Publications - Machine Learning SG

Moving beyond P values: Everyday data analysis with estimation plots (2018)

Joses Ho Tayfun Tumkaya Sameer Aryal Hyungwon Choi Adam Claridge-Chang

statistical graphics qualitative reasoning visual reasoning experimental data software +6 more

bioRxiv 41 citations Published 2018-07-26
3DFeat-Net: Weakly Supervised Local 3D Features for Point Cloud Registration (2018)

Zi Jian Yew Gim Hee Lee

point cloud lidar global positioning system computer vision computer science +3 more

arXiv preprint arXiv:1807.09413 15 citations Published 2018-07-25
Large-Scale Semantic Classification: Outcome of the First Year of Inria Aerial Image Labeling Benchmark (2018)

Bohao Huang Kangkang Lu Nicolas Audeberr Andrew Khalel Yuliya Tarabalka Jordan Malof Alexandre Boulch Bertr Le Saux Leslie Collins Kyle Bradbury Sebastien Lefevre Motaz El-Saban

deep learning aerial image convolutional neural network benchmark machine learning +4 more

IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium 31 citations Published 2018-07-22
Recent Trends in Deep Learning Based Natural Language Processing [Review Article] (2018)

Tom Young Devamanyu Hazarika Soujanya Poria Erik Cambria

deep learning natural language processing computer science review article artificial intelligence

IEEE Computational Intelligence Magazine 782 citations Published 2018-07-20
Multi-Pointer Co-Attention Networks for Recommendation (2018)

Yi Tay Anh Tuan Luu Siu Cheung Hui

pointer feature learning recommender system deep learning collaborative filtering +6 more

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining 117 citations Published 2018-07-19
Multi-Cast Attention Networks (2018)

Yi Tay Luu Anh Tuan Siu Cheung Hui

feature learning learning to rank deep learning question answering artificial neural network +6 more

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining 19 citations Published 2018-07-19
Coronary Artery Segmentation by Deep Learning Neural Networks on Computed Tomographic Coronary Angiographic Images (2018)

Weimin Huang Lu Huang Zhiping Lin Su Huang Yanling Chi Jiayin Zhou Junmei Zhang Ru-San Tan Liang Zhong

coronary arteries image segmentation deep learning convolutional neural network artificial neural network +6 more

2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) 15 citations Published 2018-07-18
Deep specification mining (2018)

Tien-Duy B. Le David Lo

deep learning cluster analysis language model software system model selection +6 more

Proceedings of the 27th ACM SIGSOFT International Symposium on Software Testing and Analysis 18 citations Published 2018-07-12
Accurate Scene Text Detection through Border Semantics Awareness and Bootstrapping. (2018)

Chuhui Xue Shijian Lu Fangneng Zhan

bootstrapping semantics pixel pattern recognition computer science +5 more

arXiv preprint arXiv:1807.03547 12 citations Published 2018-07-10
Verisimilar Image Synthesis for Accurate Detection and Recognition of Texts in Scenes (2018)

Fangneng Zhan Shijian Lu Chuhui Xue

active appearance model segmentation artificial neural network computer vision embedding +6 more

arXiv preprint arXiv:1807.03021 12 citations Published 2018-07-09
Screen Content Image Quality Assessment Using Multi-Scale Difference of Gaussian (2018)

Ying Fu Huanqiang Zeng Lin Ma Zhangkai Ni Jianqing Zhu Kai-Kuang Ma

image quality human visual system model difference of gaussians weighting quality score +6 more

IEEE Transactions on Circuits and Systems for Video Technology 19 citations Published 2018-07-09
A study of similarity measure between tasks for multifactorial evolutionary algorithm (2018)

Lei Zhou Liang Feng Jinghui Zhong Zexuan Zhu Bingshui Da Zhou Wu

human multitasking evolutionary algorithm similarity measure machine learning computer science +2 more

Proceedings of the Genetic and Evolutionary Computation Conference Companion on 12 citations Published 2018-07-06
Synthesizing retinal and neuronal images with generative adversarial nets. (2018)

He Zhao He Zhao Huiqi Li Sebastian Maurer-Stroh Li Cheng Li Cheng

visual appearance deep learning pattern recognition annotation generative grammar +5 more

Medical Image Analysis 56 citations Published 2018-07-04
When Gaussian Process Meets Big Data: A Review of Scalable GPs (2018)

Haitao Liu Yew-Soon Ong Xiaobo Shen Jianfei Cai

approximate inference product of experts big data scalability global positioning system +6 more

arXiv preprint arXiv:1807.01065 49 citations Published 2018-07-03
Deep One-Class Classification. (2018)

Lukas Ruff Robert Vandermeulen Nico Goernitz Lucas Deecke Shoaib Ahmed Siddiqui Alexander Binder Emmanuel Müller Marius Kloft

one class classification pattern recognition computer science artificial intelligence

International Conference on Machine Learning 298 citations Published 2018-07-03
An Optimal Control Approach to Deep Learning and Applications to Discrete-Weight Neural Networks (2018)

Qianxiao Li Shuji Hao

deep learning artificial neural network optimal control artificial intelligence computer science

International Conference on Machine Learning 11 citations Published 2018-07-03
Who is Killed by Police: Introducing Supervised Attention for Hierarchical LSTMs (2018)

Minh Nguyen Thien Huu Nguyen

deep learning machine learning computer science expectation maximization algorithm artificial intelligence +2 more

Proceedings of the 27th International Conference on Computational Linguistics 14 citations Published 2018-07-01
Unsupervised Neural Machine Translation with Weight Sharing (2018)

Zhen Yang Wei Chen Feng Wang Bo Xu

machine translation sentence terminology natural language processing generative grammar +4 more

Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) 90 citations Published 2018-07-01
Summarizing source code with transferred API knowledge (2018)

Xing Hu Ge Li Xin Xia David Lo Shuai Lu Zhi Jin

source code multi task learning deep learning computer science programming language +1 more

Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence 44 citations Published 2018-07-01
Multistage Object Detection With Group Recursive Learning (2018)

Jianan Li Xiaodan Liang Jianshu Li Yunchao Wei Tingfa Xu Jiashi Feng Shuicheng Yan

object detection image segmentation minimum bounding box segmentation feature extraction +6 more

IEEE Transactions on Multimedia 20 citations Published 2018-07-01

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Moving beyond P values: Everyday data analysis with estimation plots (2018)

3DFeat-Net: Weakly Supervised Local 3D Features for Point Cloud Registration (2018)

Large-Scale Semantic Classification: Outcome of the First Year of Inria Aerial Image Labeling Benchmark (2018)

Recent Trends in Deep Learning Based Natural Language Processing [Review Article] (2018)

Multi-Pointer Co-Attention Networks for Recommendation (2018)

Multi-Cast Attention Networks (2018)

Coronary Artery Segmentation by Deep Learning Neural Networks on Computed Tomographic Coronary Angiographic Images (2018)

Deep specification mining (2018)

Accurate Scene Text Detection through Border Semantics Awareness and Bootstrapping. (2018)

Verisimilar Image Synthesis for Accurate Detection and Recognition of Texts in Scenes (2018)

Screen Content Image Quality Assessment Using Multi-Scale Difference of Gaussian (2018)

A study of similarity measure between tasks for multifactorial evolutionary algorithm (2018)

Synthesizing retinal and neuronal images with generative adversarial nets. (2018)

When Gaussian Process Meets Big Data: A Review of Scalable GPs (2018)

Deep One-Class Classification. (2018)

An Optimal Control Approach to Deep Learning and Applications to Discrete-Weight Neural Networks (2018)

Who is Killed by Police: Introducing Supervised Attention for Hierarchical LSTMs (2018)

Unsupervised Neural Machine Translation with Weight Sharing (2018)

Summarizing source code with transferred API knowledge (2018)

Multistage Object Detection With Group Recursive Learning (2018)