Selected Publications
Preferred papers
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.
Journal
A Privacy-preserving Large-scale Image Retrieval Framework with Vision GNN Hashing
Y. Cao, F. Meng, X. Shang, J. Gui*, Y. Tang
IEEE Transactions on Big Data, accepted. [Code]
Reinforcement Learning-Based Multi-Unmanned Aerial Vehicle Optimal Control for Communication Services with Limited Endurance
L. Dong, P. Ding, X. Yuan, A. Xu, J. Gui
IEEE Transactions on Cognitive and Developmental Systems, accepted.
Resilient Human-in-the-loop Formation-Tracking of Multi-UAV Systems against Byzantine Attacks
X. Gong, J. Gui, Y. Chen, X. Yang, W. Yu, T. Huang
IEEE Transactions on Automation Science and Engineering, accepted.
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.
Conference
Deep Graph Online Hashing for Multi-label Image Retrieval.
Y. Cao, X. Chen, Z. Liu, W. Jia, F. Meng, J. Gui*.
AAAI Conference on Artificial Intelligence (AAAI), 2025.
External Reliable Information-enhanced Multimodal Contrastive Learning for Fake News Detection.
B. Cao, Q. Wu, J. Cao, B. Liu, J. Gui*.
AAAI Conference on Artificial Intelligence (AAAI), 2025.
Dual Conditioned Motion Diffusion for Pose-Based Video Anomaly Detection.
A. Xu, H. Wang, J. Gui*, P. Ding.
AAAI Conference on Artificial Intelligence (AAAI), 2025.
A Comprehensive Survey and Taxonomy on Point Cloud Registration Based on Deep Learning.
Y. Zhang, J. Gui*, X. Cong, X. Gong, W. Tao.
International Joint Conference on Artificial Intelligence (IJCAI), 2024. [Code], [arxiv ]
A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness Constraint.
X. Cong, J. Gui*, J. Zhang, J. Hou, H. Shen.
Conference on Computer Vision and Pattern Recognition (CVPR), pp. 2631-2640, 2024. [Code], [arxiv ]
Underwater Organism Color Fine-tuning via Decomposition and Guidance.
X. Cong, J. Gui*, J. Hou.
AAAI Conference on Artificial Intelligence (AAAI), pp. 1389-1398, 2024. [Code]
Taxonomy Driven Fast Adversarial Training.
K. Tong, C. Jiang, J. Gui*, Y. Cao.
AAAI Conference on Artificial Intelligence (AAAI), 2024. [Code], [English video]
Occluded Skeleton-Based Human Action Recognition with Dual Inhibition Training.
Z. Chen, H. Wang, J. Gui*.
ACM Multimedia (ACM MM), 2023.
Video: Video (讲解视频), VALSE 论文速览 第171期
Anonymous Edge Representation for Inductive Anomaly Detection in Dynamic Bipartite Graphs.
L. Fang, K. Feng, J. Gui, S. Feng, A. Hu.
Proceedings of the VLDB (VLDB), 2023.
Good helper is around you: Attention-driven Masked Image Modeling.
Z. Liu, J. Gui*, H. Luo.
AAAI Conference on Artificial Intelligence (AAAI), 2023. [Code]
Paper: AAAI , arxiv , 中文版(Chinese version)
Video: Video
Fast Online Hashing with Multi-Label Projection.
W. Jia, Y. Cao*, J. Liu, J. Gui.
AAAI Conference on Artificial Intelligence (AAAI), 2023. [Code]
A Comprehensive Survey on Image Dehazing Based on Deep Learning. [Code]
J. Gui, X. Cong, Y. Cao*, W. Ren, J. Zhang, J. Zhang, D. Tao
International Joint Conference on Artificial Intelligence (IJCAI), 2021.
Paper: arxiv, (Chinese version)中文版,第40页开始, IJCAI 2021
Delving into variance transmission and normalization: Shift of average gradient makes the network collapse.
Y. Liu, J. Ge*, C. Li, J. Gui*.
AAAI Conference on Artificial Intelligence (AAAI), 2021. [Code]
Discrete Haze Level Dehazing Network.
X. Cong, J. Gui*, K. Miao. J. Zhang*, B. Wang, P. Chen.
ACM Multimedia (ACM MM), 2020.
Random Fourier Features for Kernel Multi-view Discriminant Analysis.
X. Li, J. Gui, P. Li.
European Conference on Artificial Intelligence (ECAI), 2020.
R2SDH: Robust Rotated Supervised Discrete Hashing.
J. Gui, P. Li.
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 1485-1493, 2018.
Multi-View Feature Selection for Heterogeneous Face Recognition. [Code]
J. Gui, P. Li.
IEEE International Conference on Data Mining (ICDM), 2018.
An optimal set of code words and correntropy for rotated least squares regression. [Code]
J. Gui, Z. Sun, G. Hou, and T. Tan.
International Joint Conference on Biometrics (IJCB), 2014.
Regularization parameter estimation for spectral regression discriminant analysis based on perturbation theory.
J. Gui, Z. Sun, and T. Tan.
International Conference on Pattern Recognition (ICPR), pp. 401-404, 2012.
Locality preserving discriminant projections.
J. Gui, C. Wang, and L. Zhu.
International Conference on Intelligent Computing, pp. 566-572, 2009.
An improvement on learning with local and global consistency.
J. Gui, D. Huang, and Z. You.
International Conference on Pattern Recognition, 2008.
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