Orthogonal canonical correlation analysis and its application in feature fusion. - Xiao-Bo Shen; Quan-Sen Sun; Yunhao Yuan 001 (FUSION, 2013)

A novel semi-supervised canonical correlation analysis and extensions for multi-view dimensionality reduction. - Xiao-Bo Shen; Quan-Sen Sun (J. Vis. Commun. Image Represent., 2014)

Sparse Discrimination based Multiset Canonical Correlation Analysis for Multi-Feature Fusion and Recognition. - Hongkun Ji; Xiao-Bo Shen; Quan-Sen Sun; Zexuan Ji (BMVC, 2015)

Discriminative Scatter Regularized CCA for Multiview Image Feature Learning and Recognition. - Yunhao Yuan 001; Jinlong Yang 002; Xiao-Bo Shen; Chaofeng Li; Xiaojun Wu 001 (CCBR, 2015)

Multiview Correlation Feature Learning with Multiple Kernels. - Yunhao Yuan 001; Xiao-Bo Shen; Zhiyong Xiao; Jinlong Yang 002; Hong-Wei Ge; Quan-Sen Sun (IScIDE (2), 2015)

Multi-view Latent Hashing for Efficient Multimedia Search. - Xiao-Bo Shen; Fumin Shen; Quan-Sen Sun; Yunhao Yuan 001 (ACM Multimedia, 2015)

A unified multiset canonical correlation analysis framework based on graph embedding for multiple feature extraction. - Xiao-Bo Shen; Quan-Sen Sun; Yunhao Yuan 001 (Neurocomputing, 2015)

Orthogonal Multiset Canonical Correlation Analysis based on Fractional-Order and Its Application in Multiple Feature Extraction and Recognition. - Xiao-Bo Shen; Quan-Sen Sun (Neural Process. Lett., 2015)

Deep Convex NMF for Image Clustering. - Bin Qian 006; Xiaobo Shen 001; Zhenmin Tang; Tao Zhang 015 (CCBR, 2016)

Double Constrained NMF for Partial Multi-View Clustering. - Bin Qian 006; Xiaobo Shen 001; Yanyang Gu; Zhenmin Tang; Yuhua Ding (DICTA, 2016)

Nonnegative matrix factorization with endmember sparse graph learning for hyperspectral unmixing. - Bin Qian 006; Jun Zhou 001; Lei Tong; Xiaobo Shen 001; Fan Liu 003 (ICIP, 2016)

Semi-discriminative Multiview Canonical Correlation Analysis for Recognition. - Yunhao Yuan 001; Yun Li 010; Hongkun Ji; Chong-Guang Ren; Xiao-Bo Shen; Quan-Sen Sun (IDEAL, 2016)

Fractional-Order Multiview Discriminant Analysis. - Yunhao Yuan 001; Yun Li 010; Xiao-Bo Shen; Chong-Guang Ren; Chao-Fei Li (IDEAL, 2016)

Learning multi-kernel multi-view canonical correlations for image recognition. - Yunhao Yuan 001; Yun Li 010; Jianjun Liu; Chaofeng Li; Xiao-Bo Shen; Guoqing Zhang 002; Quan-Sen Sun (Comput. Vis. Media, 2016)

Semi-paired hashing for cross-view retrieval. - Xiao-Bo Shen; Quan-Sen Sun; Yunhao Yuan 001 (Neurocomputing, 2016)

Robust Cross-view Hashing for Multimedia Retrieval. - Xiao-Bo Shen; Fumin Shen; Quan-Sen Sun; Yunhao Yuan 001; Heng Tao Shen (IEEE Signal Process. Lett., 2016)

Compressed K-Means for Large-Scale Clustering. - Xiao-Bo Shen; Weiwei Liu 003; Ivor W. Tsang; Fumin Shen; Quan-Sen Sun (AAAI, 2017)

Compact Multiple-Instance Learning. - Jing Chai; Weiwei Liu 003; Ivor W. Tsang; Xiao-Bo Shen (CIKM, 2017)

Fractional discriminative multiview correlation projection for face feature fusion. - Yunhao Yuan 001; Qiang Lv; Yun Li 010; Bin Li 006; Hongkun Ji; Xiao-Bo Shen (FUSION, 2017)

Sparse Embedded k-Means Clustering. - Weiwei Liu 003; Xiao-Bo Shen; Ivor W. Tsang (NIPS, 2017)

A Fast Generalized Low Rank Representation Framework Based on L2, p Norm Minimization for Subspace Clustering. - Tao Zhang 015; Zhenmin Tang; Xiaobo Shen 001 (IEEE Access, 2017)

Graph regularized multilayer concept factorization for data representation. - Xue Li; Xiaobo Shen 001; Zhenqiu Shu; Qiaolin Ye; Chunxia Zhao (Neurocomputing, 2017)

Nonnegative matrix factorization with region sparsity learning for hyperspectral unmixing. - Bin Qian 006; Lei Tong; Zhenmin Tang; Xiaobo Shen 001 (Int. J. Wavelets Multiresolution Inf. Process., 2017)

Local and global regularized concept factorization for image clustering. - Bin Qian 006; Zhenmin Tang; Xiaobo Shen 001; Zhenqiu Shu (J. Electronic Imaging, 2017)

Laplacian multiset canonical correlations for multiview feature extraction and image recognition. - Yunhao Yuan 001; Yun Li 010; Xiao-Bo Shen; Quan-Sen Sun; Jinlong Yang 002 (Multim. Tools Appl., 2017)

Semi-Paired Discrete Hashing: Learning Latent Hash Codes for Semi-Paired Cross-View Retrieval. - Xiao-Bo Shen; Fumin Shen; Quan-Sen Sun; Yang Yang 002; Yunhao Yuan 001; Heng Tao Shen (IEEE Trans. Cybern., 2017)

Compact Multi-Label Learning. - Xiaobo Shen 001; Weiwei Liu 003; Ivor W. Tsang; Quan-Sen Sun; Yew-Soon Ong (AAAI, 2018)

Low Resolution Face Recognition and Reconstruction Via Deep Canonical Correlation Analysis. - Zhao Zhang 018; Yunhao Yuan 001; Xiao-Bo Shen; Yun Li 010 (ICASSP, 2018)

Hyper-graph Regularized Multi-view Matrix Factorization for Vehicle Identification. - Bin Qian 006; Xiaobo Shen 001; Zhenqiu Shu; Xiguang Gu; Jin Huang; Jiabin Hu (ICCCS (1), 2018)

Learning Parallel Canonical Correlations for Scale-Adaptive Low Resolution Face Recognition. - Yunhao Yuan 001; Zhao Zhang 018; Yun Li 010; Ji-Peng Qiang; Bin Li 006; Xiao-Bo Shen (ICPR, 2018)

Deep Discrete Prototype Multilabel Learning. - Xiaobo Shen 001; Weiwei Liu 003; Yong Luo 002; Yew-Soon Ong; Ivor W. Tsang (IJCAI, 2018)

Discrete Network Embedding. - Xiaobo Shen 001; Shirui Pan; Weiwei Liu 003; Yew-Soon Ong; Quan-Sen Sun (IJCAI, 2018)

A Word-Embedding-Based Steganalysis Method for Linguistic Steganography via Synonym Substitution. - Lingyun Xiang; Jingmin Yu; Chunfang Yang; Daojian Zeng; Xiaobo Shen 001 (IEEE Access, 2018)

A novel multi-view dimensionality reduction and recognition framework with applications to face recognition. - Xiaobo Shen 001; Yunhao Yuan 001; Fumin Shen; Yang Xu 006; Quan-Sen Sun (J. Vis. Commun. Image Represent., 2018)

Multiview Discrete Hashing for Scalable Multimedia Search. - Xiaobo Shen 001; Fumin Shen; Li Liu 004; Yunhao Yuan 001; Weiwei Liu 003; Quan-Sen Sun (ACM Trans. Intell. Syst. Technol., 2018)

Multilabel Prediction via Cross-View Search. - Xiaobo Shen 001; Weiwei Liu 003; Ivor W. Tsang; Quan-Sen Sun; Yew-Soon Ong (IEEE Trans. Neural Networks Learn. Syst., 2018)

Memetic Evolution Strategy for Reinforcement Learning. - Xinghua Qu; Yew-Soon Ong; Yaqing Hou; Xiaobo Shen 001 (CEC, 2019)

Sparse Extreme Multi-label Learning with Oracle Property. - Weiwei Liu 003; Xiaobo Shen 001 (ICML, 2019)

Face Hallucination Using Locality Preserving Canonical Correlation Analysis. - Yun-Hao Yuan 001; Jie Yang; Yun Li 010; Jipeng Qiang; Bin Li 006; Xiaobo Shen 001; Jianping Gou; Guangwei Gao (Aust. J. Intell. Inf. Process. Syst., 2019)

Scalable Gaussian Process Classification with Additive Noise for Various Likelihoods. - Haitao Liu 002; Yew-Soon Ong; Ziwei Yu; Jianfei Cai 001; Xiaobo Shen 001 (CoRR, 2019)

Discrete Multi-graph Hashing for Large-Scale Visual Search. - Lingyun Xiang; Xiaobo Shen 001; Jiaohua Qin; Wei Hao 002 (Neural Process. Lett., 2019)

Hyperspectral Imagery Classification via Stochastic HHSVMs. - Weiwei Liu 003; Xiaobo Shen 001; Bo Du 001; Ivor W. Tsang; Wenjie Zhang 001; Xuemin Lin 001 (IEEE Trans. Image Process., 2019)

Supervised Multi-View Distributed Hashing. - Yunpeng Tang; Xiaobo Shen 001; Zexuan Ji; Tao Wang 020; Peng Fu 003; Quan-Sen Sun (ICIP, 2020)

Complex-Valued Spatial-Scattering Separated Attention Network for Polsar Image Classification. - Zhaohao Fan; Zexuan Ji; Peng Fu 003; Tao Wang 020; Xiaobo Shen 001; Quansen Sun (IGARSS, 2020)

Semi-Paired Asymmetric Deep Cross-Modal Hashing Learning. - Yi Wang 104; Xiaobo Shen 001; Zhenmin Tang; Tao Zhang 015; Jianyong Lv (IEEE Access, 2020)

Discriminant sub-dictionary learning with adaptive multiscale superpixel representation for hyperspectral image classification. - Xiao Tu; Xiaobo Shen 001; Peng Fu 003; Tao Wang 020; Quansen Sun; Zexuan Ji (Neurocomputing, 2020)

Locality-aware group sparse coding on Grassmann manifolds for image set classification. - Dong Wei 007; Xiaobo Shen 001; Quansen Sun; Xizhan Gao; Wenzhu Yan (Neurocomputing, 2020)

Prototype learning and collaborative representation using Grassmann manifolds for image set classification. - Dong Wei 007; Xiaobo Shen 001; Quansen Sun; Xizhan Gao; Wenzhu Yan (Pattern Recognit., 2020)

Guest Editorial Special Issue on Structured Multi-Output Learning: Modeling, Algorithm, Theory, and Applications. - Weiwei Liu 003; Xiaobo Shen 001; Yew-Soon Ong; Ivor W. Tsang; Chen Gong 002; Vladimir Pavlovic 001 (IEEE Trans. Neural Networks Learn. Syst., 2020)

When Gaussian Process Meets Big Data: A Review of Scalable GPs. - Haitao Liu 002; Yew-Soon Ong; Xiaobo Shen 001; Jianfei Cai 001 (IEEE Trans. Neural Networks Learn. Syst., 2020)

Survey on Multi-Output Learning. - Donna Xu; Yaxin Shi; Ivor W. Tsang; Yew-Soon Ong; Chen Gong 002; Xiaobo Shen 001 (IEEE Trans. Neural Networks Learn. Syst., 2020)

Multi-view Fractional Deep Canonical Correlation Analysis for Subspace Clustering. - Chao Sun; Yun-Hao Yuan 001; Yun Li 010; Jipeng Qiang; Yi Zhu 006; Xiaobo Shen 001 (ICONIP (2), 2021)

Image Haze Removal Algorithm Based on Nonsubsampled Contourlet Transform. - Bowen Zhang; Manli Wang; Xiaobo Shen 001 (IEEE Access, 2021)

Composite nonlinear multiset canonical correlation analysis for multiview feature learning and recognition. - Yun-Hao Yuan 001; Xiaobo Shen 001; Yun Li 010; Bin Li 006; Jianping Gou; Jipeng Qiang; Xinfeng Zhang 003; Quan-Sen Sun (Concurr. Comput. Pract. Exp., 2021)

Adaptive graph guided concept factorization on Grassmann manifold. - Dong Wei 007; Xiaobo Shen 001; Quansen Sun; Xizhan Gao; Zhenwen Ren (Inf. Sci., 2021)

Label group diffusion for image and image pair segmentation. - Tao Wang 020; Zexuan Ji; Jian Yang 003; Quansen Sun; Xiaobo Shen 001; Zhenwen Ren; Qi Ge (Pattern Recognit., 2021)

Unsupervised Discriminative Deep Hashing With Locality and Globality Preservation. - Zhuyi Ni; Zexuan Ji; Long Lan; Yun-Hao Yuan 001; Xiaobo Shen 001 (IEEE Signal Process. Lett., 2021)

Multiview Inherent Graph Hashing for Large-Scale Remote Sensing Image Retrieval. - Yinghui Sun; Wei Wu; Xiaobo Shen 001; Zhen Cui 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

Fractional Multiset Coherent Super-Resolution Representation for Low Resolution Face Recognition. - Yun-Hao Yuan 001; Jin Li 028; Yun Li 010; Jipeng Qiang; Yi Zhu 006; Yuequan Yang; Xiaobo Shen 001 (CCIS, 2022)

Learning Canonical F-Correlation Projection for Compact Multiview Representation. - Yun-Hao Yuan 001; Jin Li 028; Yun Li 010; Jipeng Qiang; Yi Zhu 006; Xiaobo Shen 001; Jianping Gou (CVPR, 2022)

Online unsupervised cross-view discrete hashing for large-scale retrieval. - Xuan Li; Wei Wu; Yun-Hao Yuan 001; Shirui Pan; Xiaobo Shen 001 (Appl. Intell., 2022)

Multiview Graph Convolutional Hashing for Multisource Remote Sensing Image Retrieval. - Jian Gao; Xiaobo Shen 001; Peng Fu 003; Zexuan Ji; Tao Wang 020 (IEEE Geosci. Remote. Sens. Lett., 2022)

The Emerging Trends of Multi-Label Learning. - Weiwei Liu 003; Haobo Wang 001; Xiaobo Shen 001; Ivor W. Tsang (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Neighborhood preserving embedding on Grassmann manifold for image-set analysis. - Dong Wei 007; Xiaobo Shen 001; Quansen Sun; Xizhan Gao; Zhenwen Ren (Pattern Recognit., 2022)

Unsupervised Multiview Distributed Hashing for Large-Scale Retrieval. - Xiaobo Shen 001; Yunpeng Tang; Yuhui Zheng; Yun-Hao Yuan 001; Quan-Sen Sun (IEEE Trans. Circuits Syst. Video Technol., 2022)

Scalable Gaussian Process Classification With Additive Noise for Non-Gaussian Likelihoods. - Haitao Liu 002; Yew-Soon Ong; Ziwei Yu; Jianfei Cai 001; Xiaobo Shen 001 (IEEE Trans. Cybern., 2022)

Hyperspectral Image Few-Shot Classification Network Based on the Earth Mover's Distance. - Jiaxing Sun; Xiaobo Shen 001; Quansen Sun (IEEE Trans. Geosci. Remote. Sens., 2022)

Discrete Metric Learning for Fast Image Set Classification. - Dong Wei 007; Xiaobo Shen 001; Quansen Sun; Xizhan Gao (IEEE Trans. Image Process., 2022)

Deep Co-Image-Label Hashing for Multi-Label Image Retrieval. - Xiaobo Shen 001; Guohua Dong; Yuhui Zheng; Long Lan; Ivor W. Tsang; Quan-Sen Sun (IEEE Trans. Multim., 2022)

Graph Convolutional Incomplete Multi-modal Hashing. - Xiaobo Shen 001; Yinfan Chen; Shirui Pan; Weiwei Liu 003; Yuhui Zheng (ACM Multimedia, 2023)

Contrastive Transformer Hashing for Compact Video Representation. - Xiaobo Shen 001; Yue Zhou; Yun-Hao Yuan 001; Xichen Yang; Long Lan; Yuhui Zheng (IEEE Trans. Image Process., 2023)

Hierarchical Hashing Learning for Image Set Classification. - Yuan Sun 016; Xu Wang 028; Dezhong Peng; Zhenwen Ren; Xiaobo Shen 001 (IEEE Trans. Image Process., 2023)

Sparse Representation Classifier Guided Grassmann Reconstruction Metric Learning With Applications to Image Set Analysis. - Dong Wei 007; Xiaobo Shen 001; Quansen Sun; Xizhan Gao; Zhenwen Ren (IEEE Trans. Multim., 2023)

Compact network embedding for fast node classification. - Xiaobo Shen 001; Yew-Soon Ong; Zheng Mao; Shirui Pan; Weiwei Liu 003; Yuhui Zheng (Pattern Recognit., 2023)

Spatiotemporal consistent selection-correction network for deep interactive image segmentation. - Yang Li; Tao Wang 020; Zexuan Ji; Peng Fu 003; Xiaobo Shen 001; Quansen Sun (Neural Comput. Appl., 2023)

Discriminative Geometric-Structure-Based Deep Hashing for Large-Scale Image Retrieval. - Guohua Dong; Xiang Zhang 008; Xiaobo Shen 001; Long Lan; Zhigang Luo; Xiaomin Ying (IEEE Trans. Cybern., 2023)

Efficient Feature Reconstruction via l2,1-Norm Regularization for Few-Shot Classification. - Jiaxing Sun; Xiaobo Shen 001; Quansen Sun (IEEE Trans. Circuits Syst. Video Technol., 2023)

Distributed Manifold Hashing for Image Set Classification and Retrieval. - Xiaobo Shen 001; Peizhuo Song; Yun-Hao Yuan 001; Yuhui Zheng (AAAI, 2024)

Learning Spectral Canonical ℱ-Correlation Representation for Face Super-Resolution. - Yun-Hao Yuan 001; Mingzhi Hao; Yun Li 010; Jipeng Qiang; Yi Zhu 006; Xiaobo Shen 001 (ICASSP, 2024)

SPD Hashing Network for Fast Image Set Classification and Retrieval. - Xiaxin Wang; Lixuan Zong; Xiaobo Shen 001 (CAI, 2024)

Contrastive Transformer Masked Image Hashing for Degraded Image Retrieval. - Xiaobo Shen 001; Haoyu Cai; Xiuwen Gong; Yuhui Zheng (IJCAI, 2024)

Contrastive Transformer Cross-Modal Hashing for Video-Text Retrieval. - Xiaobo Shen 001; Qianxin Huang; Long Lan; Yuhui Zheng (IJCAI, 2024)

Unsupervised Deep Graph Structure and Embedding Learning. - Xiaobo Shen 001; Lei Shi; Xiuwen Gong; Shirui Pan (IJCAI, 2024)

Graph Convolutional Semi-Supervised Cross-Modal Hashing. - Xiaobo Shen 001; Gaoyao Yu; Yinfan Chen; Xichen Yang; Yuhui Zheng (ACM Multimedia, 2024)

Similarity Preserving Transformer Cross-Modal Hashing for Video-Text Retrieval. - Qianxin Huang; Siyao Peng; Xiaobo Shen 001; Yunhao Yuan 001; Shirui Pan (ACM Multimedia, 2024)

Learning adaptive Grassmann neighbors for image-set analysis. - Dong Wei 007; Xiaobo Shen 001; Quansen Sun; Xizhan Gao; Zhenwen Ren (Expert Syst. Appl., 2024)

Two-step affinity matrix learning for multi-view subspace clustering. - Tao Zhang 015; Yunhao Yuan 001; Xiaobo Shen 001; Fan Liu 003 (Expert Syst. Appl., 2024)

Linguistic steganalysis via multi-task with crossing generative-natural domain. - Huiqing You; Lingyun Xiang; Chunfang Yang; Xiaobo Shen 001 (Neurocomputing, 2024)

Multiple Riemannian Kernel Hashing for Large-Scale Image Set Classification and Retrieval. - Xiaobo Shen 001; Wei Wu; Xiaxin Wang; Yuhui Zheng (IEEE Trans. Image Process., 2024)

Feature Weighted Multi-View Graph Clustering. - Yinghui Sun; Zhenwen Ren; Zhen Cui 001; Xiaobo Shen 001 (IEEE Trans. Consumer Electron., 2024)

Query-Guided Prototype Optimization for Few-Shot Classification. - Jiaxing Sun; Yinghui Sun; Xiaobo Shen 001; Quansen Sun (IEEE Trans. Circuits Syst. Video Technol., 2024)

HUANG: A Robust Diffusion Model-based Targeted Adversarial Attack Against Deep Hashing Retrieval. - Chihan Huang; Xiaobo Shen 001 (AAAI, 2025)

Adversarial Contrastive Graph Masked AutoEncoder Against Graph Structure and Feature Dual Attacks. - Weixuan Shen; Xiaobo Shen 001; Shirui Pan (AAAI, 2025)

PoemBERT: A Dynamic Masking Content and Ratio Based Semantic Language Model For Chinese Poem Generation. - Chihan Huang; Xiaobo Shen 001 (COLING, 2025)

Learning Simultaneous Facial Canonical Correlation Representation for Face Hallucination. - Yun-Hao Yuan 001; Jin Li 028; Jipeng Qiang; Yi Zhu 006; Xiaobo Shen 001; Yun Li 010 (ICASSP, 2025)

Efficient Multi-branch Black-box Semantic-aware Targeted Attack Against Deep Hashing Retrieval. - Chihan Huang; Xiaobo Shen 001 (ICASSP, 2025)

Distributed Cascaded Manifold Hashing Network for Compact Image Set Representation. - Xiaxin Wang; Haoyu Cai; Xiaobo Shen 001; Xia Wu (IJCAI, 2025)

Underwater image quality evaluation via deep meta-learning: Dataset and objective method. - Tianhai Chen; Xichen Yang; Tianshu Wang 001; Nengxin Li; Shun Zhu; Xiaobo Shen 001 (Comput. Vis. Image Underst., 2025)

Semi-Paired Semi-Supervised Deep Hashing for cross-view retrieval. - Yi Wang 104; Xiaobo Shen 001; Zhenmin Tang; Ming Zhang 033 (IET Comput. Vis., 2025)

Multi-Type Image Quality Assessment Based on Multi-Region Deep Feature Fusion Under Meta-Learning. - Shun Zhu; Xichen Yang; Tianshu Wang 001; Tianhai Chen; Nengxin Li; Xiaobo Shen 001; Genlin Ji (IEEE Trans. Multim., 2025)

Graph Convolutional Multi-Label Hashing for Cross-Modal Retrieval. - Xiaobo Shen 001; Yinfan Chen; Weiwei Liu 003; Yuhui Zheng; Quan-Sen Sun; Shirui Pan (IEEE Trans. Neural Networks Learn. Syst., 2025)

Meta-learning enhanced global-local feature fusion for image quality assessment. - Nengxin Li; Xichen Yang; Tianhai Chen; Shun Zhu; Zhongyuan Mao; Tianshu Wang 001; Xiaobo Shen 001 (Mach. Vis. Appl., 2025)