Department of Intelligent Science

Research output

Research output per year 2007 2021 2022 2023 2024 2025

• 205 Conference Proceeding
• 179 Article
• 28 Patent
• 15 Conference article
• 30 More
  • 8 Paper
  • 6 Other contribution
  • 4 Chapter
  • 4 Software
  • 2 Comment/debate
  • 2 Editorial
  • 1 Book
  • 1 Review article
  • 1 Exhibition/ Event/ Festival
  • 1 Textual work

Research output per year

Research output per year

Search results

• 2025

  Topology-Aware Keypoint Detection via Skeleton-Based Shape Matching

  Li, Y., Li, P., Xu, M., Wang, Y., Ji, C., Han, Y. & Chen, R., 2025, (Accepted/In press) In: IEEE TRANSACTIONS ON CONSUMER ELECTRONICS.

  Research output: Contribution to journal › Article › peer-review
• 2024

  Acoustic Scene Classification Across Cities and Devices via Feature Disentanglement

  Tan, Y., Ai, H., Li, S. & Plumbley, M. D., 12 Jan 2024, In: IEEE/ACM Transactions on Audio Speech and Language Processing. 32, p. 1286-1297 12 p.

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

  Open Access

  • Classification Problem 100%
  • Acoustic Signal 100%
  • Candidate Domain 100%
  • Domain Boundary 100%
  • Decision Boundary 100%
  4 Citations (Scopus)

• A high-performance conical-neck helmholtz resonator-based piezoelectric self-powered system for urban transportation

  Fan, P., Wang, S. & Wang, X., 15 Apr 2024, In: Applied Acoustics. 220, 109945.

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

  • Urban Transportation 100%
  • Helmholtz Resonator 100%
  • Piezoelectricity 100%
  • Resonator 100%
  • Acoustic Energy 100%

• An unknown wafer surface defect detection approach based on Incremental Learning for reliability analysis

  Zhao, Z., Wang, J., Tao, Q., Li, A. & Chen, Y., Apr 2024, In: Reliability Engineering and System Safety. 244, 109966.

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

  • Detection 100%
  • Detector 100%
  • Surface Defect 100%
  • Neural Network 100%
  • Convolutional Neural Network 66%
  23 Citations (Scopus)

• A Security Information Transmission Method Based on DHR for Seafloor Observation Network

  Ying, F., Zhao, S. & Wang, J., Feb 2024, In: Sensors. 24, 4, 1147.

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

  Open Access

  • Frame Check Sequence 100%
  • Heterogeneous Redundancy 50%
  • Long Distance 50%
  • Computational Cost 50%

• Cantonese natural language processing in the transformers era: a survey and current challenges

  Xiang, R., Chersoni, E., Li, Y., Li, J., Huang, C. R., Pan, Y. & Li, Y., 8 Jun 2024, In: Language Resources and Evaluation.

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

  Open Access

  • Natural Language Processing 100%
  • Language Modeling 50%
  • Language Understanding 50%

• CFTNet: a robust credit card fraud detection model enhanced by counterfactual data augmentation

  Kong, M., Li, R., Wang, J., Li, X., Jin, S., Xie, W., Hou, M. & Cao, C., May 2024, In: Neural Computing and Applications. 36, 15, p. 8607-8623 17 p.

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

  • Credit Card 100%
  • Fraud Detection 100%
  • Credit Card Fraud 100%
  • Causal Modeling 50%
  • Causal Relationship 25%
  2 Citations (Scopus)

• Continuous Image Outpainting with Neural ODE

  Gao, P., Yang, X., Zhang, R. & Huang, K., 25 Apr 2024, In: ACM Transactions on Multimedia Computing, Communications and Applications. 20, 7, 203.

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

  • Experimental Result 100%
  • Accurate Prediction 100%
  • Active Research 100%
  • Computervision 100%
  • Deep Learning 100%

• Cross-frame feature-saliency mutual reinforcing for weakly supervised video salient object detection

  Wang, J., Yu, S., Zhang, B., Zhao, X., García-Fernández, Á. F., Lim, E. G. & Xiao, J., Jun 2024, In: Pattern Recognition. 150, 110302.

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

  • Deep Feature 100%
  • Salient Object Detection 100%
  • Regularization 100%
  • Annotation 66%
  • Training Process 33%

• Decentralized multi-agent cooperation via adaptive partner modeling

  Xu, C., Wang, J., Zhu, X., Yue, Y., Zhou, W., Liang, Z. & Wojtczak, D., 2024, (Accepted/In press) In: Complex and Intelligent Systems. 10, 4, p. 4989-5004 16 p.

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

  Open Access

  • Model-Based Reinforcement Learning 100%
  • Multi-Agent Reinforcement Learning 100%
  • Multiagent Model 100%
  • Learning Curve 100%
  • Generate Sample 100%

• Discriminative Feature Enhancement Network for Few-Shot Classification and Beyond

  Wu, F., Wang, Q-F., Liu, X., Chen, Q., Zhao, Y., Zhang, B. & Lim, E. G., 1 Dec 2024, In: Expert Systems with Applications. 255, 124811.

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

  • Discriminative Feature 100%
  • Machine Learning 25%
  • Self-Attention Mechanism 25%
  • Image Retrieval 25%
  • Expression Recognition 25%

• DSANet: Dynamic and Structure-Aware GCN for Sparse and Incomplete Point Cloud Learning

  Li, Y., Baciu, G., Chen, R., Li, C., Wang, H., Pan, Y. & Ding, W., 2024, (Accepted/In press) In: IEEE Transactions on Neural Networks and Learning Systems.

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

• EgPDE-Net: Building Continuous Neural Networks for Time Series Prediction With Exogenous Variables

  Gao, P., Yang, X., Zhang, R., Guo, P., Goulermas, J. Y. & Huang, K., 28 Feb 2024, In: IEEE Transactions on Cybernetics. 54, 9, p. 5381-5393 13 p.

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

  Open Access

  • Partial Differential Equation 100%
  • Time Series Prediction 100%
  • Neural Network 100%
  • Exogenous Variable 100%
  • Regularization 25%

• Hybrid attention network for citrus disease identification

  Zhang, F., Jin, X., Lin, G., Jiang, J., Wang, M., An, S., Hu, J. & Lyu, Q., May 2024, In: Computers and Electronics in Agriculture. 220, 108907.

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

  • Attention (Machine Learning) 100%
  • Frequency Domain 100%
  • Citrus 100%
  • Identification Model 33%
  • Feature Information 33%
  2 Citations (Scopus)

• Improving RSW nugget diameter prediction method: unleashing the power of multi-fidelity neural networks and transfer learning

  Yue, Z. J., Chen, Q. R., Bao, Z. G., Huang, L., Tan, G. B., Hou, Z. H., Li, M. S., Huang, S. Y., Zhao, H. L., Kong, J. Y., Wang, J. & Liu, Q., Sept 2024, In: Advances in Manufacturing. 12, 3, p. 409-427 19 p.

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

  • Resistance Spot 100%
  • Spot Welding 100%
  • Nugget Diameter 100%
  • Neural Network 100%
  • Learning System 100%

• Instance-Specific Model Perturbation Improves Generalized Zero-Shot Learning

  Yang, G., Huang, K., Zhang, R. & Yang, X., 23 Apr 2024, In: Neural Computation. 36, 5, p. 936-962 27 p.

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

  • Training Data 100%
  • Perturbation Model 100%
  • Learning Model 100%

• Inter-feature Relationship Certifies Robust Generalization of Adversarial Training

  Zhang, S., Qian, Z., Huang, K., Wang, Q. F., Gu, B., Xiong, H. & Yi, X., 2024, (Accepted/In press) In: International Journal of Computer Vision.

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

  • Adversarial Machine Learning 100%
  • Adversarial Example 100%
  • Learning System 100%
  • Natural Feature 100%
  • Computer Vision 25%

• Multi-Keys Attention Network for Image Captioning

  Yang, Z., Li, H., Ouyang, R., Zhang, Q. & Xiao, J., 2024, In: Cognitive Computation. 16, 3, p. 1061-1072 12 p.

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

  • Attention (Machine Learning) 100%
  • Image Captioning 100%
  • Self-Attention Mechanism 66%
  • Image Region 50%
  • Region Feature 33%

• Perturbation diversity certificates robust generalization

  Qian, Z., Zhang, S., Huang, K., Wang, Q., Yi, X., Gu, B. & Xiong, H., Apr 2024, In: Neural Networks. 172, 106117.

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

  • Adversarial Machine Learning 100%
  • Adversarial Example 40%
  • Data Distribution 40%
  • Deep Neural Network 20%
  • Generalization Performance 20%

• Prototype Guided Pseudo Labeling and Perturbation-based Active Learning for domain adaptive semantic segmentation

  Peng, J., Sun, M., Lim, E. G., Wang, Q. & Xiao, J., Apr 2024, In: Pattern Recognition. 148, 110203.

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

  • Based Active Learning 100%
  • Target Information 16%
  1 Citation (Scopus)

• Revisiting 3D Point Cloud Analysis with Markov Process

  Wang, Q-F., 2024, (Accepted/In press) In: Pattern Recognition.

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

• SaliencyCut: Augmenting plausible anomalies for anomaly detection

  Ye, J., Hu, Y., Yang, X., Wang, Q. F., Huang, C. & Huang, K., Sept 2024, In: Pattern Recognition. 153, 110508.

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

  • Anomaly Detection 100%
  • Discrimination Learning 100%
  • Learning Strategy 100%
  • Data Augmentation 66%
  • Discriminative Feature 33%
  1 Citation (Scopus)

• Scene Text Recognition via Dual-path Network with Shape-driven Attention Alignment

  Hu, Y., Dong, B., Huang, K., Ding, L., Wang, W., Huang, X. & Wang, Q. F., 30 Apr 2024, In: ACM Transactions on Multimedia Computing, Communications and Applications. 20, 4, 107.

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

  • Model 100%
  • Convolutional Neural Network 33%
  • Superior Performance 33%
  • image feature 33%
  • Multimedia Application 33%

• Selective-Memory Meta-Learning with Environment Representations for Sound Event Localization and Detection

  Hu, J. & Cao, Y., Aug 2024, In: IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP).

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

• Self-supervised learning for point cloud data: A survey

  Zeng, C., Wang, W., Nguyen, A., Xiao, J. & Yue, Y., 1 Mar 2024, In: Expert Systems with Applications. 237, 121354.

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

  Open Access

  • Broad Category 100%
  13 Citations (Scopus)

• STFT-TCAN:A TCN-attention based multivariate time series anomaly detection architecture with time-frequency analysis for cyber-industrial systems

  Tu, F. F., Liu, D. J., Yan, Z. W., Jin, X. B. & Geng, G. G., Aug 2024, In: Computers and Security. 144, 103961.

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

  Open Access

  • Anomaly Detection 100%
  • Multivariate Time Series 100%
  • Time Fourier Transform 100%
  • Temporal Convolutional Network 100%
  • Industrial System 100%

• Tangible and Mid-Air Interactions in Hand-Held Augmented Reality for Upper Limb Rehabilitation: An Evaluation of User Experience and Motor Performance

  Sun, W., Huang, M., Wu, C., Yang, R., Yue, Y. & Jiang, M., 8 May 2024, (E-pub ahead of print) In: International Journal of Human-Computer Interaction.

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

  • Augmented Reality 100%
  • User Experience 100%
  • Motor Performance 100%
  • Electroencephalography 16%
  • Self-Report 16%
  3 Citations (Scopus)

• TFPred: Learning discriminative representations from unlabeled data for few-label rotating machinery fault diagnosis

  Chen, X., Yang, R., Xue, Y., Song, B. & Wang, Z., May 2024, In: Control Engineering Practice. 146, 105900.

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

  • Machinery Fault Diagnosis 100%
  • Limited Labeled Data 50%
  • Diagnose Problem 50%
  3 Citations (Scopus)

• TouchMark: Partial Tactile Feedback Design for Upper Limb Rehabilitation in Virtual Reality

  Zhang, J., Huang, M., Chen, Y., Liao, K-L., Shi, J., Liang, H. N. & Yang, R., 10 Sept 2024, In: IEEE Transactions on Visualization and Computer Graphics. p. 1 11 p., DOI: 10.1109/TVCG.2024.3456173.

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

  • Tracking Device 100%
  • Tactile Stimulus 100%

• Trajectory Poisson Multi-Bernoulli Mixture Filter for Traffic Monitoring Using a Drone

  Garcia-Fernandez, A. F. & Xiao, J., 1 Jan 2024, In: IEEE Transactions on Vehicular Technology. 73, 1, p. 402-413 12 p.

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

  Open Access

  • Camera 100%
  • Trajectory 100%
  • Traffic Monitoring 100%
  • Neural Network 100%
  • Algorithm 75%
  4 Citations (Scopus)

• Unified Multi-Modality Video Object Segmentation Using Reinforcement Learning

  Sun, M., Xiao, J., Lim, E. G., Zhao, C. & Zhao, Y., 2024, In: IEEE Transactions on Circuits and Systems for Video Technology. 34, 8, p. 6722-6734 13 p.

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

  • Reinforcement Learning 100%
  • Multimodality 100%
  • Unified Framework 66%
  • New-State 33%
  • Art Performance 33%
  5 Citations (Scopus)

• Wearable Fatigue Detection System for SSVEP-BCI

  Ouyang, Y., Luo, Y., Li, Y., Wang, H. & Pan, Y., 2024, In: Kongzhi yu Juece/Control and Decision.

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

• 多模态情感识别与理解发展现状及趋势

  Translated title of the contribution: Development of multimodal sentiment recognition and understandingTao, J., Fan, C., Lian, Z., Lyu, Z., Shen, Y. & Liang, S., Jun 2024, In: Journal of Image and Graphics. 29, 6, p. 1607-1627 21 p.

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

  • Psychological Intervention 100%
  • Emotion Understanding 100%
  • Counseling Process 100%
  1 Citation (Scopus)

• 面向认知通信辐射源的个体识别方法综述

  Liang, T., Liu, S., Zhang, L. & Zhang, B., 2024, In: Communication countermeasures.

  Research output: Contribution to journal › Article › peer-review
• 2023

  5G 随机接入过程解析

  Translated title of the contribution: Analysis of 5G Random Access ProcessLiang, T., Liu, S., Zhu, H. & Wang, Y., Mar 2023, (Accepted/In press) In: Communication countermeasures. 42, 1, p. 9-14 5 p.

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

• Aggregated pyramid gating network for human pose estimation without pre-training

  Jiang, C., Huang, K., Zhang, S., Wang, X., Xiao, J. & Goulermas, Y., Jun 2023, In: Pattern Recognition. 138, 109429.

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

  • Pose Estimation 100%
  • Gating Network 100%
  • Semantic Feature 40%
  • Benchmark 20%
  • Models 20%
  8 Citations (Scopus)

• Anomaly Detection Using Multiscale C-LSTM for Univariate Time-Series

  Lu, Y. X., Jin, X. B., Liu, D. J., Zhang, X. C. & Geng, G. G., 2023, In: Security and Communication Networks. 2023, 6597623.

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

  Open Access

  • Long Short-Term Memory Network 100%
  • Anomaly Detection 100%
  • Convolutional Neural Network 37%
  • Deep Learning Model 12%
  • Network Traffic 12%
  3 Citations (Scopus)

• A Random Forest and Model-Based Hybrid Method of Fault Diagnosis for Satellite Attitude Control Systems

  Chen, S., Yang, R., Zhong, M., Xi, X. & Liu, C., 2023, In: IEEE Transactions on Instrumentation and Measurement. 72, 3518413.

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

  • Model 100%
  • Forest 100%
  • Hybrid 100%
  • Fault 100%
  • Control System 100%
  19 Citations (Scopus)

• Context-Aware 3D Points of Interest Detection via Spatial Attention Mechanism

  Shu, Z., Gao, L., Yi, S., Wu, F., Ding, X., Wan, T. & Xin, S., 12 Jul 2023, In: ACM Transactions on Multimedia Computing, Communications and Applications. 19, 6

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

• Cooperative multi-agent deep reinforcement learning based decentralized framework for dynamic renewable hosting capacity assessment in distribution grids

  Xu, X., Chen, X., Wang, J., Fang, L., Xue, F. & Lim, E. G., Oct 2023, In: Energy Reports. 9, p. 441-448 8 p.

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

  Open Access

  • Assessments 100%
  • Learning 100%
  • Cooperative Multi 100%
  • Multi-Agent Deep Reinforcement Learning 100%
  • Statics 40%
  2 Citations (Scopus)

• Credible Dual-Expert Learning for Weakly Supervised Semantic Segmentation

  Zhang, B., Xiao, J., Wei, Y. & Zhao, Y., Aug 2023, In: International Journal of Computer Vision. 131, 8, p. 1892-1908 17 p.

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

  • Design 100%
  • Image Segmentation 100%
  • Segmentation Model 100%
  • Relationships 66%
  • Standards 66%
  8 Citations (Scopus)

• Cycle-Free Weakly Referring Expression Grounding With Self-Paced Learning

  Sun, M., Xiao, J., Lim, E. G. & Zhao, Y., 2023, In: IEEE Transactions on Multimedia. 25, p. 1611-1621 11 p.

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

  • Functions 100%
  • Learning Mechanism 100%
  • Candidate Region 100%
  • Training Period 100%
  • Average Accuracy 100%
  15 Citations (Scopus)

• Deciphering China’s Socio-Economic Disparities: A Comprehensive Study Using Nighttime Light Data

  Chen, T., Zhou, Y., Zou, D., Wu, J., Chen, Y., Wu, J. & Wang, J., Sept 2023, In: Remote Sensing. 15, 18, 4581.

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

  Open Access

  • Regional Development 100%
  • Buffer Zone 50%
  • Development Plan 50%
  • Development Indicator 50%
  5 Citations (Scopus)

• Designing a virtual reality-support for the thesis supervision meetings: A case of a Sino-British international university in China

  Luo, Y., Sun, S., Wang, Y., Wu, D., Ouyang, Y., Li, Y. & Pan, Y., 1 Dec 2023, In: Computers and Education: X Reality. 3, 100047, 100047.

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

  Open Access

  • Virtual Reality 100%
  • Use Case 50%
  • Implementation Detail 50%
  • Virtual Reality Application 50%
  • Virtual Reality Technology 50%
  4 Citations (Scopus)

• Effect of reaching movement modulation on experience of control in virtual reality

  Wang, L., Huang, M., Yang, R., Qin, C., Han, J. & Liang, H. N., 2023, In: International Journal of Human-Computer Interaction.

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

  2 Citations (Scopus)

• Evaluating Feeling of Control in Virtual Object Translation on 2D Interfaces

  Sun, W., Huang, M., Wu, C., Yang, R., Han, J. & Yue, Y., 2023, In: Artificial Intelligence for Engineering Design, Analysis and Manufacturing: AIEDAM.

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

• Fully and Weakly Supervised Referring Expression Segmentation With End-to-End Learning

  Li, H., Sun, M., Xiao, J., Lim, E. G. & Zhao, Y., 1 Oct 2023, In: IEEE Transactions on Circuits and Systems for Video Technology. 33, 10, p. 5999-6012 14 p.

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

  Open Access

  • Segmentation Label 100%
  • Segmentation Method 100%
  7 Citations (Scopus)

• Generalized image outpainting with U-transformer

  Gao, P., Yang, X., Zhang, R., Goulermas, J. Y., Geng, Y., Yan, Y. & Huang, K., May 2023, In: Neural Networks. 162, p. 1-10 10 p.

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

  • Design 100%
  • Testing 100%
  • Contexts 100%
  • Swin Transformer 100%
  • Range Dependency 100%
  9 Citations (Scopus)

• Mind the Gap: Alleviating Local Imbalance for Unsupervised Cross-Modality Medical Image Segmentation

  Su, Z., Yao, K., Yang, X., Wang, Q., Yan, Y., Sun, J. & Huang, K., 1 Jul 2023, In: IEEE Journal of Biomedical and Health Informatics. 27, 7, p. 3396-3407 12 p.

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

  Open Access

  • Domains 100%
  • Image Segmentation 100%
  • local feature 33%
  • Segmentation 22%
  • Models 11%
  1 Citation (Scopus)

• Mining top-k high average-utility itemsets based on breadth-first search

  Liu, X., Chen, G., Wu, F., Wen, S. & Zuo, W., Dec 2023, In: Applied Intelligence. 53, 23, p. 29319-29337 19 p.

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

  • Average Utility 100%
  • Algorithms 50%
  • Search Space 33%
  • User 16%
  • Scalability 16%