Publications - Machine Learning SG

Comprehensive and Practical Vision System for Self-Driving Vehicle Lane-Level Localization (2016)

Xinxin Du Kok Kiong Tan

vehicle dynamics poison control machine vision particle filter stereopsis +6 more

IEEE Transactions on Image Processing 27 citations Published 2016-05-01
Complex activity recognition using time series pattern dictionary learned from ubiquitous sensors (2016)

Li Liu Yuxin Peng Shu Wang Ming Liu Zigang Huang

activity recognition ubiquitous computing gesture machine learning data mining +5 more

Information Sciences 58 citations Published 2016-05-01
Audio Authentication by Exploring the Absolute-Error-Map of ENF Signals (2016)

Guang Hua Ying Zhang Jonathan Goh Vrizlynn L. L. Thing

timestamp authentication sound recording and reproduction computer vision test data +7 more

IEEE Transactions on Information Forensics and Security 26 citations Published 2016-05-01
A Novel Wavelet-Based Ensemble Method for Short-Term Load Forecasting with Hybrid Neural Networks and Feature Selection (2016)

Song Li Peng Wang Lalit Goel

ensemble learning ensemble forecasting extreme learning machine feature selection artificial neural network +6 more

IEEE Transactions on Power Systems 134 citations Published 2016-05-01
Skimming Digits: Neuromorphic Classification of Spike-Encoded Images (2016)

Gregory K. Cohen Gregory K. Cohen Garrick Orchard Sio-Hoi Leng Jonathan Tapson Ryad B. Benosman André van Schaik

neuromorphic engineering kernel pattern recognition data mining computation +7 more

Frontiers in Neuroscience 32 citations Published 2016-04-28
Interoperable multi-agent framework for unmanned aerial/ground vehicles: towards robot autonomy (2016)

Willson Amalraj Arokiasami Prahlad Vadakkepat Kay Chen Tan Dipti Srinivasan

obstacle avoidance autonomous robot unmanned ground vehicle robot motion planning +7 more

Complex & Intelligent Systems 12 citations Published 2016-04-28
3D Printed Reversible Shape Changing Components with Stimuli Responsive Materials. (2016)

Yiqi Mao Zhen Ding Chao Yuan Shigang Ai Michael Isakov Jiangtao Wu Tiejun Wang Martin L. Dunn H. Jerry Qi

shape memory polymer bending 3d printing robotics biological system +6 more

Scientific Reports 185 citations Published 2016-04-25
Sparse Coding for Alpha Matting (2016)

Jubin Johnson Ehsan Shahrian Varnousfaderani Hisham Cholakkal Deepu Rajan

pixel compositing neural coding combinatorics pattern recognition +7 more

IEEE Transactions on Image Processing 23 citations Published 2016-04-21
Speckle Reduction in 3D Optical Coherence Tomography of Retina by A-Scan Reconstruction (2016)

Jun Cheng Dacheng Tao Ying Quan Damon Wing Kee Wong Gemmy Chui Ming Cheung Masahiro Akiba Jiang Liu

speckle noise speckle pattern iterative reconstruction image processing image quality +6 more

IEEE Transactions on Medical Imaging 34 citations Published 2016-04-20
VBCA: A virtual forces clustering algorithm for autonomous aerial drone systems (2016)

Matthias R. Brust Mustafa Ilhan Akbas Damla Turgut

drone cluster analysis network topology scalability solid modeling +6 more

2016 Annual IEEE Systems Conference (SysCon) 15 citations Published 2016-04-18
Incorporating “virtual” and “real world” field trips into introductory geography modules (2016)

Daniel A. Friess Grahame J. H. Oliver Michelle S. Y. Quak Annie Y. A. Lau

field trip class size critical thinking teaching method trips architecture +5 more

Journal of Geography in Higher Education 21 citations Published 2016-04-16
Cost Minimization and Social Fairness for Spatial Crowdsourcing Tasks (2016)

Qing Liu Talel Abdessalem Huayu Wu Zihong Yuan Stéphane Bressan

competitive analysis crowdsourcing online algorithm greedy algorithm outsourcing +6 more

International Conference on Database Systems for Advanced Applications 15 citations Published 2016-04-16
Penalized discriminant analysis for the detection of wild-grown and cultivated Ganoderma lucidum using Fourier transform infrared spectroscopy (2016)

Ying Zhu Tuck Lee Tan

linear discriminant analysis multiple discriminant analysis partial least squares regression principal component analysis elastic net regularization +7 more

Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy 22 citations Published 2016-04-15
Retinal vessel segmentation via deep learning network and fully-connected conditional random fields (2016)

Huazhu Fu Yanwu Xu Damon Wing Kee Wong Jiang Liu

scale space segmentation image segmentation segmentation based object categorization segmentation deep learning +7 more

2016 IEEE 13th International Symposium on Biomedical Imaging (ISBI) 201 citations Published 2016-04-13
Recurrent Attentional Networks for Saliency Detection (2016)

Jason Kuen Zhenhua Wang Gang Wang

salience transformer pattern recognition computer vision computer science +1 more

arXiv preprint arXiv:1604.03227 48 citations Published 2016-04-12
Ground Stereo Vision-Based Navigation for Autonomous Take-off and Landing of UAVs: A Chan-Vese Model Approach (2016)

Dengqing Tang Tianjiang Hu Lincheng Shen Daibing Zhang Weiwei Kong Kin Huat Low

object detection extended kalman filter gnss applications stereopsis triangulation +5 more

International Journal of Advanced Robotic Systems 22 citations Published 2016-04-12
NTU RGB+D: A Large Scale Dataset for 3D Human Activity Analysis (2016)

Amir Shahroudy Jun Liu Tian-Tsong Ng Gang Wang

deep learning recurrent neural network rgb color model pattern recognition machine learning +4 more

arXiv preprint arXiv:1604.02808 199 citations Published 2016-04-11
Joint Recognition and Linking of Fine-Grained Locations from Tweets (2016)

Zongcheng Ji Aixin Sun Gao Cong Jialong Han

structured prediction beam search data mining machine learning computer science +2 more

WWW '16 Proceedings of the 25th International Conference on World Wide Web 27 citations Published 2016-04-11
Synthesizing Training Images for Boosting Human 3D Pose Estimation (2016)

Wenzheng Chen Huan Wang Yangyan Li Hao Su Zhenhua Wang Changhe Tu Dani Lischinski Daniel Cohen-Or Baoquan Chen

3d pose estimation pose real image convolutional neural network boosting +7 more

arXiv preprint arXiv:1604.02703 51 citations Published 2016-04-10
How the Brain Formulates Memory: A Spatio-Temporal Model Research Frontier (2016)

Jun Hu Huajin Tang K.C. Tan Haizhou Li

semantic memory episodic memory encoding recurrent neural network content addressable memory +5 more

IEEE Computational Intelligence Magazine 38 citations Published 2016-04-08

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Comprehensive and Practical Vision System for Self-Driving Vehicle Lane-Level Localization (2016)

Complex activity recognition using time series pattern dictionary learned from ubiquitous sensors (2016)

Audio Authentication by Exploring the Absolute-Error-Map of ENF Signals (2016)

A Novel Wavelet-Based Ensemble Method for Short-Term Load Forecasting with Hybrid Neural Networks and Feature Selection (2016)

Skimming Digits: Neuromorphic Classification of Spike-Encoded Images (2016)

Interoperable multi-agent framework for unmanned aerial/ground vehicles: towards robot autonomy (2016)

3D Printed Reversible Shape Changing Components with Stimuli Responsive Materials. (2016)

Sparse Coding for Alpha Matting (2016)

Speckle Reduction in 3D Optical Coherence Tomography of Retina by A-Scan Reconstruction (2016)

VBCA: A virtual forces clustering algorithm for autonomous aerial drone systems (2016)

Incorporating “virtual” and “real world” field trips into introductory geography modules (2016)

Cost Minimization and Social Fairness for Spatial Crowdsourcing Tasks (2016)

Penalized discriminant analysis for the detection of wild-grown and cultivated Ganoderma lucidum using Fourier transform infrared spectroscopy (2016)

Retinal vessel segmentation via deep learning network and fully-connected conditional random fields (2016)

Recurrent Attentional Networks for Saliency Detection (2016)

Ground Stereo Vision-Based Navigation for Autonomous Take-off and Landing of UAVs: A Chan-Vese Model Approach (2016)

NTU RGB+D: A Large Scale Dataset for 3D Human Activity Analysis (2016)

Joint Recognition and Linking of Fine-Grained Locations from Tweets (2016)

Synthesizing Training Images for Boosting Human 3D Pose Estimation (2016)

How the Brain Formulates Memory: A Spatio-Temporal Model Research Frontier (2016)