Publications - Machine Learning SG

SemEval-2010 Task 8: Multi-Way Classification of Semantic Relations Between Pairs of Nominals (2019)

Iris Hendrickx Su Nam Kim Zornitsa Kozareva Preslav Nakov Diarmuid Ó Séaghdha Sebastian Padó Marco Pennacchiotti Lorenza Romano Stan Szpakowicz

semeval testbed natural language processing computer science artificial intelligence +1 more

arXiv preprint arXiv:1911.10422 3 citations Published 2019-11-23
Prediction of Pedestrian Trajectory in a Crowded Environment Using RNN Encoder-Decoder. (2019)

Xiong Xincheng Niraj Bhujel Eam Khwang Teoh Wei-Yun Yau

trajectory computer science computer vision pedestrian artificial intelligence +1 more

Proceedings of the 2019 5th International Conference on Robotics and Artificial Intelligence Published 2019-11-22
WildMix Dataset and Spectro-Temporal Transformer Model for Monoaural Audio Source Separation (2019)

Amir Zadeh Tianjun Ma Soujanya Poria Louis-Philippe Morency

source separation transformer encoder pattern recognition computer science +1 more

arXiv preprint arXiv:1911.09783 1 citations Published 2019-11-21
Magnetic-Assisted Initialization for Infrastructure-free Mobile Robot Localization (2019)

Zhenyu Wu Mingxing Wen Guohao Peng Xiaoyu Tang Danwei Wang

mobile robot initialization robot computer vision interpolation +2 more

arXiv preprint arXiv:1911.09313 Published 2019-11-21
LCD: Learned Cross-Domain Descriptors for 2D-3D Matching (2019)

Quang-Hieu Pham Mikaela Angelina Uy Binh-Son Hua Duc Thanh Nguyen Gemma Roig Sai-Kit Yeung

3 dimensional matching discriminative model robustness point cloud artificial neural network +6 more

arXiv preprint arXiv:1911.09326 1 citations Published 2019-11-21
Data Security Issues in Deep Learning: Attacks, Countermeasures, and Opportunities (2019)

Guowen Xu Hongwei Li Hao Ren Kan Yang Robert H. Deng

data security server computer security data modeling deep learning +6 more

IEEE Communications Magazine 18 citations Published 2019-11-21
Where is the Bottleneck of Adversarial Learning with Unlabeled Data (2019)

Jingfeng Zhang Bo Han Gang Niu Tongliang Liu Masashi Sugiyama

bottleneck machine learning computer science adversarial system artificial intelligence +5 more

arXiv preprint arXiv:1911.08696 2 citations Published 2019-11-20
SSAH: Semi-supervised Adversarial Deep Hashing with Self-paced Hard Sample Generation (2019)

Sheng Jin Shangchen Zhou Yao Liu Chao Chen Xiaoshuai Sun Hongxun Yao Xiansheng Hua

hash function machine learning computer science exploit adversarial system +6 more

arXiv preprint arXiv:1911.08688 Published 2019-11-20
Pixel and feature level based domain adaptation for object detection in autonomous driving (2019)

Yuhu Shan Wen Feng Lu Chee Meng Chew

object detection convolutional neural network image translation robustness pixel +6 more

Neurocomputing 9 citations Published 2019-11-20
Auto-Precision Scaling for Distributed Deep Learning. (2019)

Ruobing Han Yang You James Demmel

deep learning porting computer engineering computer science scaling +3 more

arXiv preprint arXiv:1911.08907 Published 2019-11-20
Poison as a Cure: Detecting & Neutralizing Variable-Sized Backdoor Attacks in Deep Neural Networks (2019)

Alvin Chan Yew-Soon Ong

backdoor deep learning adversary machine learning computer science +2 more

arXiv: Computer Vision and Pattern Recognition 8 citations Published 2019-11-19
Machine Learning Surrogates for Predicting Response of an Aero-Structural-Sloshing System. (2019)

Shashank Srivastava Murali Damodaran Boo Cheong Khoo

aerodynamic force airfoil fuel tank transonic aeroelasticity +6 more

arXiv preprint arXiv:1911.10043 1 citations Published 2019-11-19
A Hybrid Morpheme-Word Representation for Machine Translation of Morphologically Rich Languages (2019)

Minh-Thang Luong Preslav Nakov Min-Yen Kan

machine translation morpheme phrase language model sentence +6 more

arXiv preprint arXiv:1911.08117 Published 2019-11-19
Eye-Tracking Based Adaptive Parallel Coordinates (2019)

Mohammad Chegini Keith Andrews Tobias Schreck Alexei Sourin

parallel coordinates eye tracking scalability computer vision image noise +3 more

SIGGRAPH Asia 2019 Posters on Published 2019-11-17
Vehicle Re-identification Using Joint Pyramid Feature Representation Network (2019)

Xiangwei Lin Huanqiang Zeng Jinhui Hou Jianqing Zhu Jing Chen Kai-Kuang Ma

pyramid deep learning discriminative model convolution computer vision +6 more

International Conference on Internet of Things as a Service Published 2019-11-16
Self-supervised GAN: Analysis and Improvement with Multi-class Minimax Game (2019)

Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Linxiao Yang Ngai-Man Cheung

feature learning minimax machine learning forgetting discriminator +5 more

arXiv preprint arXiv:1911.06997 8 citations Published 2019-11-16
Human Annotations Improve GAN Performances (2019)

Juanyong Duan Sim Heng Ong Qi Zhao

real image machine learning encode computer science performance improvement +5 more

arXiv preprint arXiv:1911.06460 Published 2019-11-15
Development of an Image Grating Sensor for Position Measurement. (2019)

Shaowei Fu Fang Cheng Tegoeh Tjahjowidodo Mengjun Liu

image registration subpixel rendering linear stage grating distortion +6 more

Sensors 2 citations Published 2019-11-15
Semantic Granularity Metric Learning for Visual Search (2019)

Dipu Manandhar Muhammet Bastan Kim-Hui Yap

granularity visual search machine learning sgml computer science +3 more

arXiv preprint arXiv:1911.06047 2 citations Published 2019-11-14
Long-range Prediction of Vital Signs Using Generative Boosting via LSTM Networks. (2019)

Shiyu Liu Mehul Motani

generative model boosting cluster analysis vital signs machine learning +6 more

arXiv preprint arXiv:1911.06621 Published 2019-11-14

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SemEval-2010 Task 8: Multi-Way Classification of Semantic Relations Between Pairs of Nominals (2019)

Prediction of Pedestrian Trajectory in a Crowded Environment Using RNN Encoder-Decoder. (2019)

WildMix Dataset and Spectro-Temporal Transformer Model for Monoaural Audio Source Separation (2019)

Magnetic-Assisted Initialization for Infrastructure-free Mobile Robot Localization (2019)

LCD: Learned Cross-Domain Descriptors for 2D-3D Matching (2019)

Data Security Issues in Deep Learning: Attacks, Countermeasures, and Opportunities (2019)

Where is the Bottleneck of Adversarial Learning with Unlabeled Data (2019)

SSAH: Semi-supervised Adversarial Deep Hashing with Self-paced Hard Sample Generation (2019)

Pixel and feature level based domain adaptation for object detection in autonomous driving (2019)

Auto-Precision Scaling for Distributed Deep Learning. (2019)

Poison as a Cure: Detecting & Neutralizing Variable-Sized Backdoor Attacks in Deep Neural Networks (2019)

Machine Learning Surrogates for Predicting Response of an Aero-Structural-Sloshing System. (2019)

A Hybrid Morpheme-Word Representation for Machine Translation of Morphologically Rich Languages (2019)

Eye-Tracking Based Adaptive Parallel Coordinates (2019)

Vehicle Re-identification Using Joint Pyramid Feature Representation Network (2019)

Self-supervised GAN: Analysis and Improvement with Multi-class Minimax Game (2019)

Human Annotations Improve GAN Performances (2019)

Development of an Image Grating Sensor for Position Measurement. (2019)

Semantic Granularity Metric Learning for Visual Search (2019)

Long-range Prediction of Vital Signs Using Generative Boosting via LSTM Networks. (2019)