Publications - Machine Learning SG

Revisiting supervised and unsupervised models for effort-aware just-in-time defect prediction (2019)

Qiao Huang Xin Xia David Lo

software inspection precision and recall source lines of code ranking machine learning +6 more

Empirical Software Engineering 18 citations Published 2019-10-01
Review of Visual Saliency Detection With Comprehensive Information (2019)

Runmin Cong Jianjun Lei Huazhu Fu Ming-Ming Cheng Weisi Lin Qingming Huang

salience human visual system model feature extraction visualization salient +6 more

IEEE Transactions on Circuits and Systems for Video Technology 97 citations Published 2019-10-01
Resource Efficient Personalized ECG Beat Classification via Temporal Logic Synthesis (2019)

Jun Zhou Weng-Fai Wong

deep learning convolutional neural network temporal logic signal processing wearable technology +6 more

2019 IEEE 19th International Conference on Bioinformatics and Bioengineering (BIBE) Published 2019-10-01
REMO: A Fast Region-and Morphology-based Scene Text Detector (2019)

Chun Sing Tsang Yuan Ren Loke

distortion perspective distortion feature extraction detector artificial neural network +5 more

TENCON 2019 - 2019 IEEE Region 10 Conference (TENCON) Published 2019-10-01
Reciprocal Multi-Layer Subspace Learning for Multi-View Clustering (2019)

Ruihuang Li Changqing Zhang Huazhu Fu Xi Peng Joey Tianyi Zhou Qinghua Hu

cluster analysis subspace topology linear subspace reciprocal complementarity +6 more

2019 IEEE/CVF International Conference on Computer Vision (ICCV) 3 citations Published 2019-10-01
Real-Time Data Processing in Sparse SAR Imaging (2019)

Hui Bi Guoan Bi Bingchen Zhang Wen Hong

synthetic aperture radar filter data processing performance improvement real time data +6 more

2019 IEEE 11th International Conference on Advanced Infocomm Technology (ICAIT) Published 2019-10-01
RainFlow: Optical Flow Under Rain Streaks and Rain Veiling Effect (2019)

Ruoteng Li Robby Tan Loong Fah Cheong Angelica Aviles-Rivero Qingnan Fan Carola Schoenlieb

optical flow feature vector chromatic scale pyramid multiplier +4 more

2019 IEEE/CVF International Conference on Computer Vision (ICCV) 4 citations Published 2019-10-01
Probabilistic Deep Ordinal Regression Based on Gaussian Processes (2019)

Yanzhu Liu Fan Wang Wai-Kin Adams Kong

ordinal regression ordinal number probabilistic logic likelihood function stochastic gradient descent +6 more

2019 IEEE/CVF International Conference on Computer Vision (ICCV) 2 citations Published 2019-10-01
Proactive mental fatigue detection of traffic control operators using bagged trees and gaze-bin analysis (2019)

Fan Li Chun-Hsien Chen Gangyan Xu Li Pheng Khoo Yisi Liu

eye tracking vessel traffic service eye movement bittorrent tracker histogram +6 more

Advanced Engineering Informatics 2 citations Published 2019-10-01
Pharmacogenomics-Driven Prediction of Antidepressant Treatment Outcomes: A Machine-Learning Approach With Multi-trial Replication (2019)

Arjun P. Athreya Arjun P. Athreya Drew Neavin Tania Carrillo‐Roa Michelle Skime Joanna Biernacka Mark A. Frye A. John Rush A. John Rush A. John Rush Liewei Wang Elisabeth B. Binder Elisabeth B. Binder Ravishankar K. Iyer Richard M. Weinshilboum William V. Bobo

escitalopram citalopram major depressive disorder pharmacogenomics antidepressant +6 more

Clinical Pharmacology & Therapeutics 21 citations Published 2019-10-01
One class based feature learning approach for defect detection using deep autoencoders (2019)

Abdul Mujeeb Wenting Dai Marius Erdt Alexei Sourin

standard test image image processing feature vector digital image processing feature learning +6 more

Advanced Engineering Informatics 7 citations Published 2019-10-01
Occlusion-Aware Networks for 3D Human Pose Estimation in Video (2019)

Yu Cheng Bo Yang Bo Wang Yan Wending Robby Tan

pose computer vision regularization artificial intelligence occlusion +5 more

2019 IEEE/CVF International Conference on Computer Vision (ICCV) 26 citations Published 2019-10-01
MultiSeg: Semantically Meaningful, Scale-Diverse Segmentations From Minimal User Input (2019)

Jun Hao Liew Scott Cohen Brian Price Long Mai Sim-Heng Ong Jiashi Feng

image segmentation segmentation user expectations deep learning market segmentation +5 more

2019 IEEE/CVF International Conference on Computer Vision (ICCV) 5 citations Published 2019-10-01
Multimodal Deep Models for Predicting Affective Responses Evoked by Movies (2019)

Ha Thi Phuong Thao Dorien Herremans Gemma Roig

recurrent neural network feature extraction optical flow artificial neural network cepstrum +6 more

2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW) Published 2019-10-01
Multi-Agent Collaborative Exploration through Graph-based Deep Reinforcement Learning (2019)

Tianze Luo Budhitama Subagdja Di Wang Ah-Hwee Tan

exploration problem reinforcement learning cluster analysis performance improvement artificial intelligence +5 more

2019 IEEE International Conference on Agents (ICA) Published 2019-10-01
MLFFNet: Multi-level Feature Fusion Net for Underwater Image Enhancement (2019)

Xiaodong Liu Zhi Gao Ben M. Chen

convolutional neural network underwater vision underwater artificial neural network computer vision +6 more

OCEANS 2019 MTS/IEEE SEATTLE Published 2019-10-01
Machine learning technique reveals intrinsic characteristics of schizophrenia : an alternative method (2019)

Junhua Li Yu Sun Yi Huang Anastasios Bezerianos Rongjun Yu

resting state fmri insula functional magnetic resonance imaging lateralization of brain function schizophrenia +6 more

Brain Imaging and Behavior 9 citations Published 2019-10-01
Learning-Based Time Delay Attack Characterization for Cyber-Physical Systems (2019)

Xin Lou Cuong Tran David K.Y. Yau Rui Tan Hongwei Ng Tom Zhengjia Fu Marianne Winslett

deep learning recurrent neural network cyber physical system system safety control system +6 more

2019 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm) Published 2019-10-01
Learning to Rank Proposals for Object Detection (2019)

Zhiyu Tan Xuecheng Nie Qi Qian Nan Li Hao Li

learning to rank ranking object detection inference machine learning +6 more

2019 IEEE/CVF International Conference on Computer Vision (ICCV) 21 citations Published 2019-10-01
Learning to Jointly Generate and Separate Reflections (2019)

Daiqian Ma Renjie Wan Boxin Shi Alex Kot Lingyu Duan

image formation task analysis artificial intelligence computer science unified model +4 more

2019 IEEE/CVF International Conference on Computer Vision (ICCV) 4 citations Published 2019-10-01

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Revisiting supervised and unsupervised models for effort-aware just-in-time defect prediction (2019)

Review of Visual Saliency Detection With Comprehensive Information (2019)

Resource Efficient Personalized ECG Beat Classification via Temporal Logic Synthesis (2019)

REMO: A Fast Region-and Morphology-based Scene Text Detector (2019)

Reciprocal Multi-Layer Subspace Learning for Multi-View Clustering (2019)

Real-Time Data Processing in Sparse SAR Imaging (2019)

RainFlow: Optical Flow Under Rain Streaks and Rain Veiling Effect (2019)

Probabilistic Deep Ordinal Regression Based on Gaussian Processes (2019)

Proactive mental fatigue detection of traffic control operators using bagged trees and gaze-bin analysis (2019)

Pharmacogenomics-Driven Prediction of Antidepressant Treatment Outcomes: A Machine-Learning Approach With Multi-trial Replication (2019)

One class based feature learning approach for defect detection using deep autoencoders (2019)

Occlusion-Aware Networks for 3D Human Pose Estimation in Video (2019)

MultiSeg: Semantically Meaningful, Scale-Diverse Segmentations From Minimal User Input (2019)

Multimodal Deep Models for Predicting Affective Responses Evoked by Movies (2019)

Multi-Agent Collaborative Exploration through Graph-based Deep Reinforcement Learning (2019)

MLFFNet: Multi-level Feature Fusion Net for Underwater Image Enhancement (2019)

Machine learning technique reveals intrinsic characteristics of schizophrenia : an alternative method (2019)

Learning-Based Time Delay Attack Characterization for Cyber-Physical Systems (2019)

Learning to Rank Proposals for Object Detection (2019)

Learning to Jointly Generate and Separate Reflections (2019)