Publications - Machine Learning SG

Co-Saliency Detection for RGBD Images Based on Multi-Constraint Feature Matching and Cross Label Propagation (2018)

Runmin Cong Jianjun Lei Huazhu Fu Qingming Huang Xiaochun Cao Chunping Hou

image segmentation feature extraction salience rgb color model robustness +6 more

IEEE Transactions on Image Processing 84 citations Published 2018-02-01
An Exemplar-Based Multi-View Domain Generalization Framework for Visual Recognition (2018)

Li Niu Wen Li Dong Xu Jianfei Cai

multiple kernel learning support vector machine classifier kernel machine learning +7 more

IEEE Transactions on Neural Networks 17 citations Published 2018-02-01
A Prediction Backed Model for Quality Assessment of Screen Content and 3-D Synthesized Images (2018)

Vinit Jakhetiya Ke Gu Weisi Lin Qiaohong Li Sunil Prasad Jaiswal

image quality visualization residual pattern recognition distortion +7 more

IEEE Transactions on Industrial Informatics 25 citations Published 2018-02-01
A comprehensive exploration to the machine learning techniques for diabetes identification (2018)

Sidong Wei Xuejiao Zhao Chunyan Miao

population data pre processing support vector machine decision tree machine learning +6 more

2018 IEEE 4th World Forum on Internet of Things (WF-IoT) 13 citations Published 2018-02-01
Learning supervised descent directions for optic disc segmentation (2018)

Annan Li Zhiheng Niu Jun Cheng Fengshou Yin Damon Wing Kee Wong Shuicheng Yan Jiang Liu

scale space segmentation segmentation visual appearance optic disc histogram +5 more

Neurocomputing 15 citations Published 2018-01-31
Learning fine-grained features via a CNN Tree for Large-scale Classification (2018)

Zhenhua Wang Xingxing Wang Gang Wang

deep learning tree structure convolutional neural network discriminative model contextual image classification +3 more

Neurocomputing 18 citations Published 2018-01-31
Quality-Guided Fusion-Based Co-Saliency Estimation for Image Co-Segmentation and Colocalization (2018)

Koteswar Rao Jerripothula Jianfei Cai Junsong Yuan

image processing image segmentation salience segmentation computer vision +6 more

IEEE Transactions on Multimedia 16 citations Published 2018-01-25
Evolving Ensemble Fuzzy Classifier (2018)

Mahardhika Pratama Witold Pedrycz Edwin Lughofer

ensemble learning feature selection data stream mining feature extraction statistical classification +7 more

IEEE Transactions on Fuzzy Systems 36 citations Published 2018-01-23
Clinical applicability of deep learning system in detecting tuberculosis with chest radiography (2018)

Daniel S. W. Ting Paul H. Yi Ferdinand Hui

radiography tuberculosis medical physics medicine deep learning +1 more

Radiology 21 citations Published 2018-01-22
Detection of the power lines in UAV remote sensed images using spectral-spatial methods (2018)

Rishav Bhola Nandigam Hari Krishna K.N. Ramesh J. Senthilnath Gautham Anand

spectral clustering k means clustering pixel segmentation expectation maximization algorithm +7 more

Journal of Environmental Management 24 citations Published 2018-01-15
Assessing the Performances of Protein Function Prediction Algorithms from the Perspectives of Identification Accuracy and False Discovery Rate (2018)

Chun Yan Yu Xiao Xu Li Hong Yang Ying Hong Li Wei Wei Xue Yu Zong Chen Lin Tao Feng Zhu

protein function prediction false discovery rate support vector machine uniprot in silico +8 more

International Journal of Molecular Sciences 24 citations Published 2018-01-08
Simultaneous Spatial and Spectral Low-Rank Representation of Hyperspectral Images for Classification (2018)

Shaohui Mei Junhui Hou Jie Chen Lap-Pui Chau Qian Du

hyperspectral imaging augmented lagrangian method convex optimization prior probability pattern recognition +6 more

IEEE Transactions on Geoscience and Remote Sensing 16 citations Published 2018-01-05
A WD-GA-LSSVM model for rainfall-triggered landslide displacement prediction (2018)

Xing Zhu Xing Zhu Shu-qi Ma Qiang Xu Wen-de Liu

landslide least squares support vector machine robustness global positioning system +6 more

Journal of Mountain Science 13 citations Published 2018-01-05
Video Summarization Via Multiview Representative Selection. (2018)

Jingjing Meng Suchen Wang Hongxing Wang Junsong Yuan Yap-Peng Tan

automatic summarization cluster analysis synthetic data pattern recognition centroid +6 more

IEEE Transactions on Image Processing 18 citations Published 2018-01-03
Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation (2018)

Huazhu Fu Jun Cheng Yanwu Xu Damon Wing Kee Wong Jiang Liu Xiaochun Cao

optic cup segmentation pyramid cup to disc ratio deep learning +6 more

arXiv preprint arXiv:1801.00926 13 citations Published 2018-01-03
Bayesian Synthetic Likelihood (2018)

Leah F. Price Christopher C. Drovandi Anthony Lee David J. Nott

marginal likelihood bayes factor bayesian information criterion likelihood function approximate bayesian computation +6 more

Journal of Computational and Graphical Statistics 98 citations Published 2018-01-02
‘Who Likes What and, Why?’ Insights into Modeling Users’ Personality Based on Image ‘Likes’ (2018)

Sharath Chandra Guntuku Joey Tianyi Zhou Sujoy Roy Weisi Lin Ivor W. Tsang

personality affective computing big five personality traits data modeling feature extraction +7 more

IEEE Transactions on Affective Computing 14 citations Published 2018-01-01
Vision-based navigation of an unmanned surface vehicle with object detection and tracking abilities (2018)

Bok-Suk Shin Xiaozheng Mou Wei Mou Han Wang

stereo cameras computer stereo vision object detection video tracking tracking system +6 more

machine vision applications 17 citations Published 2018-01-01
Unsupervised Learning of View-invariant Action Representations (2018)

Junnan Li Yongkang Wong Qi Zhao Mohan S. Kankanhalli

unsupervised learning feature learning supervised learning deep learning discriminative model +6 more

Advances in Neural Information Processing Systems 29 citations Published 2018-01-01
Targeted Aspect-Based Sentiment Analysis via Embedding Commonsense Knowledge into an Attentive LSTM. (2018)

Yukun Ma Haiyun Peng Erik Cambria

commonsense knowledge sentiment analysis natural language processing embedding computer science +1 more

AAAI 269 citations Published 2018-01-01

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Co-Saliency Detection for RGBD Images Based on Multi-Constraint Feature Matching and Cross Label Propagation (2018)

An Exemplar-Based Multi-View Domain Generalization Framework for Visual Recognition (2018)

A Prediction Backed Model for Quality Assessment of Screen Content and 3-D Synthesized Images (2018)

A comprehensive exploration to the machine learning techniques for diabetes identification (2018)

Learning supervised descent directions for optic disc segmentation (2018)

Learning fine-grained features via a CNN Tree for Large-scale Classification (2018)

Quality-Guided Fusion-Based Co-Saliency Estimation for Image Co-Segmentation and Colocalization (2018)

Evolving Ensemble Fuzzy Classifier (2018)

Clinical applicability of deep learning system in detecting tuberculosis with chest radiography (2018)

Detection of the power lines in UAV remote sensed images using spectral-spatial methods (2018)

Assessing the Performances of Protein Function Prediction Algorithms from the Perspectives of Identification Accuracy and False Discovery Rate (2018)

Simultaneous Spatial and Spectral Low-Rank Representation of Hyperspectral Images for Classification (2018)

A WD-GA-LSSVM model for rainfall-triggered landslide displacement prediction (2018)

Video Summarization Via Multiview Representative Selection. (2018)

Joint Optic Disc and Cup Segmentation Based on Multi-label Deep Network and Polar Transformation (2018)

Bayesian Synthetic Likelihood (2018)

‘Who Likes What and, Why?’ Insights into Modeling Users’ Personality Based on Image ‘Likes’ (2018)

Vision-based navigation of an unmanned surface vehicle with object detection and tracking abilities (2018)

Unsupervised Learning of View-invariant Action Representations (2018)

Targeted Aspect-Based Sentiment Analysis via Embedding Commonsense Knowledge into an Attentive LSTM. (2018)