Publications - Machine Learning SG

Evolutionary Multi-task Learning for Modular Training of Feedforward Neural Networks (2016)

Rohitash Chandra Abhishek Gupta Yew-Soon Ong Chi-Keong Goh

feedforward neural network multi task learning artificial neural network network topology modular design +6 more

Proceedings of the 23rd International Conference on Neural Information Processing - Volume 9948 19 citations Published 2016-10-16
Accurate HEp-2 cell classification based on Sparse Coding of Superpixels (2016)

Shahab Ensafi Shijian Lu Ashraf A. Kassim Chew Lim Tan

bag of words model discriminative model pixel neural coding pattern recognition +7 more

Pattern Recognition Letters 17 citations Published 2016-10-15
Towards a new Praxis in optinformatics targeting knowledge re-use in evolutionary computation: simultaneous problem learning and optimization (2016)

Dudy Lim Yew-Soon Ong Abhishek Gupta Chi Keong Goh Partha Sarathi Dutta

evolutionary algorithm evolutionary music evolutionary computation human based evolutionary computation domain knowledge +6 more

Evolutionary Intelligence 13 citations Published 2016-10-11
Shape-programmable magnetic soft matter (2016)

Guo Zhan Lum Guo Zhan Lum Guo Zhan Lum Zhou Ye Xiaoguang Dong Xiaoguang Dong Hamidreza Marvi Onder Erin Onder Erin Wenqi Hu Metin Sitti Metin Sitti

programmable matter soft matter robot robotics mechanical engineering +6 more

Proceedings of the National Academy of Sciences of the United States of America 196 citations Published 2016-10-11
A survey of randomized algorithms for training neural networks (2016)

Le Zhang P.N. Suganthan

deep learning time delay neural network types of artificial neural networks recurrent neural network artificial neural network +6 more

Information Sciences 220 citations Published 2016-10-10
Spatio-Temporal LSTM with Trust Gates for 3D Human Action Recognition (2016)

Jun Liu Amir Shahroudy Dong Xu Gang Wang

succinctness recurrent neural network robustness tree traversal machine learning +6 more

European Conference on Computer Vision 731 citations Published 2016-10-08
Semantic Object Parsing with Graph LSTM (2016)

Xiaodan Liang Xiaohui Shen Jiashi Feng Liang Lin Shuicheng Yan

graph database topological graph theory parsing spatial relation recurrent neural network +7 more

European Conference on Computer Vision 217 citations Published 2016-10-08
SEAGULL: Seam-Guided Local Alignment for Parallax-Tolerant Image Stitching (2016)

Kaimo Lin Nianjuan Jiang Loong-Fah Cheong Minh N. Do Jiangbo Lu

image stitching image warping parallax computer vision smith waterman algorithm +5 more

European Conference on Computer Vision 99 citations Published 2016-10-08
Robust Facial Landmark Detection via Recurrent Attentive-Refinement Networks (2016)

Shengtao Xiao Jiashi Feng Junliang Xing Hanjiang Lai Shuicheng Yan Ashraf A. Kassim

landmark initialization robustness recurrent neural network pattern recognition +3 more

European Conference on Computer Vision 178 citations Published 2016-10-08
Real-Time RGB-D Activity Prediction by Soft Regression (2016)

Jian-Fang Hu Jian-Fang Hu Wei-Shi Zheng Lianyang Ma Gang Wang Jianhuang Lai

subsequence rgb color model pattern recognition regression channel +2 more

European Conference on Computer Vision 69 citations Published 2016-10-08
Marker-Less 3D Human Motion Capture with Monocular Image Sequence and Height-Maps (2016)

Yu Du Yongkang Wong Yonghao Liu Feilin Han Yilin Gui Zhen Wang Mohan S. Kankanhalli Weidong Geng

convolution computer vision deep learning coherence computer science +6 more

European Conference on Computer Vision 109 citations Published 2016-10-08
Learning to Hash with Binary Deep Neural Network (2016)

Thanh-Toan Do Anh-Dzung Doan Ngai-Man Cheung

artificial neural network hash function binary code network planning and design network model +6 more

European Conference on Computer Vision 2016 101 citations Published 2016-10-08
Learning Common and Specific Features for RGB-D Semantic Segmentation with Deconvolutional Networks (2016)

Jinghua Wang Zhenhua Wang Dacheng Tao Simon See Gang Wang

deep learning segmentation modalities pattern recognition rgb color model +7 more

European Conference on Computer Vision 68 citations Published 2016-10-08
Improving Multi-label Learning with Missing Labels by Structured Semantic Correlations (2016)

Hao Yang Joey Tianyi Zhou Jianfei Cai

semantic computing semantic similarity automatic image annotation cognitive neuroscience of visual object recognition laplacian matrix +6 more

European Conference on Computer Vision 2016 30 citations Published 2016-10-08
CATS: Co-saliency Activated Tracklet Selection for Video Co-localization (2016)

Koteswar Rao Jerripothula Jianfei Cai Junsong Yuan

minimum bounding box salience computer vision dynamic programming computer science +4 more

European Conference on Computer Vision 2016 26 citations Published 2016-10-08
A classification model for semantic entailment recognition with feature combination (2016)

Maofu Liu Luming Zhang Huijun Hu Liqiang Nie Jianhua Dai

semantic feature natural language processing syntax logical consequence support vector machine +5 more

Neurocomputing 12 citations Published 2016-10-05
xD-track: leveraging multi-dimensional information for passive wi-fi tracking (2016)

Yaxiong Xie Jie Xiong Mo Li Kyle Jamieson

gesture recognition wireless channel computer vision ultra wideband +7 more

Proceedings of the 3rd Workshop on Hot Topics in Wireless 21 citations Published 2016-10-03
Soft Confidence-Weighted Learning (2016)

Jialei Wang Peilin Zhao Steven C. H. Hoi

multiclass classification statistical classification binary classification scalability weighting +7 more

ACM Transactions on Intelligent Systems and Technology 20 citations Published 2016-10-03
“Automated Debugging Considered Harmful” Considered Harmful: A User Study Revisiting the Usefulness of Spectra-Based Fault Localization Techniques with Professionals Using Real Bugs from Large Systems (2016)

Xin Xia Xin Xia Lingfeng Bao David Lo Shanping Li

fault detection and isolation software fault tolerance software bug debugging software system +7 more

2016 IEEE International Conference on Software Maintenance and Evolution (ICSME) 67 citations Published 2016-10-01
Temporal phase unwrapping algorithms for fringe projection profilometry: A comparative review (2016)

Chao Zuo Lei Huang Minliang Zhang Qian Chen Anand Asundi

absolute phase algorithm accuracy and precision heterodyne classification of discontinuities +6 more

Optics and Lasers in Engineering 341 citations Published 2016-10-01

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Evolutionary Multi-task Learning for Modular Training of Feedforward Neural Networks (2016)

Accurate HEp-2 cell classification based on Sparse Coding of Superpixels (2016)

Towards a new Praxis in optinformatics targeting knowledge re-use in evolutionary computation: simultaneous problem learning and optimization (2016)

Shape-programmable magnetic soft matter (2016)

A survey of randomized algorithms for training neural networks (2016)

Spatio-Temporal LSTM with Trust Gates for 3D Human Action Recognition (2016)

Semantic Object Parsing with Graph LSTM (2016)

SEAGULL: Seam-Guided Local Alignment for Parallax-Tolerant Image Stitching (2016)

Robust Facial Landmark Detection via Recurrent Attentive-Refinement Networks (2016)

Real-Time RGB-D Activity Prediction by Soft Regression (2016)

Marker-Less 3D Human Motion Capture with Monocular Image Sequence and Height-Maps (2016)

Learning to Hash with Binary Deep Neural Network (2016)

Learning Common and Specific Features for RGB-D Semantic Segmentation with Deconvolutional Networks (2016)

Improving Multi-label Learning with Missing Labels by Structured Semantic Correlations (2016)

CATS: Co-saliency Activated Tracklet Selection for Video Co-localization (2016)

A classification model for semantic entailment recognition with feature combination (2016)

xD-track: leveraging multi-dimensional information for passive wi-fi tracking (2016)

Soft Confidence-Weighted Learning (2016)

“Automated Debugging Considered Harmful” Considered Harmful: A User Study Revisiting the Usefulness of Spectra-Based Fault Localization Techniques with Professionals Using Real Bugs from Large Systems (2016)

Temporal phase unwrapping algorithms for fringe projection profilometry: A comparative review (2016)