh

gabor wavelet extreme learning machine facial recognition system pixel weighting +6 more

Neurocomputing 14 citations Published 2017-10-25
Visual Sentiment Analysis for Review Images with Item-Oriented and User-Oriented CNN (2017)

Quoc-Tuan Truong Hady W. Lauw

sentiment analysis deep learning convolutional neural network contextual image classification feature +7 more

Proceedings of the 25th ACM international conference on Multimedia 11 citations Published 2017-10-23
Video Visual Relation Detection (2017)

Xindi Shang Tongwei Ren Jingfan Guo Hanwang Zhang Tat-Seng Chua

video tracking computer vision predicate computer science baseline +1 more

Proceedings of the 25th ACM international conference on Multimedia 35 citations Published 2017-10-23
Understanding Fashion Trends from Street Photos via Neighbor-Constrained Embedding Learning (2017)

Xiaoling Gu Yongkang Wong Pai Peng Lidan Shou Gang Chen Mohan S. Kankanhalli

image retrieval deep learning embedding machine learning social network +2 more

Proceedings of the 25th ACM international conference on Multimedia 11 citations Published 2017-10-23
The Role of Visual Attention in Sentiment Prediction (2017)

Shaojing Fan Ming Jiang Zhiqi Shen Bryan L. Koenig Mohan S. Kankanhalli Qi Zhao

sentiment analysis convolutional neural network perception online advertising machine learning +6 more

Proceedings of the 25th ACM international conference on Multimedia 12 citations Published 2017-10-23
Selective Deep Convolutional Features for Image Retrieval (2017)

Tuan Hoang Thanh-Toan Do Dang-Khoa Le Tan Ngai-Man Cheung

content based image retrieval image retrieval convolutional neural network burstiness discriminative model +5 more

Proceedings of the 25th ACM international conference on Multimedia 43 citations Published 2017-10-23
Laplacian-Steered Neural Style Transfer (2017)

Shaohua Li Xinxing Xu Liqiang Nie Tat-Seng Chua

laplacian matrix convolutional neural network laplace operator pattern recognition computer science +3 more

Proceedings of the 25th ACM international conference on Multimedia 38 citations Published 2017-10-23
Face Aging with Contextual Generative Adversarial Nets (2017)

Si Liu Yao Sun Defa Zhu Renda Bao Wei Wang Xiangbo Shu Shuicheng Yan

discriminative model conditional probability distribution pattern recognition ground truth generative grammar +6 more

Proceedings of the 25th ACM international conference on Multimedia 42 citations Published 2017-10-23
Enhancing Micro-video Understanding by Harnessing External Sounds (2017)

Liqiang Nie Xiang Wang Jianglong Zhang Xiangnan He Hanwang Zhang Richang Hong Qi Tian

feature learning semantics mobile device machine learning computer science +3 more

Proceedings of the 25th ACM international conference on Multimedia 64 citations Published 2017-10-23
Deep Attribute-preserving Metric Learning for Natural Language Object Retrieval (2017)

Jianan Li Yunchao Wei Xiaodan Liang Fang Zhao Jianshu Li Tingfa Xu Jiashi Feng

feature learning visual objects natural language expression natural language processing +7 more

Proceedings of the 25th ACM international conference on Multimedia 12 citations Published 2017-10-23
Cross-modal Recipe Retrieval with Rich Food Attributes (2017)

Jing-jing Chen Chong-Wah Ngo Tat-Seng Chua

ingredient recipe modal deep learning information retrieval +4 more

Proceedings of the 25th ACM international conference on Multimedia 30 citations Published 2017-10-23
Cross-Domain Image Retrieval with Attention Modeling (2017)

Xin Ji Wei Wang Meihui Zhang Yang Yang

image retrieval convolutional neural network deep learning information retrieval exploit +3 more

Proceedings of the 25th ACM international conference on Multimedia 19 citations Published 2017-10-23
Attention Transfer from Web Images for Video Recognition (2017)

Junnan Li Yongkang Wong Qi Zhao Mohan S. Kankanhalli

video tracking deep learning convolutional neural network feature vector the internet +6 more

Proceedings of the 25th ACM international conference on Multimedia 26 citations Published 2017-10-23
WeText: Scene Text Detection under Weak Supervision (2017)

Shangxuan Tian Shijian Lu Chongshou Li

unsupervised learning supervised learning deep learning machine learning pattern recognition +4 more

arXiv preprint arXiv:1710.04826 11 citations Published 2017-10-13
3D CNN Based Automatic Diagnosis of Attention Deficit Hyperactivity Disorder Using Functional and Structural MRI (2017)

Liang Zou Jiannan Zheng Chunyan Miao Martin J. Mckeown Z. Jane Wang

deep learning neuroimaging convolutional neural network discriminative model feature extraction +6 more

IEEE Access 110 citations Published 2017-10-13
Toward EEG-Based Biometric Systems: The Great Potential of Brain-Wave-Based Biometrics (2017)

Kavitha P. Thomas A.P. Vinod

biometrics electroencephalography brain activity and meditation fingerprint recognition authentication +7 more

IEEE Systems, Man, and Cybernetics Magazine 13 citations Published 2017-10-12
Knowledge Transfer Through Machine Learning in Aircraft Design (2017)

Alan Tan Wei Min Ramon Sagarna Abhishek Gupta Yew-Soon Ong Chi Keong Goh

knowledge transfer transfer of learning application domain use case multidisciplinary approach +6 more

IEEE Computational Intelligence Magazine 18 citations Published 2017-10-11

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Supervised Representation Learning with Double Encoding-Layer Autoencoder for Transfer Learning (2017)

Hardware architecture for large parallel array of Random Feature Extractors applied to image recognition (2017)

Ensemble application of convolutional neural networks and multiple kernel learning for multimodal sentiment analysis (2017)

A Gabor-based network for heterogeneous face recognition (2017)

Visual Sentiment Analysis for Review Images with Item-Oriented and User-Oriented CNN (2017)

Video Visual Relation Detection (2017)

Understanding Fashion Trends from Street Photos via Neighbor-Constrained Embedding Learning (2017)

The Role of Visual Attention in Sentiment Prediction (2017)

Selective Deep Convolutional Features for Image Retrieval (2017)

Laplacian-Steered Neural Style Transfer (2017)

Face Aging with Contextual Generative Adversarial Nets (2017)

Enhancing Micro-video Understanding by Harnessing External Sounds (2017)

Deep Attribute-preserving Metric Learning for Natural Language Object Retrieval (2017)

Cross-modal Recipe Retrieval with Rich Food Attributes (2017)

Cross-Domain Image Retrieval with Attention Modeling (2017)

Attention Transfer from Web Images for Video Recognition (2017)

WeText: Scene Text Detection under Weak Supervision (2017)

3D CNN Based Automatic Diagnosis of Attention Deficit Hyperactivity Disorder Using Functional and Structural MRI (2017)

Toward EEG-Based Biometric Systems: The Great Potential of Brain-Wave-Based Biometrics (2017)

Knowledge Transfer Through Machine Learning in Aircraft Design (2017)