Selected Publications
2021
68. Zhongyun Hua, Yongyong Chen, Han Bao, and Yicong Zhou, “Two-Dimensional Parametric Polynomial Chaotic System”, IEEE Transactions on Systems, Man and Cybernetics: Systems, in press, 2021.[pdf]
67. Anqi Zhu, Lin Zhang, Juntao Chen, and Yicong Zhou, “Pedestrian-Aware Panoramic Video Stitching Based on a Structured Camera Array”, ACM Transactions on Multimedia Computing, Communications, and Applications, in press, 2021.[pdf]
66. Jianquan Yang, Guopu Zhu, Yao Luo, Sam Kwong, Xinpeng Zhang, and Yicong Zhou, “Forensic Analysis of JPEG-domain Enhanced Images via Coefficient Likelihood Modeling”, IEEE Transactions on Circuits and Systems for Video Technology, in press, 2021.[pdf]
65. Wei Lu, Qin Zhang, Shangjun Luo, Jiwu Huang, Yicong Zhou, and Yun-Qing Shi, “Robust Estimation of Upscaling Factor on Double JPEG Compressed Images”, IEEE Transactions on Cybernetics, in press, 2021.[pdf]
64. Yao Lu, Zheng Zhang, Guangming Lu, Yicong Zhou, Jinxing Li, and David Zhang, “Addi-Reg: A Better Generalization-Optimization Trade-off Regularization Method for Convolutional Neural Networks”, IEEE Transactions on Cybernetics, in press, 2021.[pdf]
63. Yongyong Chen, Xiaolin Xiao, Zhongyun Hua, and Yicong Zhou*, “Adaptive Transition Probability Matrix Learning for Multi-view Spectral Clustering”, IEEE Transactions on Learning Systems, in press, 2021.[pdf]
62. Yongyong Chen, Xiaolin Xiao, Chong Peng, Guangming Lu, and Yicong Zhou*, “Low-Rank Tensor Graph Learning for Multi-view Subspace Clustering”, IEEE Transactions on Circuits and Systems for Video Technology, in press, 2021. [pdf]
61. Junxin Chen, Leo Yu Zhang, and Yicong Zhou*, “Re-evaluation of the Security of a Family of Image Diffusion Mechanisms”, IEEE Transactions on Circuits and Systems for Video Technology, in press, 2021. [pdf]
60. Ruijun Ma, Bob Zhang, Yicong Zhou, Zhengming Li, and Fangyuan Lei, “PID Controller Guided Attention Neural Network Learning for Fast and Effective Real Photographs Denoising”, IEEE Transactions on Neural Networks and Learning Systems, in press, 2021. [pdf]
59. Wei Lu, Junjia Chen, Junhong Zhang, Jiwu Huang, Jian Weng, and Yicong Zhou, “Secure Halftone Image Steganography Based on Feature Space and Layer Embedding”, IEEE Transactions on Cybernetics, in press, 2021. [pdf]
58. Bing Chen, Wei Lu, Jiwu Huang, Jian Weng, and Yicong Zhou, “Secret Sharing Based Reversible Data Hiding in Encrypted Images with Multiple Data-hiders”, IEEE Transactions on Dependable and Secure Computing, in press, 2021. [pdf]
57. Dingxiang Wang, Xiaogang Zhang, Hua Chen, Yicong Zhou, and Fanyong Cheng, “A Sintering State Recognition Framework to Integrate Prior Knowledge and Hidden Information considering Class Imbalance”, IEEE Transactions on Industrial Electronics, 68(8), 7400–7411, 2021 [pdf]
56. Junxin Chen, Lei Chen, and Yicong Zhou, “Universal Chosen-Ciphertext Attack for a Family of Image Encryption Schemes”, IEEE Transactions on Multimedia, 23, 2372–2385, 2021. [pdf]
55. Xiaogang Zhang, Yanying Lei, Hua Chen, Lei Zhang, and Yicong Zhou, “Multivariate Time Series Modeling for Forecasting Sintering Temperature in Rotary Kilns Using DCGNet”, IEEE Transactions on Industrial Informatics, 17(7), 4635–4645, 2021. [pdf]
54. Junxin Chen, Lei Chen, and Yicong Zhou*, “Cryptanalysis of Image Ciphers with Permutation-Substitution Network and Chaos”, IEEE Transactions on Circuits and Systems for Video Technology, 31(6), 2494–2508, 2021. [pdf]
53. Zhongyun Hua, and Yicong Zhou*, “Exponential Chaotic Model for Generating Robust Chaos”, IEEE Transactions on Systems, Man and Cybernetics: Systems, 51(6), 3713–3724, 2021. [pdf]
52. Shisong Lin, Mengchao Bai, Feng Liu, Linlin Shen, and Yicong Zhou, “Orthogonalization-Guided Feature Fusion Network for Multimodal 2D+3D Facial Expression Recognition”, IEEE Transactions on Multimedia, 23, 1581–1591, 2021. [pdf]
51.Yongyong Chen, Shuqin Wang, Chong Peng, Zhongyun Hua, and Yicong Zhou, “Generalized Nonconvex Low-rank Tensor Approximation for Multi-view Subspace Clustering”, IEEE Transactions on Image Processing, 30, 4022–4035, 2021. [pdf]
50. Shiyu Zhao, Lin Zhang, Ying Shen, and Yicong Zhou, “RefineDNet_A_Weakly_Supervised_Refinement_Framework_for_Single_Image_Dehazing”, IEEE Transactions on Neural Networks and Learning Systems, 30, 3391–3404, 2021. [pdf]
49. Xiaolin Xiao, Yongyong Chen, Yuejiao Gong, and Yicong Zhou*, “Prior Knowledge Regularized Multi-View Self-Representation and Its Applications”, IEEE Transactions on Neural Networks and Learning Systems, 32(3), 1325–1338, 2021. [pdf]
48. Sichao Fu, Weifeng Liu, Weili Guan, Yicong Zhou, Dapeng Tao, and Changsheng Xu, “Dynamic Graph Learning Convolutional Networks for Semi-supervised Classification”, ACM Transactions on Multimedia Computing, Communications, and Applications17(1s), Article 4, 1–13, 2021. [pdf]
47. Jiangtao Peng, Yicong Zhou, Weiwei Sun, Qian Du, and Lekang Xia, “Self-paced Nonnegative Matrix Factorization for Hyperspectral Unmixing”, IEEE Transactions on Geoscience and Remote Sensing, 59(2), 1501–1515, 2021. [pdf]
46. Xiaolin Xiao, Yongyong Chen, Yuejiao Gong, and Yicong Zhou, “Low-Rank Preserving t-Linear Projection for Robust Image Feature Extraction”, IEEE Transactions on Image Processing, 30, 108–120, 2021. [pdf]
2020
45. Qiu Tang, Wei Qiu, and Yicong Zhou*, “Classification of Complex Power Quality Disturbances Using Optimized S-Transform and Kernel SVM”, IEEE Transactions on Industrial Electronics, 67(11), 9715–9723, 2020. [pdf]
44. Xiaochun Cao, Yicong Zhou, and Jing-Ming Guo, “Guest Editorial Introduction to Special Section on Modern Reversible Data Hiding and Watermarking”, IEEE Transactions on Circuits and Systems for Video Technology, 30(8), 2297–2299, 2020. (Guest Editorial) [pdf]
43. Yongyong Chen, Xiaolin Xiao, and Yicong Zhou*, “Jointly Learning Kernel Representation Tensor and Affinity Matrix for Multi-view Clustering”, IEEE Transactions on Multimedia, 22(8), 1985–1997, 2020. [pdf]
42. Rushi Lan, Yicong Zhou*, Zhenbing Liu, and Xiaonan Luo, “Prior Knowledge-Based Probabilistic Collaborative Representation for Visual Recognition”, IEEE Transactions on Cybernetics, 50(4), 1498–1508, 2020. [pdf]
41. Zhongyun Hua, Yinxing Zhang, and Yicong Zhou*, “Two-Dimensional Modular Chaotification System for Improving Chaos Complexity”, IEEE Transactions on Signal Processing, 68, 1937–1949, 2020 [pdf]
40. Zhongyun Hua, Yicong Zhou, and Bocheng Bao, “Two-Dimensional Sine Chaotification System with Hardware Implementation”, IEEE Transactions on Industrial Informatics, 16(2), 887–897, 2020. [pdf] 
39. Xiaolin Xiao, Yongyong Chen, Yuejiao Gong, and Yicong Zhou*, “2D Quaternion Sparse Discriminant Analysis”, IEEE Transactions on Image Processing, 29, 2271–2286, 2020. [pdf]
38. Yongyong Chen, Xiaolin Xiao, and Yicong Zhou*, “Low-Rank Quaternion Approximation for Color Image Processing”, IEEE Transactions on Image Processing, 29, 1426–1439, 2020. [pdf]
37. Xiaoyao Li, Yicong Zhou*, Jing Zhang, and Lianhong Wang, “Multipatch Unbiased Distance Non-local Adaptive Means with Wavelet Shrinkage”, IEEE Transactions on Image Processing, 29, 157–169, 2020. [pdf]
2019
36. Weifeng Liu, Xueqi Ma, Yicong Zhou*, Dapeng Tao, and Jun Cheng, “p-Laplacian Regularization for Scene Recognition”, IEEE Transactions on Cybernetics, 49(8), 2927–2940, 2019. [pdf]
35. Xiaolin Xiao, and Yicong Zhou*, “Two-dimensional Quaternion PCA and Sparse PCA”, IEEE Transactions on Neural Networks and Learning Systems, 30(7), 2028–2042, 2019. [pdf]
34. Xiaolin Xiao, Yicong Zhou, and Yuejiao Gong, “RGB-‘D’ Saliency Detection with Pseudo Depth”, IEEE Transactions on Image Processing, 28(5), 2126–2139, 2019. (Source codes) [pdf]
33. Xueqi Ma, Weifeng Liu, Shuying Li, Dapeng Tao, and Yicong Zhou*, “Hypergraph p-Laplacian Regularization for Remotely Sensed Image Recognition”, IEEE Transactions on Geoscience and Remote Sensing, 57(3), 1585–1595, 2019. [pdf]
32. Zhongyun Hua, Binghang Zhou, and Yicong Zhou, “Sine Chaotification Model for Enhancing Chaos and Its Hardware Implementation”, IEEE Transactions on Industrial Electronics, 66(2), 1273–1284, 2019. [pdf]
31. Shuang Yi, and Yicong Zhou*, “Separable and Reversible Data Hiding in Encrypted Images using Parametric Binary Tree Labeling”, IEEE Transactions on Multimedia, 21(1), 51–64, 2019. [pdf]
2018
30. Yuejiao Gong, Jun Zhang, and Yicong Zhou*, “Learning Multimodal Parameters: A Bare-Bones Niching Differential Evolution Approach”, IEEE Transactions on Neural Networks and Learning Systems, 29(7), 2944–2959, 2018. [pdf]
29. Xiaolin Xiao, Yicong Zhou, and Yuejiao Gong, “Content-Adaptive Superpixel Segmentation”, IEEE Transactions on Image Processing, 27(6), 2883–2896, 2018. (Source codes) [pdf]
28. Zhongyun Hua, Binghang Zhou, and Yicong Zhou*, “Sine-Transform-Based Chaotic System with FPGA Implementation”, IEEE Transactions on Industrial Electronics, 65(3), 2557–2566, 2018. [pdf]
27. Yuejiao Gong, and Yicong Zhou*, “Differential Evolutionary Superpixel Segmentation”, IEEE Transactions on Image Processing, 27(3), 1390–1404, 2018. [pdf]
26. Zhongyun Hua, Shuang Yi, Yicong Zhou*, Chengqing Li and Yue Wu, “Designing Hyperchaotic Cat Maps with any Desired Number of Positive Lyapunov Exponents”, IEEE Transactions on Cybernetics, 48(2), 463–473, 2018. [pdf]
25. Zhongyun Hua, and Yicong Zhou*, “One-Dimensional Nonlinear Model for Producing Chaos”, IEEE Transactions on Circuits and Systems I: Regular Papers, 65(1), 235–246, 2018. [pdf]
2017
24. Long Bao, Shuang Yi, and Yicong Zhou*, “Combination of Sharing Matrix and Image Encryption for Lossless (k, n)-Secret Image Sharing”, IEEE Transactions on Image Processing, 26(12), 5618–5631, 2017. [pdf]
23. Jiarun Song, Fuzheng Yang, Yicong Zhou, and Shan Gao, “Parametric Planning Model for Video Quality Evaluation of IPTV Services Combining Channel and Video Characteristics”, IEEE Transactions on Multimedia, 19(5), 1015–1029, 2017. [pdf]
22. Qingxiang Feng, and Yicong Zhou*, “Kernel Regularized Data Uncertainty for Action Recognition”, IEEE Transactions on Circuits and Systems for Video Technology, 27(3), 557–588, 2017. (Source codes) [pdf]
21. Rushi Lan, Yicong Zhou*, and Yuan Yan Tang, “Quaternionic Weber Local Descriptor of Color Images”, IEEE Transactions on Circuits and Systems for Video Technology, 27(2), 261–274, 2017. (Source codes) [pdf]
20. Qingxiang Feng, Chun Yuan, Jeng-Shyang Pan, Jar-Ferr Yang, Yang-Ting Chou, Yicong Zhou*, and Weifeng Li, “Superimposed Sparse Parameter Classifiers for Face Recognition”, IEEE Transactions on Cybernetics, 47(2), 378–390, 2017. (Source codes) [pdf]
2016
19. Zhongyun Hua, and Yicong Zhou*, “Dynamic Parameter-Control Chaotic System”, IEEE Transactions on Cybernetics, 46(12), 3330–3341, 2016. [pdf]
18. Yue Wu, Zhongyun Hua, and Yicong Zhou*, “n-dimensional Discrete Cat Map Generation using Laplace Expansions”, IEEE Transactions on Cybernetics, 46(11), 2622–2633, 2016. [pdf]
17. Rushi Lan, and Yicong Zhou*, “Quaternion-Michelson Descriptor for Color Image Classification”, IEEE Transactions on Image Processing, 25(11), 5281–5292, 2016. (Source codes) [pdf]
16. Qingxiang Feng, and Yicong Zhou*, “Kernel Combined Sparse Representation for Disease Recognition”, IEEE Transactions on Multimedia, 18(10), 1956–1968, 2016. (Source codes) [pdf]
15. Yuejiao Gong, Jingjing Li, Yicong Zhou, Yun Li, Henry Shu-Hung Chung, Yu-Hui Shi, and Jun Zhang, “Genetic Learning Particle Swarm Optimization”, IEEE Transactions on Cybernetics, 46(10), 2277–2290, 2016. (Source codes) [pdf]
14. Yicong Zhou, and Yantao Wei, “Learning Hierarchical Spectral-Spatial Features for Hyperspectral Image Classification”, IEEE Transactions on Cybernetics, 46(7), 1667–1678, 2016. (Source codes) [pdf]
13. Yicong Zhou, Hong Chen, Rushi Lan, and Zhibin Pan, “Generalization Performance of Regularized Ranking with Multiscale Kernels”, IEEE Transactions on Neural Networks and Learning Systems, 27(5), 993–1002, 2016. (Source codes) [pdf]
12. Jiarun Song, Fuzheng Yang, Yicong Zhou, Shuai Wan, and Hong Ren Wu, “QoE Evaluation of Multimedia Services Based on Audiovisual Quality and User Interest”, IEEE Transactions on Multimedia, 18(3), 444–457, 2016. [pdf]
11. Rushi Lan, Yicong Zhou*, and Yuan Yan Tang, “Quaternionic Local Ranking Binary Pattern: A Local Descriptor of Color Images”, IEEE Transactions on Image Processing, 25(2), 566–579, 2016. (Source codes) [pdf]
2015
10. C. L. Philip Chen, Licheng Liu, Long Chen, Yuan Yan Tang, and Yicong Zhou, “Weighted Couple Sparse Representation with Classified Regularization for Impulse Noise Removal”, IEEE Transactions on Image Processing, 24(11), 4014–4026, 2015. [pdf]
9. Yicong Zhou*, Zhongyun Hua, Chi Man Pun, and C. L. Philip Chen, “Cascade Chaotic System with Applications”, IEEE Transactions on Cybernetics, 45(9), 2001–2012, 2015. (Source codes) [pdf]
8. Jiangtao Peng, Yicong Zhou*, and C. L. Philip Chen, “Region-Kernel-based Support Vector Machines for Hyperspectral Image Classification”, IEEE Transactions on Geoscience and Remote Sensing, 53(9), 4810–4824, 2015. (Source codes) [pdf]
7. Yicong Zhou, Jiangtao Peng, and C. L. Philip Chen, “Dimension Reduction using Spatial and Spectral Regularized Local Discriminant Embedding for Hyperspectral Image Classification”, IEEE Transactions on Geoscience and Remote Sensing, 53(2), 1082–1698, 2015. (Source codes) [pdf]
2014
6. Weifeng Li, Longbiao Wang, Yicong Zhou, John Dines, Mathew Magimai Doss, Hervé Bourlard, and Qingmin Liao, “Feature Mapping of Multiple Beamformed Sources for Robust Overlapping Speech Recognition Using a Microphone Array”, IEEE/ACM Transactions on Audio, Speech and Language Processing, 22(12), 2244–2255, 2014. [pdf]
5. Yue Wu, Yicong Zhou*, and Long Bao, “Discrete Wheel-Switching Chaotic System and Applications”, IEEE Transactions on Circuits and Systems I: Regular Papers, 61(12), 3469–3477, 2014. [pdf]
2013
4. Weifeng Li, Longbiao Wang, Yicong Zhou, Hervé Bourlard, and Qingmin Liao, “Robust Log-Energy Estimation and its Dynamic Change Enhancement for In-car Speech Recognition”, IEEE Transactions on Audio, Speech and Language Processing, 21(8), 1689–1698, 2013. [pdf]
3. Yicong Zhou*, Karen Panetta, Sos Agaian, and C. L. Philip Chen, “(n, k, p)-Gray Code for Image Systems”, IEEE Transactions on Cybernetics, 43(2), 515–529, 2013. [pdf]
2012 and before
2. Karen Panetta, Yicong Zhou*, Sos Agaian, and Hongwei Jia, “Nonlinear Unsharp Masking for Mammogram Enhancement”, IEEE Transactions on Information Technology in Biomedicine, 15(6), 918–928, 2011. [pdf]
1. Karen Panetta, Sos Agaian, Yicong Zhou, and Eric Wharton, “Parameterized Logarithmic Framework for Image Enhancement”, IEEE Transactions on Systems, Man and Cybernetics, Part B: Cybernetics, 41(2), 460–473, 2011. [pdf]