Graph-Preserving Sparse Nonnegative Matrix Factorization With Application to Facial Expression Recognition

Ruicong Zhi, Flierl, Markus, Ruan, Qiuqi, Kleijn, W Bastiaan·2011·IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics)

Cited by (260)

Items 101–200 of 260

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    Jinrong Cui, Jiajun Wen, Zhengming Li, Bin Li · 2014 · Neurocomputing
  2. A comprehensive study on Facial Expressions Recognition Techniques
    Roshan Jameel, Abhishek Singhal, Abhay Bansal · 2016 · International Conference on Cloud Computing, Data Science & Engineering (Confluence)
  3. A novel Monogenic Directional Pattern (MDP) and pseudo-Voigt kernel for facilitating the identification of facial emotions
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  4. Joint Linear Regression and Nonnegative Matrix Factorization Based on Self-Organized Graph for Image Clustering and Classification
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  5. A sparse unmixing model based on NMF and its application in Raman image
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  6. Improving facial expression analysis using histograms of Log-Transformed Nonnegative Sparse Representation with a Spatial Pyramid Structure
    Ping Liu, Shizhong Han, Yan Tong · 2013 · International Conference on Automatic Face and Gesture Recognition
  7. Learning spatial weighting for facial expression analysis via constrained quadratic programming
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  8. A New Active Set Method For Nonnegative Matrix Factorization
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  9. Robust sparse nonnegative matrix factorization based on maximum correntropy criterion
    Siyuan Peng, Wee Ser, Zhiping Lin, Badong Chen · 2018 · IEEE International Symposium on Circuits and Systems proceedings
  10. Robust distribution-based nonnegative matrix factorizations for dimensionality reduction
    Xinjun Peng, Dong Xu, De Chen · 2020 · Information Sciences
  11. Listen to Your Face: Inferring Facial Action Units from Audio Channel
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  12. Generalised non-negative matrix factorisation for air pollution source apportionment
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  13. A Sparse Corruption Non-Negative Matrix Factorization method and application in face image processing & recognition
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  14. Text Clustering via Constrained Nonnegative Matrix Factorization
    Yan Zhu, Liping Jing, Jian Qiao Yu · 2011 · Proceedings
  15. Discriminative and Orthogonal Subspace Constraints-Based Nonnegative Matrix Factorization
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  16. Hyperplane-based nonnegative matrix factorization with label information
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  17. Expression Classification in Children Using Mean Supervised Deep Boltzmann Machine
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  18. Multi-Scale Attention Learning Network for Facial Expression Recognition
    Qian Dong, Weihong Ren, Yu Qing Gao, Weibo Jiang, Honghai Liu · 2023 · IEEE Signal Processing Letters
  19. Adaptive discriminative metric learning for facial expression recognition
    H. Yan, Marcelo H. Ang, AUN NEOW POO · 2012 · IET Biometrics
  20. New node anomaly detection algorithm based on nonnegative matrix factorization for directed citation networks
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  21. Effective Facial Expression Recognition via the Boosted Convolutional Neural Network
    Zhenhai Liu, Hanzi Wang, Yan Yan, Guanjun Guo · 2015 · Communications in computer and information science
  22. Nonnegative Matrix Factorization with Group and Basis Restrictions
    Phillip Shreeves, Jeffrey L. Andrews, Xinchen Deng, Ramie Ali‐Adeeb, Andrew I. Jirasek · 2023 · Statistics in Biosciences
  23. The decadal perspective of facial emotion processing and Recognition: A survey
    Navjot Rathour, Rajesh Singh, Anita Gehlot, Shaik Vaseem Akram, Amit Kumar Thakur, Amit Kumar · 2022 · Displays
  24. Unsupervised Learning for Monaural Source Separation Using Maximization–Minimization Algorithm with Time–Frequency Deconvolution †
    Wai Lok Woo, Bin Gao, Ahmed Bouridane, Bingo Wing‐Kuen Ling, Cheng Siong Chin · 2018 · Sensors
  25. End-to-End Training for Compound Expression Recognition
    Hongfei Li, Qing Li · 2020 · Sensors
  26. Facial expression recognition in facial occlusion scenarios: A path selection multi-network
    Liheng Ruan, Yuexing Han, Jiarui Sun, Qiaochuan Chen, Jiaqi Li · 2022 · Displays
  27. Using attention LSGB network for facial expression recognition
    Chan Su, Jianguo Wei, Deyu Lin, Linghe Kong · 2022 · Pattern Analysis and Applications
  28. Facial Expression Recognition Based on Spatial-Temporal Fusion with Attention Mechanism
    Lifeng Zhang, Xiangwei Zheng, Xuanchi Chen, Xiuxiu Ren, Cun Ji · 2022 · Neural Processing Letters
  29. Global Minima Analysis of Lee and Seung’s NMF Algorithms
    Shangming Yang, Mao Ye · 2012 · Neural Processing Letters
  30. Facial Expression Recognition from a Single Face Image Based on Deep Learning and Broad Learning
    Mei Bie, Huan Xu, Yan Jun Gao, Xiangjiu Che · 2022 · Wireless Communications and Mobile Computing
  31. Projective complex matrix factorization for facial expression recognition
    Viet-Hang Duong, Yuan-Shan Lee, Jian–Jiun Ding, Bach-Tung Pham, Manh-Quan Bui, Pham The Bao, Jia‐Ching Wang · 2018 · EURASIP Journal on Advances in Signal Processing
  32. Discriminative filter based regression learning for facial expression recognition
    Zizhao Zhang, Yan Yan, Hanzi Wang · 2013 · Proceedings - International Conference on Image Processing
  33. A comparative analysis of facial expression recognition techniques
    N. U. Khan · 2013 · IEEE International Advance Computing Conference
  34. Latent sparse transfer subspace learning for cross-corpus facial expression recognition
    Wenjing Zhang, Peng Song, Dongliang Chen, Weijian Zhang · 2021 · Digital Signal Processing
  35. Dep-ViT: Uncertainty Suppression Model Based on Facial Expression Recognition in Depression Patients
    Jiayu Ye, Gang Fu, Yang Liu, Guanwei Cheng, Qingxiang Wang · 2022 · Lecture notes in computer science
  36. Sparse Nonnegative Matrix Factorization Based on Collaborative Neurodynamic Optimization
    Hangjun Che, Jun Wang · 2019 · International Conference on Information Science and Technology
  37. Methods for facial expression recognition with applications in challenging situations
    Xiaohua Huang · 2014
  38. VaBTFER: An Effective Variant Binary Transformer for Facial Expression Recognition
    Lei Shen, Xing Jin · 2023 · Sensors
  39. Depression and anxiety detection method based on serialized facial expression imitation
    Lin Lü, Yan Li Jiang, LI Xing-yun, Hao Wang, Qingzhi Zou, Qingxiang Wang · 2025 · Engineering Applications of Artificial Intelligence
  40. Facial Expression Classification Using Supervised Descent Method Combined With PCA and SVM
    Agata H. Manolova, Nikolay N. Neshov, Stanislav Panev, Krasimir Tonchev · 2014 · Lecture notes in computer science
  41. Facial expression recognition by re-ranking with global and local generic features
    Duc Minh Vo, Akihiro Sugimoto, Thái Hoàng Lê · 2016 · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition
  42. Relation and context augmentation network for facial expression recognition
    Xin Ma, Yingdong Ma · 2022 · Image and Vision Computing
  43. Semi-supervised visual recognition with constrained graph regularized non negative matrix factorization
    Weiwei Guo, Weidong Hu, Nikolaos V. Boulgouris, Ioannis Patras · 2013 · Proceedings - International Conference on Image Processing
  44. Supervised Dictionary Learning by a Variational Bayesian Group Sparse Nonnegative Matrix Factorization
    Ivan Ivek · 2014 · arXiv (Cornell University)
  45. MCF-Net: Fusion Network of Facial and Scene Features for Expression Recognition in the Wild
    Hui Fang Xu, Jun Kong, Xiangqin Kong, Juan Li, Jianzhong Wang · 2022 · Applied Sciences
  46. A Comparative Study of Hybrid CNN and Vision Transformer Models for Facial Emotion Recognition
    Zetian Shen · 2024 · International Conference on Dependable Systems and Their Applications (DSA)
  47. Spontaneous Facial Behavior Analysis Using Deep Transformer-based Framework for Child–computer Interaction
    Abdul Qayyum, Imran Razzak, M. Tanveer, Moona Mazher · 2022 · ACM Transactions on Multimedia Computing Communications and Applications
  48. Loop Closure Detection by Algorithmic Information Theory: Implemented on Range and Camera Image Data
    Alireza Norouzzadeh Ravari, Hamid D. Taghirad · 2014 · IEEE Transactions on Cybernetics
  49. Audiovisual Facial Action Unit Recognition using Feature Level Fusion
    Zibo Meng, Shizhong Han, Min Chen, Yan Tong · 2016 · International Journal of Multimedia Data Engineering and Management
  50. Siamese-structure Deep Neural Network Recognizing Changes in Facial Expression According to the Degree of Smiling
    Kazuaki Kondo, Taichi Nakamura, Yuichi Nakamura, Shin’ichi Satoh · 2021 · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition
  51. Prediction of Best Optimizer for Facial Expression Detection using Convolutional Neural Network
    K. Kousalya, R.S. Mohana, E. K. Jithendiran, R. C. Kanishk, T. Logesh · 2022 · International Conference on Computer Communication and Informatics (ICCCI)
  52. Sample Self-Revised Network for Cross-Dataset Facial Expression Recognition
    Xiaolin Xu, Wenming Zheng, Yuan Zong, Cheng Lu, Xingxun Jiang · 2022 · International Joint Conference on Neural Networks (IJCNN)
  53. Semi-supervised least squares nonnegative matrix factorization and graph-based extension
    Xinjun Peng, De Chen, Dong Xu · 2018 · Neurocomputing
  54. Measuring the degree of face familiarity based on extended NMF
    Ce Zhan, Wanqing Li, Philip Ogunbona · 2013 · ACM Transactions on Applied Perception
  55. Cross-database non-frontal facial expression recognition based on transductive deep transfer learning
    Keyu Yan, Wenming Zheng, Tong Zhang, Yuan Zong, Zhen Cui · 2018 · arXiv (Cornell University)
  56. Transferable discriminative non-negative matrix factorization for cross-database facial expression recognition
    Liang Ji, Peng Song, Wenjing Zhang · 2022 · Digital Signal Processing
  57. Blindfold Attention: Novel Mask Strategy for Facial Expression Recognition
    Bo Fu, Yuanxin Mao, Shilin Fu, Yonggong Ren, Zhongxuan Luo · 2022 · International Conference on Multimedia Retrieval
  58. Flipping Consistent and Counterfactual Attention Network for Facial Expression Recognition
    Wenjie Liu, Xinlong Shi, Xianzhong Liu · 2024 · IEEE International Conference on Acoustics Speech and Signal Processing
  59. A sparse neighborhood preserving non-negative tensor factorization algorithm for facial expression recognition
    Gaoyun An, Shuai Liu, Qiuqi Ruan · 2015 · Pattern Analysis and Applications
  60. Fast Non-Negative Matrix Factorizations for Face Recognition
    Wen-Sheng Chen, Yugao Li, Binbin Pan, Chen Guang Xu · 2017 · International Journal of Pattern Recognition and Artificial Intelligence
  61. A New Approach of Matrix Factorization on Complex Domain for Data Representation
    Viet-Hang Duong, Manh-Quan Bui, Jian–Jiun Ding, Yuan-Shan Lee, Bach-Tung Pham, Pham The Bao, Jia‐Ching Wang · 2017 · IEICE Transactions on Information and Systems
  62. Multi-task Cascaded and Densely Connected Convolutional Networks Applied to Human Face Detection and Facial Expression Recognition System
    Kuan-Yu Chou, Yi-Wen Cheng, Wei-Ren Chen, Yon‐Ping Chen · 2019 · International Automatic Control Conference
  63. Facial Expression Recognition Based on Convolutional Neural Networks and Edge Computing
    Gezheng Xu, Haoran Yin, Junhui Yang · 2020 · IEEE Conference on Telecommunications, Optics and Computer Science (TOCS)
  64. The Generalization of Non-Negative Matrix Factorization Based on Algorithmic Stability
    Haichao Sun, Jie Yang · 2023 · Electronics
  65. Evolutionary Nonnegative Matrix Factorization for Data Compression
    Liyun Gong, Tingting Mu, John Yannis Goulermas · 2015 · Lecture notes in computer science
  66. Globally maximizing, locally minimizing: Regularized Nonnegative Matrix Factorization for hyperspectral data feature extraction
    Mingyi He, Feng Wei, Xiuping Jia · 2012 · Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing
  67. Facial Representation for Automatic Facial Action Unit Analysis System
    Ruicong Zhi, Mengyi Liu, Dezheng Zhang · 2019 · IEEE Joint International Information Technology and Artificial Intelligence Conference (ITAIC)
  68. Pose-Robust Facial Expression Recognition by 3D Morphable Model Learning
    Yingyan Shi, Qiaosha Zou, Yiyun Zhang · 2020 · IEEE International Conference on Computer and Communications (ICCC)
  69. Robust Graph Regularized Nonnegative Matrix Factorization
    Qi Huang, Guodao Zhang, Xuesong Yin, Yigang Wang · 2022 · IEEE Access
  70. Latent-PER: ICA-Latent Code Editing Framework for Portrait Emotion Recognition
    Isack Lee, Seok Bong Yoo · 2022 · Mathematics
  71. Nonnegative matrix factorization with manifold structure for face recognition
    Wen-Sheng Chen, Qian Wang, Binbin Pan, Bo Chen · 2018 · International Journal of Wavelets Multiresolution and Information Processing
  72. Research on Facial Expression Recognition Based on Voting Model
    Yang Fei, Jiao Guo · 2019 · IOP Conference Series Materials Science and Engineering
  73. A fast optimized semi-supervised non-negative Matrix Factorization algorithm
    Noel Lopes, Bernardete Ribeiro · 2011 · International Joint Conference on Neural Networks (IJCNN)
  74. Non-negative Matrix Factorization on Low-Power Architectures and Accelerators: A Comparative Study
    Francisco D. Igual, Carlos García, Guillermo Botella, Luís Piñuel, Manuel Prieto, Francisco Tirado · 2015 · Computers & Electrical Engineering
  75. Facial expression analysis using a sparse representation based space model
    Weifeng Liu, Caifeng Song, Yanjiang Wang · 2012 · International Conference on Signal Processing
  76. On accuracy estimation and comparison of results in biometric research
    Domingo Mery, Yuning Zhao, Kevin W. Bowyer · 2016 · IEEE International Conference on Biometrics: Theory, Applications and Systems (BTAS)
  77. Evolutionary nonnegative matrix factorization with adaptive control of cluster quality
    Liyun Gong, Tingting Mu, Meng Wang, Hengchang Liu, John Yannis Goulermas · 2017 · Neurocomputing
  78. A Unified Joint Matrix Factorization Framework for Data Integration
    Lihua Zhang, Shihua Zhang · 2017 · arXiv (Cornell University)
  79. Graph-based Facial Affect Analysis: A Review of Methods, Applications and Challenges.
    Yang Merik Liu, Xingming Zhang, Jinzhao Zhou, Xin Li, Yante Li, Guoying Zhao · 2021 · arXiv (Cornell University)
  80. Self-supervised extracted contrast network for facial expression recognition
    Lingyu Yan, Jinquan Yang, Jinyao Xia, Rong Gao, Li Zhang, Jun Wan, Yuanyan Tang · 2024 · Multimedia Tools and Applications
  81. A novel relation‐aware global attention network for sentiment analysis of students in the wisdom classroom
    Xianpiao Tang, Pengyun Hu, Dewei Yu, Kai Yu, Daoxun Xia · 2024 · Concurrency and Computation Practice and Experience
  82. Emotion Recognition Using Generative Adversarial Networks
    Zhaoqin Peng, Jia Li, Zhengyi Sun · 2020 · International Conference on Computer Engineering and Intelligent Control (ICCEIC)
  83. Distributed Inertial Proximal Neurodynamic Approach for Sparse Recovery on Directed Networks
    You Zhao, Xing He, Mingliang Zhou, Junzhi Yu, Tingwen Huang · 2024 · IEEE Transactions on Systems Man and Cybernetics Systems
  84. Auto-regularized Gradients of Adaptive Interpolation for MRI Super-Resolution
    Leandro Morera Delfin, Raúl Pinto-Elías, Humberto de Jesús Ochoa Domínguez, Osslan Osíris Vergara Villegas · 2018 · Journal of Signal Processing Systems
  85. Progressive transduction nonnegative matrix factorization for dimensionality reduction
    Xinjun Peng, Dong Xu, De Chen · 2020 · Neurocomputing
  86. Constructive Autoassociative Neural Network for Facial Recognition
    Bruno Fernandes, George D. C. Cavalcanti, Tsang Ing Ren · 2014 · PLoS ONE
  87. A Label-Embedding Online Nonnegative Matrix Factorization Algorithm
    Zhibo Guo, Ying Zhang · 2019 · IEEE Access
  88. Classification of FACS-Action Units with CNN Trained from Emotion Labelled Data Sets
    Pedro Carvalho Gerardo, Paulo J. Menezes · 2019 · Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics
  89. An optimized Capsule-LSTM model for facial expression recognition with video sequences
    Siwei Liu, Yuanpeng Long, Xu Gao, Lijia Yang, Shimei Xu, Yao, Xiaoming, Kunxian Shu · 2021 · arXiv (Cornell University)
  90. Cascaded dimensionality reduction nonnegative matrix factorization for data representation
    Yulei Huang, Jinlin Ma, Ziping Ma, Ke Lu · 2025 · Engineering Applications of Artificial Intelligence
  91. Temporal Group Constrained Transformer With Deformable Landmark Attention for Video Dimensional Emotion Recognition
    Weixin Li, Xiangjing Meng, Linmei Hu, Dong Xuan · 2025 · IEEE Transactions on Affective Computing
  92. Joint Learning for Mask-Aware Facial Expression Recognition Based on Exposed Feature Analysis and Occlusion Feature Enhancement
    Huanyu Hou, Xiaoming Sun · 2025 · Applied Sciences
  93. A Multi-Modal Behavior Quantitative Analysis Model for Autism Early Screening
    Jiayi Lei, E Zhang, Yingying She, Xin Eric Wang, Yuhan Liao, Bin Hu, Hang Wu, Minqiang Yang, Jiajia Tian, Yong Wang · 2023 · Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics
  94. InFER++: Real-World Indian Facial Expression Dataset
    Syed Sameen Ahmad Rizvi, Aryan Seth, Jagat Sesh Challa, Pratik Narang · 2024 · IEEE Open Journal of the Computer Society
  95. Human Emotion Recognition From Facial Expressions
    Ortil Msugh · 2019 · i-manager’s Journal on Pattern Recognition
  96. Neighbors isometric embedding nonnegative matrix factorization for image representation
    Xiaobing Pei, Yuntao Wu · 2015 · Multidimensional Systems and Signal Processing
  97. Non-negative matrix factorization on low-power architectures
    Carlos García, Francisco D. Igual, Guillermo Botella, Manuel Prieto, Francisco Tirado · 2013 · European MPI Users' Group Meeting (EuroMPI)
  98. Sparse manifold embedding Tri-factor Nonnegative Matrix Factorization
    Xiaobing Pei, Zehua Lv, Changqin Chen · 2013 · IEEE International Conference on Granular Computing (GrC)
  99. Automatic facial expression recognition based on features extracted from tracking of facial landmarks
    Deepak Ghimire, Joonwhoan Lee · 2014 · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE
  100. 2-dimensional Projective Non-negative Matrix Factorization and Its Application to Face Recognition
    Weitao Fang, Peng Ma, Zhengbin Cheng -, Dan Yang, Xiaohong Zhang · 2012 · Acta Automatica Sinica