Publications - Machine Learning SG

Shrinkage estimator based regularization for EEG motor imagery classification (2015)

H. Vikram Shenoy A. P. Vinod Cuntai Guan

shrinkage estimator motor imagery cross validation discriminative model robustness +7 more

2015 10th International Conference on Information, Communications and Signal Processing (ICICS) 18 citations Published 2015-12-01
Sensor-based human activity recognition system with a multilayered model using time series shapelets (2015)

Li Liu Yuxin Peng Ming Liu Zigang Huang

activity recognition interpretability temporal database software portability machine learning +6 more

Knowledge Based Systems 73 citations Published 2015-12-01
Removing Rain from a Single Image via Discriminative Sparse Coding (2015)

Yu Luo Yong Xu Hui Ji

feature detection generative model discriminative model machine vision neural coding +7 more

2015 IEEE International Conference on Computer Vision (ICCV) 314 citations Published 2015-12-01
Multi-view Domain Generalization for Visual Recognition (2015)

Li Niu Wen Li Dong Xu

support vector machine pattern recognition machine learning matrix exploit +7 more

2015 IEEE International Conference on Computer Vision (ICCV) 27 citations Published 2015-12-01
Improving the interpretability of deep neural networks with stimulated learning (2015)

Shawn Tan Khe Chai Sim Mark Gales

deep belief network deep learning time delay neural network interpretability black box +6 more

2015 IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU) 27 citations Published 2015-12-01
Google map aided visual navigation for UAVs in GPS-denied environment (2015)

Mo Shan Fei Wang Feng Lin Zhi Gao Ya Z. Tang Ben M. Chen

global positioning system optical flow motion field particle filter homography +6 more

2015 IEEE International Conference on Robotics and Biomimetics (ROBIO) 13 citations Published 2015-12-01
Fuzzy Cellular Automata Model for Signalized Intersections (2015)

Chen Chai Yiik Diew Wong

fuzzy logic cellular automaton traffic simulation artificial intelligence filter +5 more

Computer-aided Civil and Infrastructure Engineering 20 citations Published 2015-12-01
Example-guided anthropometric human body modeling (2015)

Yuzhe Zhang Jianmin Zheng Nadia Magnenat-Thalmann

constrained optimization radial basis function computer graphics data mining machine learning +7 more

The Visual Computer 13 citations Published 2015-12-01
Evolutionary multitasking in bi-level optimization (2015)

Abhishek Gupta Jacek Mańdziuk Jacek Mańdziuk Yew-Soon Ong

evolutionary algorithm human multitasking optimization problem computational intelligence mathematical optimization +3 more

Complex & Intelligent Systems 52 citations Published 2015-12-01
EEG-based mental workload recognition related to multitasking (2015)

Wei Lun Lim Olga Sourina Yisi Liu Lipo Wang

workload human multitasking support vector machine feature extraction machine learning +7 more

2015 10th International Conference on Information, Communications and Signal Processing (ICICS) 18 citations Published 2015-12-01
Design of an infrastructureless in-door localization device using an IMU sensor (2015)

Tri-Nhut Do Ran Liu Chau Yuen U-Xuan Tan

inertial measurement unit step detection euler angles kalman filter pitch angle +7 more

2015 IEEE International Conference on Robotics and Biomimetics (ROBIO) 11 citations Published 2015-12-01
Deep Human Parsing with Active Template Regression (2015)

Xiaodan Liang Si Liu Xiaohui Shen Jianchao Yang Luoqi Liu Jian Dong Liang Lin Shuicheng Yan

parsing convolutional neural network feature extraction smoothing artificial neural network +6 more

IEEE Transactions on Pattern Analysis and Machine Intelligence 184 citations Published 2015-12-01
Conditional Convolutional Neural Network for Modality-Aware Face Recognition (2015)

Chao Xiong Xiaowei Zhao Danhang Tang Karlekar Jayashree Shuicheng Yan Tae-Kyun Kim

convolutional neural network facial recognition system decision tree convolution pattern recognition +7 more

2015 IEEE International Conference on Computer Vision (ICCV) 54 citations Published 2015-12-01
A time—frequency masking based random finite set particle filtering method for multiple acoustic source detection and tracking (2015)

Xionghu Zhong James R. Hopgood

particle filter histogram masking hidden markov model speech processing +7 more

IEEE Transactions on Audio, Speech, and Language Processing 16 citations Published 2015-12-01
A bi-ventricular cardiac atlas built from 1000+ high resolution MR images of healthy subjects and an analysis of shape and motion (2015)

Wenjia Bai Wenzhe Shi Antonio M. Simoes Monteiro de Marvao Timothy J. W. Dawes Declan P. O'Regan Stuart A. Cook Stuart A. Cook Daniel Rueckert

population statistical parametric mapping atlas statistical model general linear model +6 more

Medical Image Analysis 96 citations Published 2015-12-01
A local binary pattern based texture descriptors for classification of tea leaves (2015)

Zhe Tang Yuancheng Su Meng Joo Er Fang Qi Li Zhang Jianyong Zhou

local binary patterns texture descriptor computer vision mathematics artificial intelligence +4 more

Neurocomputing 79 citations Published 2015-11-30
A method and system for sentiment classification and emotion classification (2015)

Zhaoxia Wang Siow Mong Rick Goh Yinping Yang

noisy text analytics sentence delimiter parsing emotion classification +6 more

22 citations Published 2015-11-24
Auxiliary Image Regularization for Deep CNNs with Noisy Labels (2015)

Samaneh Azadi Jiashi Feng Jiashi Feng Stefanie Jegelka Trevor Darrell

real image contextual image classification convolutional neural network data set pattern recognition +7 more

arXiv preprint arXiv:1511.07069 19 citations Published 2015-11-22
Digital Digits: A Comprehensive Survey of Finger Augmentation Devices (2015)

Roy Shilkrot Jochen Huber Jürgen Steimle Suranga Nanayakkara Pattie Maes

wearable computer modalities human computer interaction computer science artificial intelligence +2 more

ACM Computing Surveys 50 citations Published 2015-11-21
Method and device for traffic sign recognition (2015)

Tao Chen Shijian Lu

traffic sign recognition feature traffic sign support vector machine boosting +5 more

13 citations Published 2015-11-18

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Shrinkage estimator based regularization for EEG motor imagery classification (2015)

Sensor-based human activity recognition system with a multilayered model using time series shapelets (2015)

Removing Rain from a Single Image via Discriminative Sparse Coding (2015)

Multi-view Domain Generalization for Visual Recognition (2015)

Improving the interpretability of deep neural networks with stimulated learning (2015)

Google map aided visual navigation for UAVs in GPS-denied environment (2015)

Fuzzy Cellular Automata Model for Signalized Intersections (2015)

Example-guided anthropometric human body modeling (2015)

Evolutionary multitasking in bi-level optimization (2015)

EEG-based mental workload recognition related to multitasking (2015)

Design of an infrastructureless in-door localization device using an IMU sensor (2015)

Deep Human Parsing with Active Template Regression (2015)

Conditional Convolutional Neural Network for Modality-Aware Face Recognition (2015)

A time—frequency masking based random finite set particle filtering method for multiple acoustic source detection and tracking (2015)

A bi-ventricular cardiac atlas built from 1000+ high resolution MR images of healthy subjects and an analysis of shape and motion (2015)

A local binary pattern based texture descriptors for classification of tea leaves (2015)

A method and system for sentiment classification and emotion classification (2015)

Auxiliary Image Regularization for Deep CNNs with Noisy Labels (2015)

Digital Digits: A Comprehensive Survey of Finger Augmentation Devices (2015)

Method and device for traffic sign recognition (2015)