Publications - Machine Learning SG

Unauthorized Parking Detection using Deep Networks at Real Time (2019)

Weiling Chen Chai Kiat Yeo

object detection template matching computer vision cross correlation computer science +3 more

2019 IEEE International Conference on Smart Computing (SMARTCOMP) 2 citations Published 2019-06-12
Deep ECG Wave Estimation Model with Seismograph Sensor (poster) (2019)

JaeYeon Park Hyeon Cho Wonjun Hwang Rajesh Krishna Balan JeongGil Ko

heartbeat continuous monitoring geophone wearable computer noise reduction +6 more

Proceedings of the 17th Annual International Conference on Mobile Systems, Applications, and Services Published 2019-06-12
BatchNorm Decomposition for Deep Neural Network Interpretation (2019)

Lucas Y. W. Hui Alexander Binder

artificial neural network convolutional neural network normalization convergence artificial intelligence +4 more

International Work-Conference on Artificial Neural Networks 3 citations Published 2019-06-12
Three-dimensional (3D) Dynamic Obstacle Perception in a Detect-and-Avoid Framework for Unmanned Aerial Vehicles (2019)

Catrina Lim Boyang Li Ee Meng Ng Xin Liu Kin Huat Low

obstacle octree detect and avoid probabilistic logic computer vision +6 more

2019 International Conference on Unmanned Aircraft Systems (ICUAS) 4 citations Published 2019-06-11
Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks (2019)

Yi Tay Aston Zhang Luu Anh Tuan Jinfeng Rao Shuai Zhang Shuohang Wang Jie Fu Siu Cheung Hui

quaternion quaternion algebra transformer hypercomplex number parameterized complexity +6 more

arXiv preprint arXiv:1906.04393 6 citations Published 2019-06-11
Joint Subspace Recovery and Enhanced Locality Driven Robust Flexible Discriminative Dictionary Learning. (2019)

Zhao Zhang Jiahuan Ren Weiming Jiang Zheng Zhang Richang Hong Shuicheng Yan Meng Wang

robustness discriminative model overfitting locality subspace topology +6 more

arXiv preprint arXiv:1906.04598 1 citations Published 2019-06-11
Memetic Evolution Strategy for Reinforcement Learning (2019)

Xinghua Qu Yew-Soon Ong Yaqing Hou Xiaobo Shen

reinforcement learning q learning neuroevolution markov decision process temporal difference learning +4 more

2019 IEEE Congress on Evolutionary Computation (CEC) 1 citations Published 2019-06-10
A Preliminary Study of Adaptive Task Selection in Explicit Evolutionary Many-Tasking (2019)

Q. Shang L. Zhang L. Feng Y. Hou J. Zhong A. Gupta K. C. Tan H.-L. Liu

optimization problem continuous optimization search algorithm task analysis population +5 more

2019 IEEE Congress on Evolutionary Computation (CEC) 2 citations Published 2019-06-10
Soft-ranking Label Encoding for Robust Facial Age Estimation (2019)

Xusheng Zeng Changxing Ding Yonggang Wen Dacheng Tao

overfitting ranking encoding machine learning slowness +6 more

arXiv preprint arXiv:1906.03625 8 citations Published 2019-06-09
Learning Low-Rank Images for Robust All-Day Feature Matching (2019)

Mengdan Feng Marcelo Ang Gim Hee Lee

feature extraction pattern recognition computer science artificial intelligence feature detection +3 more

2019 IEEE Intelligent Vehicles Symposium (IV) Published 2019-06-09
Joint Visual Grounding with Language Scene Graphs (2019)

Daqing Liu Hanwang Zhang Zheng-Jun Zha Meng Wang Qianru Sun

referent factor graph scene graph referring expression interpretability +6 more

arXiv preprint arXiv:1906.03561 2 citations Published 2019-06-09
Distilling Object Detectors with Fine-grained Feature Imitation (2019)

Tao Wang Li Yuan Xiaopeng Zhang Jiashi Feng

object detection machine learning computer science imitation detector +3 more

arXiv preprint arXiv:1906.03609 2 citations Published 2019-06-09
Analysing Dependent Failures in a Bayesian Belief Network (2019)

Mei Ling Fam Dimitrios Konovessis Xuhong He Lin Seng Ong Hoon Kiang Tan

bayesian network computer science artificial intelligence

ASME 2019 38th International Conference on Ocean, Offshore and Arctic Engineering 1 citations Published 2019-06-09
IAPSO-AIRS: A novel improved machine learning-based system for wart disease treatment. (2019)

Moloud Abdar Vivi Nur Wijayaningrum Sadiq Hussain Roohallah Alizadehsani Pawel Plawiak U. Rajendra Acharya U. Rajendra Acharya U. Rajendra Acharya Vladimir Makarenkov

cad plantar warts particle swarm optimization machine learning java +6 more

Journal of Medical Systems 18 citations Published 2019-06-07
Understanding Adversarial Behavior of DNNs by Disentangling Non-Robust and Robust Components in Performance Metric. (2019)

Yujun Shi Benben Liao Guangyong Chen Yun Liu Ming-Ming Cheng Jiashi Feng

robustness deep learning performance metric adversarial system machine learning +4 more

arXiv preprint arXiv:1906.02494 Published 2019-06-06
Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications (2019)

Wei Zhao Haiyun Peng Steffen Eger Erik Cambria Min Yang

scalability question answering computer science natural language processing artificial intelligence

arXiv preprint arXiv:1906.02829 10 citations Published 2019-06-06
Robotics: Science preceding science fiction (2019)

Hortense Le Ferrand

soft robotics robot robotics artificial life human computer interaction +2 more

arXiv preprint arXiv:1906.02837 Published 2019-06-06
Query-efficient Meta Attack to Deep Neural Networks (2019)

Jiawei Du Hu Zhang Joey Tianyi Zhou Yi Yang Jiashi Feng

attack patterns mnist database machine learning computer science inefficiency +4 more

arXiv preprint arXiv:1906.02398 3 citations Published 2019-06-06
OnionNet: a multiple-layer inter-molecular contact based convolutional neural network for protein-ligand binding affinity prediction (2019)

Liangzhen Zheng Jingrong Fan Yuguang Mu

protein ligand ligand deep learning convolutional neural network interaction information +6 more

arXiv preprint arXiv:1906.02418 8 citations Published 2019-06-06
Deep Semi-Supervised Anomaly Detection (2019)

Lukas Ruff Robert A. Vandermeulen Nico Görnitz Alexander Binder Emmanuel Müller Klaus-Robert Müller Marius Kloft

anomaly detection unsupervised learning mnist database entropy pattern recognition +3 more

arXiv preprint arXiv:1906.02694 16 citations Published 2019-06-06

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Unauthorized Parking Detection using Deep Networks at Real Time (2019)

Deep ECG Wave Estimation Model with Seismograph Sensor (poster) (2019)

BatchNorm Decomposition for Deep Neural Network Interpretation (2019)

Three-dimensional (3D) Dynamic Obstacle Perception in a Detect-and-Avoid Framework for Unmanned Aerial Vehicles (2019)

Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks (2019)

Joint Subspace Recovery and Enhanced Locality Driven Robust Flexible Discriminative Dictionary Learning. (2019)

Memetic Evolution Strategy for Reinforcement Learning (2019)

A Preliminary Study of Adaptive Task Selection in Explicit Evolutionary Many-Tasking (2019)

Soft-ranking Label Encoding for Robust Facial Age Estimation (2019)

Learning Low-Rank Images for Robust All-Day Feature Matching (2019)

Joint Visual Grounding with Language Scene Graphs (2019)

Distilling Object Detectors with Fine-grained Feature Imitation (2019)

Analysing Dependent Failures in a Bayesian Belief Network (2019)

IAPSO-AIRS: A novel improved machine learning-based system for wart disease treatment. (2019)

Understanding Adversarial Behavior of DNNs by Disentangling Non-Robust and Robust Components in Performance Metric. (2019)

Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications (2019)

Robotics: Science preceding science fiction (2019)

Query-efficient Meta Attack to Deep Neural Networks (2019)

OnionNet: a multiple-layer inter-molecular contact based convolutional neural network for protein-ligand binding affinity prediction (2019)

Deep Semi-Supervised Anomaly Detection (2019)