A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends [Code]
J. Gui, T. Chen, J. Zhang, Q. Cao, Z. Sun, H. Luo, D. Tao
IEEE Transactions on Pattern Analysis and Machine Intelligence, accepted.
Paper: arxiv

From Simple to Complex Scenes: Learning Robust Feature Representations for Accurate Human Parsing
Y. Liu, C. Wang, M. Lu, J. Yang, J. Gui, S. Zhang
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 8, pp. 5449-5462, 2024.

A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications.
J. Gui, Z. Sun, Y. Wen, D. Tao, J. Ye
IEEE Transactions on Knowledge and Data Engineering, vol. 35, no. 4, pp. 3313-3332, 2023.
Paper: IEEE main paper (pdf), IEEE supplementary material (pdf), IEEE main paper, IEEE supplementary material, arxiv
Slide: Slide
Video: Video (讲解视频), VALSE 短教程 第08期
News: Zhuanzhi, 机器之心

Fast Supervised Discrete Hashing. [Highly Cited Paper]
J. Gui, T. Liu, Z. Sun, D. Tao, and T. Tan.
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 40, no. 2, pp. 490-496, 2018.

Feature Selection Based on Structured Sparsity: A Comprehensive Study. [Highly Cited Paper] [Code], [First Paper in the July Issue]
J. Gui, Z. Sun, S. Ji, D. Tao, and T. Tan.
IEEE Transactions on Neural Networks and Learning Systems, vol. 28, no. 7, pp. 1490-1507, 2017.

Constructing Diverse Inlier Consistency for Partial Point Cloud Registration
Y. Zhang, J. Gui*, J. Kwok
IEEE Transactions on Image Processing, accepted.

CFVNet: An End-to-End Cancelable Finger Vein Network for Recognition
Y. Wang, J. Gui*, Y. Tang, J. Kwok
IEEE Transactions on Information Forensics and Security, vol. 19, pp. 7810-7823, 2024.

Fooling the Image Dehazing Models by First Order Gradient
J. Gui, X. Cong, C. Peng, Y. Tang, J. Kwok
IEEE Transactions on Circuits and Systems for Video Technology, vol. 34, no. 7, pp. 6265-6278, 2024. [Code]
Paper: arxiv

Response Generation in Social Network with Topic and Emotion Constraints
B. Cao, J. Cao*, B. Liu, J. Gui*, J. Zhou, Y. Tang, J. Kwok
IEEE Transactions on Computational Social Systems, vol. 11, no. 5, pp. 6592-6604, 2024.

Illumination Controllable Dehazing Network based on Unsupervised Retinex Embedding
J. Gui, X. Cong, L. He, Y. Tang, J. Kwok
IEEE Transactions on Multimedia, vol. 26, pp. 4819-4830, 2024. [Code]

Learning the Relation between Similarity Loss and Clustering Loss in Self-Supervised Learning
J. Ge, Y. Liu, J. Gui, L. Fang, M. Lin, J. Kwok, L. Huang, B. Luo
IEEE Transactions on Image Processing, vol. 32, pp. 3442-3454, 2023. [Code]
Paper: arxiv

A Comprehensive Survey and Taxonomy on Single Image Dehazing Based on Deep Learning.
J. Gui, X. Cong, Y. Cao, W. Ren, J. Zhang, J. Zhang, J. Cao, D. Tao
ACM Computing Surveys, vol. 55, no. 13s, article 279, pp. 1-37, 2023. [Code]
Paper: arxiv , 中文版,第40页开始(Chinese version) , Conference version: IJCAI 2021

Feedback Pyramid Attention Networks for Single Image Super-Resolution
H. Wu, J. Gui, J. Zhang, J. Kwok, Z. Wei
IEEE Transactions on Circuits and Systems for Video Technology, vol. 33, no. 9, pp. 4881-4892, 2023.

An Efficient Cross-Modality Self-Calibrated Network for Hyperspectral and Multispectral Image Fusion
H. Wu, J. Gui, Y. Xu, Z. Wu, Y. Tang, Z. Wei
IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-12, 2022.

AlignVE: Visual Entailment Recognition Based on Alignment Relations
B. Cao, J. Cao*, J. Gui*, J. Shen, B. Liu, L. He, Y. Tang, J. Kwok
IEEE Transactions on Multimedia, vol. 25, pp. 7378-7387, 2023.

Scalable Distributed Hashing for Approximate Nearest Neighbor Search.
Y. Cao, J. Liu, H. Qi, J. Gui, K. Li, J. Ye, C. Liu
IEEE Transactions on Image Processing, vol. 31, pp. 472-484, 2022.

Fast kNN Search in Weighted Hamming Space with Multiple Tables.
J. Gui, Y. Cao, H. Qi, K. Li, J. Ye, C. Liu, X. Xu
IEEE Transactions on Image Processing, vol. 30, pp. 3985-3994, 2021.

Hash Learning with Variable Quantization for Large-scale Retrieval.
Y. Cao, S. Chen, J. Gui*, H. Qi*, Z. Li, C. Liu
IEEE Transactions on Circuits and Systems for Video Technology, vol. 32, no. 5, pp. 2624-2637, 2022.

Learning to Hash With Dimension Analysis Based Quantizer for Image Retrieval
Y. Cao, H. Qi*, J. Gui*, K. Li, Y. Tang, J. Kwok
IEEE Transactions on Multimedia, vol. 23, pp. 3907-3918, 2021. [Code]

An Ensemble Framework for Improving the Prediction of Deleterious Synonymous Mutation.
N. Cheng, H. Wang, X. Tang, T. Zhang, J. Gui*, C. Zheng, J. Xia
IEEE Transactions on Circuits and Systems for Video Technology, accepted.

Multi-grained Attention Networks for Single Image Super-Resolution.
H. Wu, Z. Zou, J. Gui, W. Zeng, J. Ye, J. Zhang, H. Liu, Z. Wei
IEEE Transactions on Circuits and Systems for Video Technology, vol. 31, no. 2, pp. 512-522, 2021.

Automatic Modulation Classification for MIMO Systems via Deep Learning and Zero-Forcing Equalization.
Y. Wang, J. Gui, Y. Yin, J. Wang, J. Sun, G. Gui, H. Gacanin, H. Sari, F. Adachi
IEEE Transactions on Vehicular Technology, vol. 69, no. 5, pp. 5688-5692, 2020.

Supervised Discrete Hashing with Relaxation.
J. Gui, T. Liu, Z. Sun, D. Tao, and T. Tan.
IEEE Transactions on Neural Networks and Learning Systems, vol. 29, no. 3, pp. 608-617, 2018.

Representative Vector Machines: A unified framework for classical classifiers. [Code]
J. Gui, T. Liu, D. Tao, Z. Sun, and T. Tan.
IEEE Transactions on Cybernetics, vol. 46, no. 8, pp. 1877-1888, 2016.

How to estimate the regularization parameter for spectral regression discriminant analysis and its kernel version? [Code], [Second Prize of Anhui Province Best Paper Award of Science]
J. Gui, Z. Sun, S. Ji, J. Cheng, and X. Wu.
IEEE Transactions on Circuits and Systems for Video Technology, vol. 24, no. 2, pp. 211-223, 2014.

Group sparse multiview patch alignment framework with view consistency for image classification.
J. Gui, D. Tao, Z. Sun, Y. Luo, X. You, and Y. Tang.
IEEE Transactions on Image Processing, vol. 23, no. 7, pp. 3126-3137, 2014.

Large Margin Multi-Modal Multi-Task Feature Extraction for Image Classification.
Y. Luo, Y. Wen, D. Tao, J. Gui, and C. Xu.
IEEE Transactions on Image Processing, vol. 25, no. 1, pp. 414-427, 2016.

Angular pattern and binary angular pattern for shape retrieval. [Code]
R. Hu, W. Jia, H. Ling, Y. Zhao, and J. Gui.
IEEE Transactions on Image Processing, vol. 23, no. 3, pp. 1118-1127, 2014.

Histogram of Oriented Lines for Palmprint Recognition.
W. Jia, R. Hu, Y. Lei, Y. Zhao, and J. Gui.
IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 44, no. 3, pp. 385-395, 2014.

Discriminant Sparse Neighborhood Preserving Embedding for Face Recognition. [Highly Cited Paper] [The 16th position in Top 25 Hottest Articles in ScienceDirect]
J. Gui, Z. Sun, W. Jia, R. Hu, Y. Lei, and S. Ji.
Pattern Recognition, vol. 45, no. 8, pp. 2884–2893, 2012.

Face Recognition via Weighted Sparse Representation. [Highly Cited Paper] [Code], [Top 25 Most Cited Articles]
C. Lu, H. Min, J. Gui, L. Zhu, and Y. Lei.
Journal of Visual Communication and Image Representation, vol. 24, no. 2, pp. 111-116, 2013.

Perceptually motivated morphological strategies for shape retrieval.
R. Hu, W. Jia, Y. Zhao, and J. Gui.
Pattern Recognition, vol. 45, no. 9, pp. 3222-3230, 2012.

Hand shape recognition based on coherent distance shape contexts.
R. Hu, W. Jia, D. Zhang, J. Gui, and L. Song.
Pattern Recognition, vol. 45, no. 9, pp. 3348-3359, 2012.

Locality Preserving Discriminant Projections for Face and Palmprint Recognition.
J. Gui, W. Jia, L. Zhu, S. Wang, and D. Huang.
Neurocomputing, vol. 73, no. 13-15, pp. 2696-2707, 2010.

Using manifold embedding for assessing and predicting protein interactions from high-throughput experimental data.
Z. You, Y. Lei, J. Gui, D. Huang, and X. Zhou.
Bioinformatics, vol. 26, no. 21, pp. 2744-2751, 2010.

Tumor Classification by Combining PNN Classifier Ensemble with Neighborhood Rough Set Based Gene Reduction.
S. Wang, X. Li, S. Zhang, J. Gui, and D. Huang.
Computers in biology and medicine, vol. 40, no. 2, pp. 179-189, 2010.