Publications - Machine Learning SG

An Efficient Dilated Convolutional Neural Network for UAV Noise Reduction at Low Input SNR (2019)

Zhi-Wei Tan Anh H. T. Nguyen Andy W. H. Khong

noise measurement signal to noise ratio noise reduction spectrogram convolutional neural network +6 more

2019 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC) 3 citations Published 2019-11-01
Aerial Robots On the Way to Underground: An Experimental Evaluation of VINS-Mono on Visual-Inertial Odometry Camera (2019)

Leong Jing Chen John Henawy Basaran Bahadir Kocer Gerald Gim Lee Seet

inertial measurement unit odometry motion analysis global positioning system tracking system +6 more

2019 International Conference on Data Mining Workshops (ICDMW) Published 2019-11-01
A tailored machine learning approach for urban transport network flow estimation (2019)

Zhiyuan Liu Yang Liu Qiang Meng Qixiu Cheng

ensemble learning traffic flow transport network machine learning computer science +3 more

Transportation Research Part C-emerging Technologies 9 citations Published 2019-11-01
A Quantitative Analysis Framework for Recurrent Neural Network (2019)

Xiaoning Du Xiaofei Xie Yi Li Lei Ma Yang Liu Jianjun Zhao

recurrent neural network scalability software system machine translation security analysis +6 more

2019 34th IEEE/ACM International Conference on Automated Software Engineering (ASE) 1 citations Published 2019-11-01
A Novel Procedure for Font Recognition through Deep Learning (2019)

Saeedeh Zia Jonathan Pan

optical character recognition font deep learning convolutional neural network speech recognition +6 more

2019 IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE Conference on Robotics, Automation and Mechatronics (RAM) Published 2019-11-01
A Convolutional Network for Joint Deraining and Dehazing from A Single Image for Autonomous Driving in Rain (2019)

Hao Sun Marcelo H. Ang Daniela Rus

object detection convolutional neural network streak synthetic data haze +6 more

2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) Published 2019-11-01
A comparative study of 3D reconstruction methods in stereo digital image correlation (2019)

F.Q. Zhong X.X. Shao C. Quan

3d reconstruction accuracy and precision line segment digital image correlation least squares +4 more

Optics and Lasers in Engineering 6 citations Published 2019-11-01
A closed-form solution for multi-view color correction with gradient preservation (2019)

Menghan Xia Jian Yao Zhi Gao Zhi Gao

color correction image gradient spline pattern recognition parameterized complexity +6 more

Isprs Journal of Photogrammetry and Remote Sensing 3 citations Published 2019-11-01
3D Reconstruction from A Single Image (2019)

Guiju Ping Han Wang

3d reconstruction iterative reconstruction deep learning artificial neural network solid modeling +6 more

2019 IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE Conference on Robotics, Automation and Mechatronics (RAM) Published 2019-11-01
3D articulated skeleton extraction using a single consumer-grade depth camera (2019)

Xuequan Lu Zhigang Deng Jun Luo Wenzhi Chen Sai Kit Yeung Ying He

point cloud euclidean distance pose skinning motion capture +6 more

Computer Vision and Image Understanding 4 citations Published 2019-11-01
Positional Attention-based Frame Identification with BERT: A Deep Learning Approach to Target Disambiguation and Semantic Frame Selection. (2019)

Sang-Sang Tan Jin-Cheon Na

framenet semantic role labeling parsing language model natural language +6 more

arXiv preprint arXiv:1910.14549 Published 2019-10-31
Pedestrian Heading Estimation Based on Spatial Transformer Networks and Hierarchical LSTM (2019)

Qu Wang Haiyong Luo Langlang Ye Aidong Men Fang Zhao Yan Huang Changhai Ou

dead reckoning map matching robustness data modeling computer vision +6 more

IEEE Access 2 citations Published 2019-10-31
Occlusion-Free Road Segmentation Leveraging Semantics for Autonomous Vehicles. (2019)

Kewei Wang Fuwu Yan Bin Zou Luqi Tang Quan Yuan Chen Lv

convolutional neural network monocular vision segmentation artificial neural network semantic domain +5 more

Sensors 2 citations Published 2019-10-30
Ordered Memory (2019)

Yikang Shen Shawn Tan Arian Hosseini Zhouhan Lin Alessandro Sordoni Aaron Courville

memory architecture recurrent neural network deep learning tree structure recursion +5 more

arXiv: Learning Published 2019-10-29
Contrastive Attention Mechanism for Abstractive Sentence Summarization (2019)

Xiangyu Duan Hoongfei Yu Mingming Yin Min Zhang Weihua Luo Yue Zhang

sentence automatic summarization natural language processing softmax function computer science +1 more

arXiv preprint arXiv:1910.13114 Published 2019-10-29
Classification Calibration for Long-tail Instance Segmentation. (2019)

Tao Wang Yu Li Bingyi Kang Junnan Li Jun Hao Liew Sheng Tang Steven C. H. Hoi Jiashi Feng

segmentation pattern recognition computer science calibration artificial intelligence +2 more

arXiv preprint arXiv:1910.13081 7 citations Published 2019-10-29
What does BERT Learn from Multiple-Choice Reading Comprehension Datasets? (2019)

Chenglei Si Shuohang Wang Min-Yen Kan Jing Jiang

reading comprehension multiple choice syntax natural language processing computer science +4 more

arXiv preprint arXiv:1910.12391 8 citations Published 2019-10-28
Machine learning method to ensure robust decision-making of AVs (2019)

Ramdane Tami Boussaad Soualmi Abdelkrim Doufene Javier Ibanez Justin Dauwels

robust decision making robustness software deployment computer science machine learning +5 more

2019 IEEE Intelligent Transportation Systems Conference (ITSC) Published 2019-10-27
A Deep Learning Approach to Universal Binary Visible Light Communication Transceiver (2019)

Hoon Lee Tony Q. S. Quek Sang Hyun Lee

hamming weight codebook visible light communication artificial neural network deep learning +6 more

arXiv preprint arXiv:1910.12048 Published 2019-10-26
TREE ENHANCED EMBEDDING MODEL PREDICTIVE ANALYSIS METHODS AND SYSTEMS (2019)

Xiang Wang Xiangnan He Fuli Feng Tat-seng Chua

feature vector embedding pattern recognition computer science analysis method +2 more

2 citations Published 2019-10-24

Previous Next

An Efficient Dilated Convolutional Neural Network for UAV Noise Reduction at Low Input SNR (2019)

Aerial Robots On the Way to Underground: An Experimental Evaluation of VINS-Mono on Visual-Inertial Odometry Camera (2019)

A tailored machine learning approach for urban transport network flow estimation (2019)

A Quantitative Analysis Framework for Recurrent Neural Network (2019)

A Novel Procedure for Font Recognition through Deep Learning (2019)

A Convolutional Network for Joint Deraining and Dehazing from A Single Image for Autonomous Driving in Rain (2019)

A comparative study of 3D reconstruction methods in stereo digital image correlation (2019)

A closed-form solution for multi-view color correction with gradient preservation (2019)

3D Reconstruction from A Single Image (2019)

3D articulated skeleton extraction using a single consumer-grade depth camera (2019)

Positional Attention-based Frame Identification with BERT: A Deep Learning Approach to Target Disambiguation and Semantic Frame Selection. (2019)

Pedestrian Heading Estimation Based on Spatial Transformer Networks and Hierarchical LSTM (2019)

Occlusion-Free Road Segmentation Leveraging Semantics for Autonomous Vehicles. (2019)

Ordered Memory (2019)

Contrastive Attention Mechanism for Abstractive Sentence Summarization (2019)

Classification Calibration for Long-tail Instance Segmentation. (2019)

What does BERT Learn from Multiple-Choice Reading Comprehension Datasets? (2019)

Machine learning method to ensure robust decision-making of AVs (2019)

A Deep Learning Approach to Universal Binary Visible Light Communication Transceiver (2019)

TREE ENHANCED EMBEDDING MODEL PREDICTIVE ANALYSIS METHODS AND SYSTEMS (2019)