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Multinomial Bayesian extreme learning machine for sparse and accurate classification model Journal article
Neurocomputing, 2021,Volume: 423,Page: 24-33
Authors:  Luo,Jiahua;  Wong,Chi Man;  Vong,Chi Man
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Extreme learning machine  Multi-class classification  Multinomial distribution  Sparse Bayesian  Sparse learning  
Two-stage knowledge transfer framework for image classification Journal article
Pattern Recognition, 2020,Volume: 107
Authors:  Zhou,Jianhang;  Zeng,Shaoning;  Zhang,Bob
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Image Classification  Sparse Representation  Teacher-student Model  Two-stage Classification  
Group Sparsity Residual Constraint with Non-Local Priors for Image Restoration Journal article
IEEE Transactions on Image Processing, 2020,Volume: 29,Page: 8960-8975
Authors:  Zhiyuan Zha;  Xin Yuan;  Bihan Wen;  Jiantao Zhou;  Ce Zhu
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Group Sparse Representation  Group Sparsity Residual Constraint  Image Restoration  Nonlocal Self-similarity  
Image Restoration via Simultaneous Nonlocal Self-Similarity Priors Journal article
IEEE Transactions on Image Processing, 2020,Volume: 29,Page: 8561-8576
Authors:  Zhiyuan Zha;  Xin Yuan;  Jiantao Zhou;  Ce Zhu;  Bihan Wen
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Image Restoration  Structural Sparse Representation  Simultaneous Nonlocal Self-similarity  Gaussian Mixture Model  Adaptive Parameter Adjusting  
Learning double weights via data augmentation for robust sparse and collaborative representation-based classification Journal article
Multimedia Tools and Applications, 2020,Volume: 79,Issue: 29-30,Page: 20617-20638
Authors:  Zeng,Shaoning;  Zhang,Bob;  Gou,Jianping
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Augmentation  Image Classification  Regularization  Sparse Representation  
Sparse Supervised Representation-Based Classifier for Uncontrolled and Imbalanced Classification Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2020,Volume: 31,Issue: 8,Page: 2847-2856
Authors:  Shu,Ting;  Zhang,Bob;  Tang,Yuan Yan
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Data Driven  Face Recognition  Imbalanced Classification  Spare Supervised Representation-based Classifier (Ssrc)  Sparse Representation-based Classification (Src)  
Image Restoration Using Joint Patch-Group-Based Sparse Representation Journal article
IEEE Transactions on Image Processing, 2020,Volume: 29,Page: 7735-7750
Authors:  Zhiyuan Zha;  Xin Yuan;  Bihan Wen;  Jiachao Zhang;  Jiantao Zhou;  Ce Zhu
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Sparse Representation  Jpg-sr  Nonlocal Self-similarity  Image Restoration  Admm  
Reconciliation of group sparsity and low-rank models for image restoration Conference paper
Proceedings - IEEE International Conference on Multimedia and Expo, London, UK, 6-10 July 2020
Authors:  Zhiyuan Zha;  Bihan Wen;  Xin Yuan;  Jiantao Zhou;  Ce Zhu
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Adaptive Parameter Adjustment  Alternating Minimization  Group Sparse Coding  Image Restoration  Low-rank Regularized Group Sparse Coding  
Learning Structurally Incoherent Background and Target Dictionaries for Hyperspectral Target Detection Journal article
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020,Volume: 13,Page: 3521-3533
Authors:  Guo,Tan;  Luo,Fulin;  Zhang,Lei;  Zhang,Bob;  Tan,Xiaoheng;  Zhou,Xiaocheng
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Dictionary Decomposition  Hyperspectral Image (Hsi)  Low-rank Constraint  Sparse Model  Target Detection  
A Hybrid Structural Sparse Error Model for Image Deblocking Conference paper
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, Barcelona, Spain, 4-8 May 2020
Authors:  Zhiyuan Zha;  Xin Yuan;  Jiantao Zhou;  Ce Zhu;  Bihan Wen
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Hybrid Structural Sparse Error  Image Deblocking  Nonlocal Self-similarity  Structural Sparse Representation