Publications - Machine Learning SG

Efficient Video Object Co-Localization With Co-Saliency Activated Tracklets (2019)

Koteswar Rao Jerripothula Jianfei Cai Junsong Yuan

minimum bounding box cognitive neuroscience of visual object recognition visual objects salience benchmark +6 more

IEEE Transactions on Circuits and Systems for Video Technology 14 citations Published 2019-03-01
Domain Adaptation Techniques for EEG-Based Emotion Recognition: A Comparative Study on Two Public Datasets (2019)

Zirui Lan Olga Sourina Lipo Wang Reinhold Scherer Gernot R. Muller-Putz

transduction emotion classification classifier transfer of learning machine learning +6 more

IEEE Transactions on Cognitive and Developmental Systems 62 citations Published 2019-03-01
DeepShoe: An improved Multi-Task View-invariant CNN for street-to-shop shoe retrieval (2019)

Huijing Zhan Boxin Shi Ling-Yu Duan Alex C. Kot

convolutional neural network weighting pattern recognition computer science invariant +3 more

Computer Vision and Image Understanding 4 citations Published 2019-03-01
Context-Aware Three-Dimensional Mean-Shift With Occlusion Handling for Robust Object Tracking in RGB-D Videos (2019)

Ye Liu Xiao-Yuan Jing Jianhui Nie Hao Gao Jun Liu Guo-Ping Jiang

video tracking mean shift personal computer eye tracking active appearance model +6 more

IEEE Transactions on Multimedia 12 citations Published 2019-03-01
Content-Insensitive Blind Image Blurriness Assessment Using Weibull Statistics and Sparse Extreme Learning Machine (2019)

Chenwei Deng Shuigen Wang Zhen Li Guang-Bin Huang Weisi Lin

image gradient feature detection image quality weibull distribution feature extraction +7 more

IEEE Transactions on Systems, Man, and Cybernetics 14 citations Published 2019-03-01
A pooling based scene text proposal technique for scene text reading in the wild (2019)

Dinh NguyenVan Dinh NguyenVan Shijian Lu Shangxuan Tian Nizar Ouarti Nizar Ouarti Mounir Mokhtari Mounir Mokhtari

pooling histogram of oriented gradients natural language processing ranking spotting +6 more

Pattern Recognition 6 citations Published 2019-03-01
A New Approach to Linear/Nonlinear Distributed Fusion Estimation Problem (2019)

Bo Chen Guoqiang Hu Daniel W.C. Ho Li Yu

bounded function convex optimization estimator sensor fusion upper and lower bounds +7 more

IEEE Transactions on Automatic Control 16 citations Published 2019-03-01
A mean-field optimal control formulation of deep learning (2019)

Weinan E Weinan E Jiequn Han Qianxiao Li

optimal control population deep learning dynamical systems theory maximum principle +6 more

Research in the Mathematical Sciences 49 citations Published 2019-03-01
Deep Learning Based Recommender System: A Survey and New Perspectives (2019)

Shuai Zhang Lina Yao Aixin Sun Yi Tay

recommender system information overload deep learning web application data science +5 more

ACM Computing Surveys 829 citations Published 2019-02-28
A Survey of Zero-Shot Learning: Settings, Methods, and Applications (2019)

Wei Wang Vincent W. Zheng Han Yu Chunyan Miao

categorization machine learning computer science disjoint sets artificial intelligence +2 more

ACM Transactions on Intelligent Systems and Technology 90 citations Published 2019-02-28
A novel method for extracting interpretable knowledge from a spiking neural classifier with time-varying synaptic weights. (2019)

Abeegithan Jeyasothy Suresh Sundaram Savitha Ramasamy Narasimhan Sundararajan

mnist database knowledge extraction supervised learning classifier interpretability +6 more

arXiv preprint arXiv:1904.11367 1 citations Published 2019-02-28
Unifying Ensemble Methods for Q-learning via Social Choice Theory. (2019)

Rishav Chourasia Adish Singla

voting ensemble learning social choice theory reinforcement learning majority rule +5 more

arXiv preprint arXiv:1902.10646 1 citations Published 2019-02-27
Inferring True Voting Outcomes in Homophilic Social Networks. (2019)

John A. Doucette Alan Tsang Hadi Hosseini Kate Larson Robin Cohen

social network social choice theory inference voting multi agent system +5 more

Autonomous Agents and Multi-Agent Systems Published 2019-02-27
Embedding Adversarial Learning for Vehicle Re-Identification (2019)

Yihang Lou Yan Bai Jun Liu Shiqi Wang Ling-Yu Duan

embedding robustness discriminative model machine learning computer science +6 more

IEEE Transactions on Image Processing 32 citations Published 2019-02-27
Spiking Neural Network based Region Proposal Networks for Neuromorphic Vision Sensors (2019)

Jyotibdha Acharya Vandana Padala Arindam Basu

spiking neural network neuromorphic engineering mean shift cluster analysis convolution +6 more

arXiv preprint arXiv:1902.09864 Published 2019-02-26
Review of state-of-the-art artificial compound eye imaging systems. (2019)

Yang Cheng Jie Cao Yangkun Zhang Qun Hao

compound eye medical imaging computer vision grasp computer science +6 more

Bioinspiration & Biomimetics 16 citations Published 2019-02-26
Region Deformer Networks for Unsupervised Depth Estimation from Unconstrained Monocular Videos. (2019)

Haofei Xu Jianmin Zheng Jianfei Cai Juyong Zhang

monocular ground truth computer vision computer science 2d images +4 more

arXiv preprint arXiv:1902.09907 1 citations Published 2019-02-26
Grammar Based Directed Testing of Machine Learning Systems. (2019)

Sakshi Udeshi Sudipta Chattopadhyay

robustness modular design grammar machine learning computer science +3 more

arXiv preprint arXiv:1902.10027 Published 2019-02-26
A novel iterative soft thresholding algorithm for L 1 regularization based SAR image enhancement (2019)

Hui Bi Hui Bi Guoan Bi

regularization matched filter pattern recognition computer science artificial intelligence +2 more

Science in China Series F: Information Sciences 2 citations Published 2019-02-26
SNARE-CNN: A 2D convolutional neural network architecture to identify SNARE proteins from high-throughput sequencing data (2019)

Nguyen Quoc Khanh Le Van Nui Nguyen

convolutional neural network deep learning overfitting dna sequencing computational biology +3 more

PeerJ 12 citations Published 2019-02-25

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Efficient Video Object Co-Localization With Co-Saliency Activated Tracklets (2019)

Domain Adaptation Techniques for EEG-Based Emotion Recognition: A Comparative Study on Two Public Datasets (2019)

DeepShoe: An improved Multi-Task View-invariant CNN for street-to-shop shoe retrieval (2019)

Context-Aware Three-Dimensional Mean-Shift With Occlusion Handling for Robust Object Tracking in RGB-D Videos (2019)

Content-Insensitive Blind Image Blurriness Assessment Using Weibull Statistics and Sparse Extreme Learning Machine (2019)

A pooling based scene text proposal technique for scene text reading in the wild (2019)

A New Approach to Linear/Nonlinear Distributed Fusion Estimation Problem (2019)

A mean-field optimal control formulation of deep learning (2019)

Deep Learning Based Recommender System: A Survey and New Perspectives (2019)

A Survey of Zero-Shot Learning: Settings, Methods, and Applications (2019)

A novel method for extracting interpretable knowledge from a spiking neural classifier with time-varying synaptic weights. (2019)

Unifying Ensemble Methods for Q-learning via Social Choice Theory. (2019)

Inferring True Voting Outcomes in Homophilic Social Networks. (2019)

Embedding Adversarial Learning for Vehicle Re-Identification (2019)

Spiking Neural Network based Region Proposal Networks for Neuromorphic Vision Sensors (2019)

Review of state-of-the-art artificial compound eye imaging systems. (2019)

Region Deformer Networks for Unsupervised Depth Estimation from Unconstrained Monocular Videos. (2019)

Grammar Based Directed Testing of Machine Learning Systems. (2019)

A novel iterative soft thresholding algorithm for L 1 regularization based SAR image enhancement (2019)

SNARE-CNN: A 2D convolutional neural network architecture to identify SNARE proteins from high-throughput sequencing data (2019)