Publications - Machine Learning SG

Compact Representation of High-Dimensional Feature Vectors for Large-Scale Image Recognition and Retrieval (2016)

Yu Zhang Jianxin Wu Jianfei Cai

feature feature vector feature extraction dimensionality reduction feature detection +7 more

IEEE Transactions on Image Processing 12 citations Published 2016-03-31
Saliency-Guided Quality Assessment of Screen Content Images (2016)

Ke Gu Shiqi Wang Huan Yang Weisi Lin Guangtao Zhai Xiaokang Yang Wenjun Zhang

salience visualization machine learning computer vision computer science +7 more

IEEE Transactions on Multimedia 164 citations Published 2016-03-30
Learning Contextual Dependence With Convolutional Hierarchical Recurrent Neural Networks (2016)

Zhen Zuo Bing Shuai Gang Wang Xiao Liu Xingxing Wang Bing Wang Yushi Chen

deep learning contextual image classification convolutional neural network recurrent neural network discriminative model +7 more

IEEE Transactions on Image Processing 59 citations Published 2016-03-29
Deep Multimodal Feature Analysis for Action Recognition in RGB+D Videos (2016)

Amir Shahroudy Tian-Tsong Ng Yihong Gong Gang Wang

autoencoder pattern recognition rgb color model pattern recognition regularization +6 more

arXiv preprint arXiv:1603.07120 19 citations Published 2016-03-23
Recursive Neural Conditional Random Fields for Aspect-based Sentiment Analysis (2016)

Wenya Wang Sinno Jialin Pan Daniel Dahlmeier Xiaokui Xiao

sentiment analysis conditional random field discriminative model information extraction semeval +6 more

arXiv preprint arXiv:1603.06679 31 citations Published 2016-03-22
Image Sharpness Assessment by Sparse Representation (2016)

Leida Li Dong Wu Jinjian Wu Haoliang Li Weisi Lin Alex C. Kot

k svd image restoration sparse approximation image processing feature detection +7 more

IEEE Transactions on Multimedia 78 citations Published 2016-03-22
Experimental Validation of Plastic Mandible Models Produced by a “Low-Cost” 3-Dimensional Fused Deposition Modeling Printer (2016)

Federico Maschio Mirali Pandya Raphael Olszewski

cone beam computed tomography fused deposition modeling dimensional measurement accuracy 3d reconstruction software +6 more

Medical Science Monitor 19 citations Published 2016-03-22
Classwise Sparse and Collaborative Patch Representation for Face Recognition. (2016)

Jian Lai Xudong Jiang

sparse approximation facial recognition system population discriminative model pattern recognition +4 more

IEEE Transactions on Image Processing 52 citations Published 2016-03-22
Spoofing detection from a feature representation perspective (2016)

Xiaohai Tian Zhizheng Wu Xiong Xiao Eng Siong Chng Haizhou Li

spoofing attack feature speaker recognition attack model classifier +6 more

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 22 citations Published 2016-03-20
Speaker-aware training of LSTM-RNNS for acoustic modelling (2016)

Tian Tan Yanmin Qian Dong Yu Souvik Kundu Liang Lu Khe Chai Sim Xiong Xiao Yu Zhang

fmllr recurrent neural network artificial neural network speech recognition bottleneck +7 more

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 31 citations Published 2016-03-20
Random forest Granger causality for detection of effective brain connectivity using high-dimensional data. (2016)

Mohammad Shaheryar Furqan Mohammad Yakoob Siyal

lasso random forest granger causality least squares ordinary least squares +6 more

Journal of Integrative Neuroscience 12 citations Published 2016-03-20
Privacy-preserving nonparametric decentralized detection (2016)

Meng Sun Wee Peng Tay

decision rule fusion center kernel method joint probability distribution nonparametric statistics +6 more

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 24 citations Published 2016-03-20
On combining i-vectors and discriminative adaptation methods for unsupervised speaker normalization in DNN acoustic models (2016)

Lahiru Samarakoon Khe Chai Sim

speaker recognition discriminative model normalization artificial neural network interpolation +6 more

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 20 citations Published 2016-03-20
Joint acoustic factor learning for robust deep neural network based automatic speech recognition (2016)

Souvik Kundu Gautam Mantena Yanmin Qian Tian Tan Marc Delcroix Khe Chai Sim

artificial neural network discriminative model speech recognition pattern recognition bottleneck +4 more

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 24 citations Published 2016-03-20
Exemplar-inspired strategies for low-resource spoken keyword search in Swahili (2016)

Nancy F. Chen Van Tung Pharri Haihua Xu Xiong Xiao Van Hai Do Chongjia Ni I-Fan Chen Sunil Sivadas Chin-Hui Lee Eng Siong Chng Bin Ma Haizhou Li

keyword spotting acoustic model natural language processing speech recognition nist +7 more

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 12 citations Published 2016-03-20
Egocentric activity recognition with multimodal fisher vector (2016)

Sibo Song Ngai-Man Cheung Vijay Chandrasekhar Bappaditya Mandal Jie Liri

fisher kernel feature extraction activity recognition wearable technology pattern recognition +4 more

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 18 citations Published 2016-03-20
Combining non-negative matrix factorization and deep neural networks for speech enhancement and automatic speech recognition (2016)

Thanh T. Vu Benjamin Bigot Eng Siong Chng

speech enhancement speech processing voice activity detection acoustic model word error rate +7 more

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 17 citations Published 2016-03-20
Approximate search of audio queries by using DTW with phone time boundary and data augmentation (2016)

Haikua Xu Jingyong Hou Xiong Xiao Van Tung Pham Cheung-Chi Leung Lei Wang Van Hai Do Hang Lv Lei Xie Bin Ma Eng Siong Chng Haizhou Li

dynamic time warping audio signal template matching query by example reverberation +7 more

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 11 citations Published 2016-03-20
A novel hybrid Cultural Algorithms framework with trajectory-based search for global numerical optimization (2016)

Mostafa Z. Ali Noor H. Awad Ponnuthurai N. Suganthan Rehab M. Duwairi Robert G. Reynolds

cultural algorithm quality control and genetic algorithms hybrid algorithm optimization problem population +7 more

Information Sciences 23 citations Published 2016-03-20
Nonlocal In-Loop Filter: The Way Toward Next-Generation Video Coding? (2016)

Siwei Ma Xinfeng Zhang Jian Zhang Chuanmin Jia Shiqi Wang Wen Gao

filter design compression artifact filter sparse approximation coding +7 more

IEEE MultiMedia 22 citations Published 2016-03-18

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Compact Representation of High-Dimensional Feature Vectors for Large-Scale Image Recognition and Retrieval (2016)

Saliency-Guided Quality Assessment of Screen Content Images (2016)

Learning Contextual Dependence With Convolutional Hierarchical Recurrent Neural Networks (2016)

Deep Multimodal Feature Analysis for Action Recognition in RGB+D Videos (2016)

Recursive Neural Conditional Random Fields for Aspect-based Sentiment Analysis (2016)

Image Sharpness Assessment by Sparse Representation (2016)

Experimental Validation of Plastic Mandible Models Produced by a “Low-Cost” 3-Dimensional Fused Deposition Modeling Printer (2016)

Classwise Sparse and Collaborative Patch Representation for Face Recognition. (2016)

Spoofing detection from a feature representation perspective (2016)

Speaker-aware training of LSTM-RNNS for acoustic modelling (2016)

Random forest Granger causality for detection of effective brain connectivity using high-dimensional data. (2016)

Privacy-preserving nonparametric decentralized detection (2016)

On combining i-vectors and discriminative adaptation methods for unsupervised speaker normalization in DNN acoustic models (2016)

Joint acoustic factor learning for robust deep neural network based automatic speech recognition (2016)

Exemplar-inspired strategies for low-resource spoken keyword search in Swahili (2016)

Egocentric activity recognition with multimodal fisher vector (2016)

Combining non-negative matrix factorization and deep neural networks for speech enhancement and automatic speech recognition (2016)

Approximate search of audio queries by using DTW with phone time boundary and data augmentation (2016)

A novel hybrid Cultural Algorithms framework with trajectory-based search for global numerical optimization (2016)

Nonlocal In-Loop Filter: The Way Toward Next-Generation Video Coding? (2016)