School of Artificial Intelligence, OPtics and Electronics

Research output

Research output per year 2003 2020 2021 2022 2023 2024 2025 2025

• 1249 Article
• 305 Conference contribution
• 31 Conference article
• 27 Paper
• 39 More
  • 14 Review article
  • 10 Letter
  • 7 Editorial
  • 4 Comment/debate
  • 3 Short survey
  • 1 Chapter

Research output per year

Research output per year

Search results

• 2025

  3D Self-triggered-organized Communication Topology Based UAV Swarm Consensus System with Distributed Extended State Observer

  Xiao, H., Yang, Y., Yu, D., Lai, G. & Chen, C. L. P., 2025, (Accepted/In press) In: IEEE Transactions on Network Science and Engineering.

  Research output: Contribution to journal › Article › peer-review

  • Unmanned Aerial Vehicle 100%
  • Extended State Observer 100%
  • Control System 25%
  • Computational Complexity 25%
  • Simulation Experiment 25%

• Actor-critic-disturbance reinforcement learning algorithm-based fast finite-time stability of multiagent systems

  Zhao, J., Gu, Y., Xie, X. & Yu, D., May 2025, In: Information Sciences. 699, 121802.

  Research output: Contribution to journal › Article › peer-review

  • Reinforcement Learning 100%
  • Multi Agent System 100%
  • Adaptive Control Systems 33%
  1 Scopus citations

• Adaptive bigraph-based multi-view unsupervised dimensionality reduction

  Qiang, Q., Zhang, B., Zhang, C. J. & Nie, F., Aug 2025, In: Neural Networks. 188, 107424.

  Research output: Contribution to journal › Article › peer-review

  • Dimensionality 100%
  • Dimensionality Reduction 100%
  • Learning System 100%
  • Scalability 100%
  • Similarity 40%

• Adaptive Broad Network With Graph-Fuzzy Embedding for Imbalanced Noise Data

  Chen, W., Yang, K., Yu, Z., Nie, F. & Chen, C. L. P., 2025, (Accepted/In press) In: IEEE Transactions on Fuzzy Systems.

  Research output: Contribution to journal › Article › peer-review

  • Broad Learning System 100%
  • Imbalanced Data 50%
  • Performance Degradation 25%
  • Gaussian White Noise 25%
  • Classification Problem 25%
  2 Scopus citations

• Adaptive Deep Metric Learning with harmonized loss and nearest proxy alignment for low-dimensional representation

  Chen, J., Cheng, J., Wang, X., Xu, X. & Nie, F., 23 Jun 2025, In: Knowledge-Based Systems. 320, 113631.

  Research output: Contribution to journal › Article › peer-review

  • Approximation (Algorithm) 100%
  • Embedding Space 50%
  • Information Retrieval 50%
  • Learning Framework 50%
  • Adaptive Parameter 50%

• Adaptive fast local discriminant analysis with whitening transform

  Chen, H., Nie, F., Ma, Y. & Wang, R., Sep 2025, In: Neural Networks. 189, 107551.

  Research output: Contribution to journal › Article › peer-review

  • Physical Meaning 100%
  • Linear Discriminant Analysis 100%
  • Discriminant Analysis 100%
  • Learning System 100%
  • Similarity 66%

• Adaptive Graph K-Means

  Pei, S., Sun, Y., Nie, F., Jiang, X. & Zheng, Z., May 2025, In: Pattern Recognition. 161, 111226.

  Research output: Contribution to journal › Article › peer-review

  • Loss Function 100%
  • Regularization 100%
  • Nearest Neighbor 100%
  • Dissimilarity Matrix 100%
  • Final Partition 100%

• A dynamic station-line centrality for identifying critical stations in bus-metro networks

  Li, X., Teng, M., Jiang, S., Han, Z., Gao, C., Nekorkin, V. & Radeva, P., May 2025, In: Chaos, Solitons and Fractals. 194, 116102.

  Research output: Contribution to journal › Article › peer-review

  • Metro 100%
  • Traffic Manager 100%
  • Nodes 33%
  • Network Model 16%
  • State-of-the-Art Method 16%
  1 Scopus citations

• Anchor-based fast spectral ensemble clustering

  Zhang, R., Hang, S., Sun, Z., Nie, F., Wang, R. & Li, X., Jan 2025, In: Information Fusion. 113, 102587.

  Research output: Contribution to journal › Article › peer-review

  • Identify Cluster 100%
  • Complexity Space 50%
  • Running Time 50%
  10 Scopus citations

• Anchor Guided Unsupervised Domain Adaptation

  Zhang, C., Nie, F. & Wang, R., 2025, In: IEEE Transactions on Knowledge and Data Engineering. 37, 3, p. 1079-1090 12 p.

  Research output: Contribution to journal › Article › peer-review

  • Gaussian Distribution 100%
  • Unlabeled Data Point 25%

• A newton interpolation network for smoke semantic segmentation

  Yuan, F., Wang, G., Huang, Q. & Li, X., Mar 2025, In: Pattern Recognition. 159, 111119.

  Research output: Contribution to journal › Article › peer-review

  • Structured Information 100%
  2 Scopus citations

• Angular Reconstructive Discrete Embedding With Fusion Similarity for Multi-View Clustering

  Bian, J., Xie, X., Wang, C. D., Yang, L., Lai, J. H. & Nie, F., 2025, In: IEEE Transactions on Knowledge and Data Engineering. 37, 1, p. 45-59 15 p.

  Research output: Contribution to journal › Article › peer-review

  • Binary Representation 100%
  • Multi View Clustering 100%
  • Computational Complexity 50%
  • Experimental Result 25%
  • Graph Cut 25%
  2 Scopus citations

• A novel linear discriminant analysis based on alternate ratio sum minimization

  Yang, X., Cao, C., Zhou, K., Peng, S., Wang, Z., Lin, L. & Nie, F., Jan 2025, In: Information Sciences. 689, 121444.

  Research output: Contribution to journal › Article › peer-review

  • Experimental Result 100%
  • Dimensional Data 100%
  • Optimisation Problem 50%
  • Optimization Method 50%
  • Recognition Accuracy 50%
  1 Scopus citations

• A parameter-free self-training algorithm based on the three successive confirmation rule

  Wang, J., Zhao, W., Shang, Q. & Nie, F., 15 Mar 2025, In: Engineering Applications of Artificial Intelligence. 144, 110165.

  Research output: Contribution to journal › Article › peer-review

  • Free Parameter 100%
  • Global Information 100%
  • Semisupervised Learning 100%
  • Local Information 100%
  • training algorithm 100%

• A Revised Formation of Trace Ratio LDA for Small Sample Size Problem

  Li, Z., Nie, F., Wang, R. & Li, X., 2025, In: IEEE Transactions on Neural Networks and Learning Systems. 36, 3, p. 5803-5809 7 p.

  Research output: Contribution to journal › Article › peer-review

  • Linear Discriminant Analysis 100%
  • small sample size problem 100%
  • Discriminant Analysis 100%
  • Optimization Algorithm 22%
  • Dimensionality Reduction 20%
  7 Scopus citations

• A robust entropy regularized K-means clustering algorithm for processing noise in datasets

  Jiang, P., Cao, J., Yu, W. & Nie, F., Mar 2025, In: Neural Computing and Applications. 37, 9, p. 6617-6632 16 p., 106518.

  Research output: Contribution to journal › Article › peer-review

  • Clustering Algorithm 100%
  • K-Means 100%
  • Unsupervised Learning 100%
  • Outlier 80%
  • Cluster Center 60%

• A robust self-training algorithm based on relative node graph

  Wang, J., Duan, H., Zhang, C. & Nie, F., Jan 2025, In: Applied Intelligence. 55, 1, 1.

  Research output: Contribution to journal › Article › peer-review

  • training algorithm 100%
  • Experimental Result 20%
  • Spatial Structure 20%
  • Semisupervised Learning 20%
  • Hypothesis Test 20%

• A Structured Bipartite Graph Learning method for ensemble clustering

  Zhang, Z., Chen, X., Wang, C., Wang, R., Song, W. & Nie, F., Apr 2025, In: Pattern Recognition. 160, 111133.

  Research output: Contribution to journal › Article › peer-review

  • Bipartite Graph 100%
  • Clustering Result 62%
  • Cluster Structure 37%
  • Similarity Matrix 25%
  • Experimental Result 12%
  1 Scopus citations

• A Survey of Multimodal Fake News Detection: A Cross-Modal Interaction Perspective

  Li, X., Qiao, J., Yin, S., Wu, L., Gao, C., Wang, Z. & Li, X., 2025, (Accepted/In press) In: IEEE Transactions on Emerging Topics in Computational Intelligence.

  Research output: Contribution to journal › Article › peer-review

  • Interaction Perspective 100%
  • Public Health 16%
  • Verification 16%
  • Social Context 16%
  • Reading Habit 16%
  1 Scopus citations

• A Survey of Multimodal Learning: Methods, Applications, and Future

  Yuan, Y., Li, Z. & Zhao, B., 20 Feb 2025, In: ACM Computing Surveys. 57, 7, 167.

  Research output: Contribution to journal › Article › peer-review

  • Artificial Intelligence 100%
  • Sensation of Hearing 100%
  • Learning System 100%
  • Sensation of Taste 100%
  • Perceptual System 33%
  2 Scopus citations

• Attack Detection and Location Using State Forecasting in Multivariate Time Series of ICS

  Cao, G., Wu, Y., Yu, D. & Wang, Z., 2025, (Accepted/In press) In: IEEE Transactions on Network Science and Engineering.

  Research output: Contribution to journal › Article › peer-review

  • Graph Structure Learning 100%

• Autonomous robotic ultrasound scanning system: a key to enhancing image analysis reproducibility and observer consistency in ultrasound imaging

  Lin, X. X., Li, M. D., Ruan, S. M., Ke, W. P., Zhang, H. R., Huang, H., Wu, S. H., Cheng, M. Q., Tong, W. J., Hu, H. T., He, D. N., Lu, R. F., Lin, Y. D., Kuang, M., Lu, M. D., Chen, L. D., Huang, Q. H. & Wang, W., 2025, In: Frontiers in Robotics and AI. 12, 1527686.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Contact Force 100%
  • Pipeline System 100%
  • Image Analysis 100%
  • Echography 100%
  • Reproducibility 100%
  1 Scopus citations

• Auto-weighted Graph Reconstruction for efficient ensemble clustering

  Yang, X., Zhao, W., Wang, J., Peng, S. & Nie, F., Jan 2025, In: Information Sciences. 689, 121486.

  Research output: Contribution to journal › Article › peer-review

  • Distance Graph 100%
  1 Scopus citations

• Balanced and Discrete Multi-view Clustering with Adaptive Graph Learning

  Zhao, M., Nie, F., Wang, C. & Li, X., 2025, (Accepted/In press) In: IEEE Transactions on Circuits and Systems for Video Technology.

  Research output: Contribution to journal › Article › peer-review

  • Multi View Clustering 100%
  • Clustering Method 16%
  • Optimization Problem 16%
  • Clustering Result 16%
  • Optimization Framework 16%

• Bidirectional fusion for deep contrastive multi-view clustering

  Yu, Y., Wang, J., Yu, W., Zhao, Z., Miao, Z. & Nie, F., 25 Aug 2025, In: Expert Systems with Applications. 287, 128193.

  Research output: Contribution to journal › Article › peer-review

  • Multi View Clustering 100%
  • Clustering Method 66%
  • Contrastive Learning 50%
  • Feature Matrix 50%
  • Similarity Matrix 33%

• Building extraction from remote sensing images with deep learning: A survey on vision techniques

  Yuan, Y., Shi, X. & Gao, J., Feb 2025, In: Computer Vision and Image Understanding. 251, 104253.

  Research output: Contribution to journal › Article › peer-review

  • Deep Learning Method 100%
  • Remote Sensing 100%
  • Isolation Method 50%
  • Oriented Perspective 50%
  • State of the Art 33%
  3 Scopus citations

• Buried Grating Enables Fast Response Self-Powered Polarization-Sensitive Perovskite Photodetectors for High-Speed Optical Communication and Polarization Imaging

  Sun, Y., Wang, J., Liu, J., Bao, H., Xu, J., Zhang, G., Xiao, L., Zhang, G., Zhang, Z., Qin, C., Yang, Z. & Cheng, G., 2025, (Accepted/In press) In: Small.

  Research output: Contribution to journal › Article › peer-review

  • Photometer 100%
  • Self-Powered 100%
  • Fast Response 100%
  • Photosensor 100%
  • Response Time 12%

• Buried Grating Enables Fast Response Self-Powered Polarization-Sensitive Perovskite Photodetectors for High-Speed Optical Communication and Polarization Imaging

  Sun, Y., Wang, J., Liu, J., Bao, H., Xu, J., Zhang, G., Xiao, L., Zhang, G., Zhang, Z., Qin, C., Yang, Z. & Cheng, G., 28 Apr 2025, In: Small. 21, 17, 2411610.

  Research output: Contribution to journal › Article › peer-review

  • Photometer 100%
  • Self-Powered 100%
  • Fast Response 100%
  • Photosensor 100%
  • Response Time 12%

• Central Pixel-Based Dual-Branch Network for Hyperspectral Image Classification

  Ma, D., Xu, S., Jiang, Z. & Yuan, Y., Apr 2025, In: Remote Sensing. 17, 7, 1255.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Image Classification 100%
  • Hyperspectral Image 100%
  • Convolutional Neural Network 100%
  • Hyperspectral Image Classification 100%
  • Pattern Recognition 100%

• ChangeRD: A registration-integrated change detection framework for unaligned remote sensing images

  Jing, W., Chi, K., Li, Q. & Wang, Q., Feb 2025, In: ISPRS Journal of Photogrammetry and Remote Sensing. 220, p. 64-74 11 p.

  Research output: Contribution to journal › Article › peer-review

  • Perspective Transformation 100%
  • Illumination Variation 50%
  • Central Difference 50%
  • Imaging Sensor 50%
  • Spatial Transformation 50%

• Collision-Free Maneuvering for a UAV Swarm Based on Parallel Control

  Li, J., Ma, W., Fang, Y. W., Yu, D. & Chen, C. L. P., 2025, In: IEEE/CAA Journal of Automatica Sinica. 12, 4, p. 761-775 15 p.

  Research output: Contribution to journal › Article › peer-review

  • Unmanned Aerial Vehicle 100%
  • Control Method 40%
  • Simulation Result 20%
  • Time Domain 20%
  • Convergence Time 20%
  1 Scopus citations

• Combining SAM with Limited Data for Change Detection in Remote Sensing

  Gao, J., Zhang, D., Wang, F., Ning, L., Zhao, Z. & Li, X., 2025, (Accepted/In press) In: IEEE Transactions on Geoscience and Remote Sensing.

  Research output: Contribution to journal › Article › peer-review

  • Experimental Result 100%
  • Image Analysis 100%
  • Remote Sensing Image 100%
  • Convolutional Neural Network 100%
  • Computer Vision Task 100%

• Combining SAM With Limited Data for Change Detection in Remote Sensing

  Gao, J., Zhang, D., Wang, F., Ning, L., Zhao, Z. & Li, X., 2025, In: IEEE Transactions on Geoscience and Remote Sensing. 63, 5614311.

  Research output: Contribution to journal › Article › peer-review

  • Experimental Result 100%
  • Image Analysis 100%
  • Remote Sensing Image 100%
  • Convolutional Neural Network 100%
  • Computer Vision Task 100%

• Command Filtered Adaptive Fuzzy Event-Triggered Control for Stochastic Time-Delay Nonlinear System With Time-Varying Output Constraints

  Zhao, X., Zhao, J., Sun, Z., Lan, Q. X. & Yu, D., Jun 2025, In: International Journal of Robust and Nonlinear Control. 35, 9, p. 3411-3423 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Delay Time 100%
  • Nonlinear System 100%
  • Event-Triggered Control 100%
  • Feedback Control 33%
  • Control Strategy 33%

• Compactness score: a fast filter method for unsupervised feature selection

  Zhu, P., Hou, X., Tang, K., Wang, Z. & Nie, F., May 2025, In: Annals of Operations Research. 348, 1, p. 299-315 17 p., 106019.

  Research output: Contribution to journal › Article › peer-review

  • Feature Extraction 100%
  • Feature Selection 100%
  • Big Data 50%
  • Clustering Task 50%
  • Decision-Making 25%
  2 Scopus citations

• Comprehensive Information Extraction with Separable Representation Learning for Multi-View Clustering

  Wang, P., Wu, D., Xu, J. & Nie, F., 2025, (Accepted/In press) In: IEEE Transactions on Circuits and Systems for Video Technology.

  Research output: Contribution to journal › Article › peer-review

  • Representation Learning 100%
  • Information Extraction 100%
  • Multi View Clustering 100%
  • Clustering Method 44%
  • Clustering Result 22%

• Confident Multi-View Stereo

  Ma, X., Li, Q., Yuan, Y. & Wang, Q., 2025, In: IEEE Transactions on Multimedia. 27, p. 2347-2361 15 p.

  Research output: Contribution to journal › Article › peer-review

  • Critical Approach 100%

• Contrastive learning for multi-layer network community detection via learnable network augmentation

  Teng, M., Yin, Z., Huang, J., Gao, C., Li, X., Nekorkin, V. & Wang, Z., 2025, (Accepted/In press) In: IEEE Transactions on Network Science and Engineering.

  Research output: Contribution to journal › Article › peer-review

  • Multi-Layer Network 100%
  • Resulting Network 25%

• Cross-View Approximation on Grassmann Manifold for Multiview Clustering

  Ma, Y., Shen, X., Wu, D., Cao, J. & Nie, F., 2025, In: IEEE Transactions on Neural Networks and Learning Systems. 36, 4, p. 7772-7777 6 p.

  Research output: Contribution to journal › Article › peer-review

  • Objective Function 100%
  • Free Parameter 100%
  • Feature Space 100%
  • Adjacency Matrix 100%
  • Approximation (Algorithm) 100%
  1 Scopus citations

• Crystallization behavior of amorphous GST films under an ultrafast laser irradiation

  Zhang, X., Lv, J., Xu, J., Xie, L., Zhang, G., Zhang, Z., Li, S. & Cheng, G., Apr 2025, In: Optics and Laser Technology. 182, 112145.

  Research output: Contribution to journal › Article › peer-review

  • Phase-Change Memory 100%
  • Phase Change Memory 75%

• Data Subdivision Based Dual-Weighted Robust Principal Component Analysis

  Wang, S., Nie, F., Wang, Z., Wang, R. & Li, X., 2025, In: IEEE Transactions on Image Processing. 34, p. 1271-1284 14 p.

  Research output: Contribution to journal › Article › peer-review

  • Principal Component 100%
  • Component Analysis 100%
  • Projection Matrix 66%
  • Dimensionality Reduction 66%
  • Dimensionality 66%

• Decentralized event-trigger-based predefined-time adaptive control of large-scale nonlinear systems

  Fan, C., Xiao, C., Xu, T., Yu, D. & Chen, C. L. P., Jan 2025, In: Journal of the Franklin Institute. 362, 2, 107446.

  Research output: Contribution to journal › Article › peer-review

  • Adaptive Control Systems 100%
  • Nonlinear System 100%
  • Adaptive Control 100%
  • Control Strategy 25%
  • Control Method 25%
  1 Scopus citations

• Deep Label Propagation with Nuclear Norm Maximization for Visual Domain Adaptation

  Wang, W., Li, H., Wang, C., Huang, C., Ding, Z., Nie, F. & Cao, X., 2025, (Accepted/In press) In: IEEE Transactions on Image Processing.

  Research output: Contribution to journal › Article › peer-review

  • Domain Adaptation 100%
  • Nuclear Norm 100%
  • Discriminative Feature 40%
  • Experimental Result 20%
  • Similarity Graph 20%

• Deep Spectral Clustering With Projected Adaptive Feature Selection

  Zhao, Y., Bi, Z., Zhu, P., Yuan, A. & Li, X., 2025, In: IEEE Transactions on Geoscience and Remote Sensing. 63, 5504712.

  Research output: Contribution to journal › Article › peer-review

  • Remote Sensing Image 100%
  • Feature Extraction 100%
  • Feature Selection 100%
  • Spectral Clustering 100%
  • Learning System 100%

• Deterministic Convergence Analysis for GRU Networks via Smoothing Regularization

  Zhu, Q., Kang, Q., Xu, T., Yu, D. & Wang, Z., 2025, In: Computers, Materials and Continua. 83, 2, p. 1855-1879 25 p.

  Research output: Contribution to journal › Article › peer-review

  • Gated Recurrent Unit 100%
  • Regularization 100%
  • Mathematical Convergence 100%
  • Gated Recurrent Unit Network 100%
  • Recurrent Neural Network 28%

• Direct Spectral Clustering with New Graph Learning for Better Fitting

  Kong, L., Xue, J., Nie, F. & Li, X., 2025, (Accepted/In press) In: IEEE Transactions on Knowledge and Data Engineering.

  Research output: Contribution to journal › Article › peer-review

  • Similarity 100%
  • Eigenvalue 100%
  • Complex Structure 100%
  • Optimized Process 100%
  • Unified Process 33%

• Discriminative and Robust Autoencoders for Unsupervised Feature Selection

  Ling, Y., Nie, F., Yu, W. & Li, X., 2025, In: IEEE Transactions on Neural Networks and Learning Systems. 36, 1, p. 1622-1636 15 p.

  Research output: Contribution to journal › Article › peer-review

  • Feature Extraction 100%
  • Feature Selection 100%
  • Autoencoder 100%
  • Cluster Structure 37%
  • k-means Clustering 25%
  5 Scopus citations

• Distance-aware network for physical-world object distribution estimation and counting

  Yuan, Y., Guo, H. & Gao, J., Jan 2025, In: Pattern Recognition. 157, 110896.

  Research output: Contribution to journal › Article › peer-review

  • Relative Error 100%
  • Physical World Object 100%
  • True Distribution 50%
  • Vanishing Point 50%
  • Absolute Error 50%
  6 Scopus citations

• Distributed average tracking control for a class of unknown heterogeneous nonlinear second-order multiagent systems with external disturbances

  Yao, D., Xu, B., Yu, D., Li, X. & Wang, Z., 2025, (Accepted/In press) In: Nonlinear Dynamics. 107446.

  Research output: Contribution to journal › Article › peer-review

  • Control Algorithm 100%
  • External Disturbance 100%
  • Multiagents 100%
  • tracking control 100%
  • Multi Agent System 100%

• Diversity-induced fuzzy clustering with Laplacian regularization

  Gao, Y., Wu, Q., Xu, Z., Pan, J., Shao, G., Zhu, Q. & Nie, F., Oct 2025, In: Information Sciences. 715, 122225.

  Research output: Contribution to journal › Article › peer-review

  • fuzzy c mean 100%
  • Fuzzy Clustering 100%
  • Regularization 100%
  • Laplace Operator 100%
  • Unsupervised Learning 100%