Publications - Machine Learning SG

Unified No-Reference Quality Assessment of Singly and Multiply Distorted Stereoscopic Images (2019)

Qiuping Jiang Feng Shao Wei Gao Zhuo Chen Gangyi Jiang Yo-Sung Ho

stereoscopy monocular feature extraction visualization probabilistic logic +6 more

IEEE Transactions on Image Processing 23 citations Published 2019-04-01
Transferring Knowledge Fragments for Learning Distance Metric from a Heterogeneous Domain (2019)

Yong Luo Yonggang Wen Tongliang Liu Dacheng Tao

metric transfer of learning feature extraction subspace topology visualization +5 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 36 citations Published 2019-04-01
Thermal Comfort Modeling for Smart Buildings: A Fine-Grained Deep Learning Approach (2019)

Wei Zhang Weizheng Hu Yonggang Wen

thermal comfort building automation setpoint network topology air conditioning +6 more

IEEE Internet of Things Journal 17 citations Published 2019-04-01
Surgical Instrument Tracking By Multiple Monocular Modules and a Sensor Fusion Approach (2019)

Jiaole Wang Shuang Song Hongliang Ren Chwee Ming Lim Max Q.-H. Meng

surgical instrument tracking system sensor fusion modular design bittorrent tracker +6 more

IEEE Transactions on Automation Science and Engineering 7 citations Published 2019-04-01
Social relationships classification using social contextual features and SVDD-based metric learning (2019)

Xiaoqian Qin Dakun Liu Dong Wang

metric discriminative model support vector machine machine learning exploit +6 more

Applied Soft Computing 2 citations Published 2019-04-01
SEFRON: A New Spiking Neuron Model With Time-Varying Synaptic Efficacy Function for Pattern Classification (2019)

Abeegithan Jeyasothy Suresh Sundaram Narasimhan Sundararajan

biological neuron model spiking neural network learning rule postsynaptic potential inhibitory postsynaptic potential +6 more

IEEE Transactions on Neural Networks 11 citations Published 2019-04-01
Scene Graph Generation with External Knowledge and Image Reconstruction (2019)

Jiuxiang Gu Handong Zhao Zhe Lin Sheng Li Jianfei Cai Mingyang Ling

commonsense knowledge object detection scene graph knowledge base phrase +6 more

arXiv preprint arXiv:1904.00560 11 citations Published 2019-04-01
Scalable scene understanding via saliency consensus (2019)

Bharath Ramesh Nicholas Lim Zhi Jian Liang Chen Cheng Xiang Zhi Gao

salience image processing segmentation scalability computer vision +6 more

soft computing 5 citations Published 2019-04-01
Reduced-reference quality assessment of image super-resolution by energy change and texture variation (2019)

Yuming Fang Jiaying Liu Yabin Zhang Weisi Lin Zongming Guo

distortion pixel pattern recognition computer science artificial intelligence +3 more

Journal of Visual Communication and Image Representation 4 citations Published 2019-04-01
Real-Time 3D Hand Pose Estimation with 3D Convolutional Neural Networks (2019)

Liuhao Ge Hui Liang Junsong Yuan Daniel Thalmann

pose convolutional neural network deep learning feature extraction gesture recognition +6 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 35 citations Published 2019-04-01
Perception Coordination Network: A Neuro Framework for Multimodal Concept Acquisition and Binding (2019)

You-Lu Xing Xiao-Feng Shi Fu-Rao Shen Jin-Xi Zhao Jing-Xin Pan Ah-Hwee Tan

multimodal learning unsupervised learning multisensory integration artificial neural network ping +5 more

IEEE Transactions on Neural Networks 2 citations Published 2019-04-01
Overview of currency recognition using deep learning (2019)

Qian Zhang Wei Qi Yan Mohan S. Kankanhalli

currency deep learning big data human visual system model data science +5 more

Journal of Banking and Financial Technology 1 citations Published 2019-04-01
On-Device Scalable Image-Based Localization via Prioritized Cascade Search and Fast One-Many RANSAC (2019)

Ngoc-Trung Tran Dang-Khoa Le Tan Anh-Dzung Doan Thanh-Toan Do Tuan-Anh Bui Mengxuan Tan Ngai-Man Cheung

ransac image retrieval pose scalability hash function +6 more

IEEE Transactions on Image Processing 21 citations Published 2019-04-01
Nonintrusive heart rate measurement using ballistocardiogram signals: a comparative study (2019)

Ibrahim Sadek Ibrahim Sadek Jit Biswas

cepstrum wavelet discrete wavelet transform fast fourier transform multiresolution analysis +6 more

Signal, Image and Video Processing 7 citations Published 2019-04-01
Neural Multi-task Recommendation from Multi-behavior Data (2019)

Chen Gao Xiangnan He Dahua Gan Xiangning Chen Fuli Feng Yong Li Tat-Seng Chua Depeng Jin

recommender system task analysis artificial neural network purchasing machine learning +3 more

2019 IEEE 35th International Conference on Data Engineering (ICDE) 18 citations Published 2019-04-01
Model predictive UAV-tool interaction control enhanced by external forces (2019)

Basaran Bahadir Kocer Tegoeh Tjahjowidodo Gerald Gim Lee Seet

model predictive control controller pid controller robotic arm robotics +6 more

Mechatronics 12 citations Published 2019-04-01
Learning-Based Outdoor Localization Exploiting Crowd-Labeled WiFi Hotspots (2019)

Jin Wang Jun Luo Sinno Jialin Pan Aixin Sun

mobile computing wireless sensor network nonlinear dimensionality reduction machine learning global positioning system +6 more

IEEE Transactions on Mobile Computing 16 citations Published 2019-04-01
Exploring Machine Learning Techniques for Smart Drainage System (2019)

Changhua Chen Yan Pang

drainage system drainage lead time flood myth flash flood +6 more

2019 IEEE Fifth International Conference on Big Data Computing Service and Applications (BigDataService) Published 2019-04-01
Estimation of Bearing Remaining Useful Life Based on Multiscale Convolutional Neural Network (2019)

Jun Zhu Nan Chen Weiwen Peng

deep learning convolutional neural network feature learning feature extraction wavelet transform +6 more

IEEE Transactions on Industrial Electronics 101 citations Published 2019-04-01
Erratum to “Design, Characterization, and Implementation of a Two-DOF Fabric-Based Soft Robotic Arm” (2019)

Xinquan Liang Haris Cheong Yi Sun Jin Guo Chee Kong Chui Chen-Hua Yeow

soft robotics robotics grippers paragraph sentence +6 more

IEEE Robotics and Automation Letters Published 2019-04-01

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Unified No-Reference Quality Assessment of Singly and Multiply Distorted Stereoscopic Images (2019)

Transferring Knowledge Fragments for Learning Distance Metric from a Heterogeneous Domain (2019)

Thermal Comfort Modeling for Smart Buildings: A Fine-Grained Deep Learning Approach (2019)

Surgical Instrument Tracking By Multiple Monocular Modules and a Sensor Fusion Approach (2019)

Social relationships classification using social contextual features and SVDD-based metric learning (2019)

SEFRON: A New Spiking Neuron Model With Time-Varying Synaptic Efficacy Function for Pattern Classification (2019)

Scene Graph Generation with External Knowledge and Image Reconstruction (2019)

Scalable scene understanding via saliency consensus (2019)

Reduced-reference quality assessment of image super-resolution by energy change and texture variation (2019)

Real-Time 3D Hand Pose Estimation with 3D Convolutional Neural Networks (2019)

Perception Coordination Network: A Neuro Framework for Multimodal Concept Acquisition and Binding (2019)

Overview of currency recognition using deep learning (2019)

On-Device Scalable Image-Based Localization via Prioritized Cascade Search and Fast One-Many RANSAC (2019)

Nonintrusive heart rate measurement using ballistocardiogram signals: a comparative study (2019)

Neural Multi-task Recommendation from Multi-behavior Data (2019)

Model predictive UAV-tool interaction control enhanced by external forces (2019)

Learning-Based Outdoor Localization Exploiting Crowd-Labeled WiFi Hotspots (2019)

Exploring Machine Learning Techniques for Smart Drainage System (2019)

Estimation of Bearing Remaining Useful Life Based on Multiscale Convolutional Neural Network (2019)

Erratum to “Design, Characterization, and Implementation of a Two-DOF Fabric-Based Soft Robotic Arm” (2019)