Publications - Machine Learning SG

Benchmarking Ensemble Classifiers with Novel Co-Trained Kernal Ridge Regression and Random Vector Functional Link Ensembles [Research Frontier] (2017)

Le Zhang Ponnuthurai Nagaratnam Suganthan

ensemble learning random subspace method random forest support vector machine boosting +7 more

IEEE Computational Intelligence Magazine 57 citations Published 2017-10-11
Event-Based Stereo Depth Estimation Using Belief Propagation. (2017)

Zhen Xie Zhen Xie Shengyong Chen Garrick Orchard

stereo cameras markov random field belief propagation motion blur redundancy +6 more

Frontiers in Neuroscience 13 citations Published 2017-10-05
TagScan: Simultaneous Target Imaging and Material Identification with Commodity RFID Devices (2017)

Ju Wang Jie Xiong Xiaojiang Chen Hongbo Jiang Rajesh Krishna Balan Dingyi Fang

image stitching multipath propagation radio frequency computer vision rss +7 more

Proceedings of the 23rd Annual International Conference on Mobile Computing and Networking 65 citations Published 2017-10-04
Algorithmic management for improving collective productivity in crowdsourcing (2017)

Han Yu Chunyan Miao Yiqiang Chen Simon Fauvel Xiaoming Li Victor R. Lesser

crowdsourcing workload decision support system empirical research system dynamics +7 more

Scientific Reports 18 citations Published 2017-10-02
Visual Tracking With Convolutional Random Vector Functional Link Network (2017)

Le Zhang Ponnuthurai Nagaratnam Suganthan

convolutional neural network artificial neural network eye tracking visualization data modeling +6 more

IEEE Transactions on Systems, Man, and Cybernetics 73 citations Published 2017-10-01
Video Scene Parsing with Predictive Feature Learning (2017)

Xiaojie Jin Xin Li Huaxin Xiao Xiaohui Shen Zhe Lin Jimei Yang Yunpeng Chen Jian Dong Luoqi Liu Zequn Jie Jiashi Feng Shuicheng Yan

feature learning parsing predictive learning context model machine learning +5 more

2017 IEEE International Conference on Computer Vision (ICCV) 61 citations Published 2017-10-01
Unsupervised rumor detection based on users’ behaviors using neural networks (2017)

Weiling Chen Yan Zhang Chai Kiat Yeo Chiew Tong Lau Bu Sung Lee

unsupervised learning artificial neural network recurrent neural network rumor microblogging +8 more

Pattern Recognition Letters 33 citations Published 2017-10-01
Understanding and Comparing Deep Neural Networks for Age and Gender Classification (2017)

Wojciech Samek Alexander Binder Sebastian Lapuschkin Klaus-Robert Muller

initialization artificial neural network robustness data modeling test set +6 more

2017 IEEE International Conference on Computer Vision Workshops (ICCVW) 62 citations Published 2017-10-01
Simple to complex cross-modal learning to rank (2017)

Minnan Luo Xiaojun Chang Zhihui Li Liqiang Nie Alexander G. Hauptmann Qinghua Zheng

learning to rank ranking embedding multimedia information retrieval robustness +6 more

Computer Vision and Image Understanding 56 citations Published 2017-10-01
Scale-Adaptive Convolutions for Scene Parsing (2017)

Rui Zhang Sheng Tang Yongdong Zhang Jintao Li Shuicheng Yan

convolutional neural network parsing convolution kernel pattern recognition +6 more

2017 IEEE International Conference on Computer Vision (ICCV) 124 citations Published 2017-10-01
Regional Interactive Image Segmentation Networks (2017)

JunHao Liew Yunchao Wei Wei Xiong Sim-Heng Ong Jiashi Feng

image segmentation user experience design segmentation feature extraction machine learning +6 more

2017 IEEE International Conference on Computer Vision (ICCV) 47 citations Published 2017-10-01
Recurrent 3D-2D Dual Learning for Large-Pose Facial Landmark Detection (2017)

Shengtao Xiao Jiashi Feng Luoqi Liu Xuecheng Nie Wei Wang Shuicheng Yan Ashraf Kassim

landmark deep learning feature extraction robustness solid modeling +6 more

2017 IEEE International Conference on Computer Vision (ICCV) 37 citations Published 2017-10-01
Reconstruction-Based Disentanglement for Pose-Invariant Face Recognition (2017)

Xi Peng Xiang Yu Kihyuk Sohn Dimitris N. Metaxas Manmohan Chandraker

facial recognition system landmark iterative reconstruction pattern recognition invariant +6 more

2017 IEEE International Conference on Computer Vision (ICCV) 73 citations Published 2017-10-01
Point Set Registration with Global-Local Correspondence and Transformation Estimation (2017)

Su Zhang Yang Yang Kun Yang Yi Luo Sim Heng Ong

point set registration euclidean distance mixture model real image expectation maximization algorithm +6 more

2017 IEEE International Conference on Computer Vision (ICCV) 16 citations Published 2017-10-01
Multiview Convolutional Neural Networks for Multidocument Extractive Summarization (2017)

Yong Zhang Meng Joo Er Rui Zhao Mahardhika Pratama

automatic summarization word embedding feature engineering convolutional neural network sentence +6 more

IEEE Transactions on Systems, Man, and Cybernetics 60 citations Published 2017-10-01
Multiobjective Deep Belief Networks Ensemble for Remaining Useful Life Estimation in Prognostics (2017)

Chong Zhang Pin Lim A. K. Qin Kay Chen Tan

prognostics ensemble learning deep belief network evolutionary algorithm ensemble forecasting +7 more

IEEE Transactions on Neural Networks 261 citations Published 2017-10-01
Multi-label Learning of Part Detectors for Heavily Occluded Pedestrian Detection (2017)

Chunluan Zhou Junsong Yuan

pedestrian detection object detection boosting decision tree feature extraction +6 more

2017 IEEE International Conference on Computer Vision (ICCV) 72 citations Published 2017-10-01
Low-Rank-Based Nonlocal Adaptive Loop Filter for High-Efficiency Video Compression (2017)

Xinfeng Zhang Ruiqin Xiong Weisi Lin Jian Zhang Shiqi Wang Siwei Ma Wen Gao

coding tree unit multiview video coding context adaptive binary arithmetic coding sub band coding data compression +6 more

IEEE Transactions on Circuits and Systems for Video Technology 32 citations Published 2017-10-01
Large-Scale Automated Sleep Staging. (2017)

Haoqi Sun Jian Jia Balaji Goparaju Guang-Bin Huang Olga Sourina Matt Travis Bianchi M Brandon Westover

cohen s kappa kappa sleep stages sample size determination polysomnography +6 more

Sleep 57 citations Published 2017-10-01
Large Scale Document Categorization With Fuzzy Clustering (2017)

Jian-Ping Mei Yangtao Wang Lihui Chen Chunyan Miao

fuzzy clustering correlation clustering cluster analysis document clustering constrained clustering +7 more

IEEE Transactions on Fuzzy Systems 20 citations Published 2017-10-01

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Benchmarking Ensemble Classifiers with Novel Co-Trained Kernal Ridge Regression and Random Vector Functional Link Ensembles [Research Frontier] (2017)

Event-Based Stereo Depth Estimation Using Belief Propagation. (2017)

TagScan: Simultaneous Target Imaging and Material Identification with Commodity RFID Devices (2017)

Algorithmic management for improving collective productivity in crowdsourcing (2017)

Visual Tracking With Convolutional Random Vector Functional Link Network (2017)

Video Scene Parsing with Predictive Feature Learning (2017)

Unsupervised rumor detection based on users’ behaviors using neural networks (2017)

Understanding and Comparing Deep Neural Networks for Age and Gender Classification (2017)

Simple to complex cross-modal learning to rank (2017)

Scale-Adaptive Convolutions for Scene Parsing (2017)

Regional Interactive Image Segmentation Networks (2017)

Recurrent 3D-2D Dual Learning for Large-Pose Facial Landmark Detection (2017)

Reconstruction-Based Disentanglement for Pose-Invariant Face Recognition (2017)

Point Set Registration with Global-Local Correspondence and Transformation Estimation (2017)

Multiview Convolutional Neural Networks for Multidocument Extractive Summarization (2017)

Multiobjective Deep Belief Networks Ensemble for Remaining Useful Life Estimation in Prognostics (2017)

Multi-label Learning of Part Detectors for Heavily Occluded Pedestrian Detection (2017)

Low-Rank-Based Nonlocal Adaptive Loop Filter for High-Efficiency Video Compression (2017)

Large-Scale Automated Sleep Staging. (2017)

Large Scale Document Categorization With Fuzzy Clustering (2017)