Publications - Machine Learning SG

Towards Good Practices for Action Video Encoding (2014)

Jianxin Wu Yu Zhang Weiyao Lin

feature learning encoding principle of maximum entropy pattern recognition computer science +4 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 87 citations Published 2014-06-23
SteadyFlow: Spatially Smooth Optical Flow for Video Stabilization (2014)

Shuaicheng Liu Lu Yuan Ping Tan Jian Sun

motion estimation quarter pixel motion motion field motion compensation optical flow +6 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 152 citations Published 2014-06-23
Single Image Layer Separation Using Relative Smoothness (2014)

Yu Li Michael S. Brown

regularization interference algorithm smoothness mathematical optimization +6 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 223 citations Published 2014-06-23
Self-adaptively Weighted Co-saliency Detection via Rank Constraint. (2014)

Xiaochun Cao Zhiqiang Tao Bao Zhang Huazhu Fu Wei Feng

low rank approximation salience feature detection consistency criterion histogram +7 more

IEEE Transactions on Image Processing 136 citations Published 2014-06-23
Robust Subspace Segmentation with Block-Diagonal Prior (2014)

Jiashi Feng Zhouchen Lin Huan Xu Shuicheng Yan

scale space segmentation segmentation based object categorization image segmentation laplacian matrix cluster analysis +6 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 167 citations Published 2014-06-23
Recovering Surface Details under General Unknown Illumination Using Shading and Coarse Multi-view Stereo (2014)

Di Xu Qi Duan Jianming Zheng Juyong Zhang Jianfei Cai Tat-Jen Cham

visual hull augmented lagrangian method piecewise computer vision computer graphics images +4 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 11 citations Published 2014-06-23
Recognizing RGB Images by Learning from RGB-D Data (2014)

Lin Chen Wen Li Dong Xu

feature extraction support vector machine rgb color model cognitive neuroscience of visual object recognition classifier +7 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 70 citations Published 2014-06-23
Raw-to-Raw: Mapping between Image Sensor Color Responses (2014)

Nguyen Ho Man Rang Dilip K. Prasad Michael S. Brown

image sensor computer vision computer graphics images computer science artificial intelligence

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 17 citations Published 2014-06-23
Object-Based Multiple Foreground Video Co-segmentation (2014)

Huazhu Fu Dong Xu Bao Zhang Stephen Lin

segmentation computer vision pattern recognition coherence computer science +5 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 87 citations Published 2014-06-23
Learning Scalable Discriminative Dictionary with Sample Relatedness (2014)

Jiashi Feng Stefanie Jegelka Shuicheng Yan Trevor Darrell

discriminative model cognitive neuroscience of visual object recognition image retrieval domain knowledge property +7 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 15 citations Published 2014-06-23
L0 Norm Based Dictionary Learning by Proximal Methods with Global Convergence (2014)

Chenglong Bao Hui Ji Yuhui Quan Zuowei Shen

k svd iterative method rate of convergence optimization problem open problem +7 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 86 citations Published 2014-06-23
Empirical Minimum Bayes Risk Prediction: How to Extract an Extra Few % Performance from Vision Models with Just Three More Parameters (2014)

Vittal Premachandran Daniel Tarlow Dhruv Batra

jaccard index bayes theorem machine learning computer science final product +1 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 19 citations Published 2014-06-23
DL-SFA: Deeply-Learned Slow Feature Analysis for Action Recognition (2014)

Lin Sun Kui Jia Tsung-Han Chan Yuqiang Fang Gang Wang Shuicheng Yan

feature feature extraction pattern recognition deep learning scale invariant feature transform +7 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 125 citations Published 2014-06-23
Discriminative Deep Metric Learning for Face Verification in the Wild (2014)

Junlin Hu Jiwen Lu Yap-Peng Tan

discriminative model deep learning mahalanobis distance artificial neural network feature extraction +6 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 626 citations Published 2014-06-23
Compact Representation for Image Classification: To Choose or to Compress? (2014)

Yu Zhang Jianxin Wu Jianfei Cai

feature feature vector dimensionality reduction feature extraction feature selection +6 more

CVPR '14 Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition 56 citations Published 2014-06-23
Revisiting risk-sensitive MDPs: new algorithms and results (2014)

Ping Hou William Yeoh Pradeep Varakantham

markov decision process probabilistic logic dynamic programming mathematical optimization artificial intelligence +4 more

ICAPS'14 Proceedings of the Twenty-Fourth International Conferenc on International Conference on Automated Planning and Scheduling 16 citations Published 2014-06-21
Nonmyopic \(\epsilon\)-Bayes-Optimal Active Learning of Gaussian Processes (2014)

Trong Nghia Hoang Bryan Kian Hsiang Low Patrick Jaillet Mohan Kankanhalli

anytime algorithm active learning greedy algorithm gaussian process bayes theorem +4 more

Proceedings of The 31st International Conference on Machine Learning 54 citations Published 2014-06-21
Vision-based formation for UAVs (2014)

Feng Lin Kemao Peng Xiangxu Dong Shiyu Zhao Ben M. Chen

acceleration computer vision computer science artificial intelligence monocular camera +2 more

2014 11th IEEE International Conference on Control & Automation (ICCA) 16 citations Published 2014-06-18
UAV surveillance mission planning with gimbaled sensors (2014)

L. Geng Y. F. Zhang P. F. Wang J. J. Wang Jerry Y. H. Fuh S. H. Teo

gimbal evolutionary algorithm trajectory panning computer vision +3 more

2014 11th IEEE International Conference on Control & Automation (ICCA) 16 citations Published 2014-06-18
Transformed Representations for Convolutional Neural Networks in Diabetic Retinopathy Screening (2014)

Gilbert Lim Mong Li Lee Wynne Hsu Tien Yin Wong

convolutional neural network perceptron discriminative model segmentation machine learning +6 more

Workshops at the Twenty-Eighth AAAI Conference on Artificial Intelligence 22 citations Published 2014-06-18

Previous Next

Towards Good Practices for Action Video Encoding (2014)

SteadyFlow: Spatially Smooth Optical Flow for Video Stabilization (2014)

Single Image Layer Separation Using Relative Smoothness (2014)

Self-adaptively Weighted Co-saliency Detection via Rank Constraint. (2014)

Robust Subspace Segmentation with Block-Diagonal Prior (2014)

Recovering Surface Details under General Unknown Illumination Using Shading and Coarse Multi-view Stereo (2014)

Recognizing RGB Images by Learning from RGB-D Data (2014)

Raw-to-Raw: Mapping between Image Sensor Color Responses (2014)

Object-Based Multiple Foreground Video Co-segmentation (2014)

Learning Scalable Discriminative Dictionary with Sample Relatedness (2014)

L0 Norm Based Dictionary Learning by Proximal Methods with Global Convergence (2014)

Empirical Minimum Bayes Risk Prediction: How to Extract an Extra Few % Performance from Vision Models with Just Three More Parameters (2014)

DL-SFA: Deeply-Learned Slow Feature Analysis for Action Recognition (2014)

Discriminative Deep Metric Learning for Face Verification in the Wild (2014)

Compact Representation for Image Classification: To Choose or to Compress? (2014)

Revisiting risk-sensitive MDPs: new algorithms and results (2014)

Nonmyopic \(\epsilon\)-Bayes-Optimal Active Learning of Gaussian Processes (2014)

Vision-based formation for UAVs (2014)

UAV surveillance mission planning with gimbaled sensors (2014)

Transformed Representations for Convolutional Neural Networks in Diabetic Retinopathy Screening (2014)