吴宗泽｜深圳大学｜学者主页

2026

Core unlearning: A multi-modal gradient-efficient architecture for exact and approximate model rewriting

Saeed Iqbal, Xiaopin Zhong, Muhammad Attique Khan, Zongze Wu, Nouf Abdullah Almujally, Weixiang Liu, Amir Hussain

Information Processing & Management，Vol. 63, No. 2

DOI

2026

面向复杂环境的频域导向稀疏融合多光谱目标检测算法

肖海东，任志刚，蔡声泽，许超，吴宗泽

《自动化学报》

2026

时空一致大模型驱动的移动机器人零样本无图导航方法

赖宏铭，林科潭，谭健，任志刚，陈辞，许超，吴宗泽

《控制理论与应用》

2026

基于改进遗传算法的多异构无人水面艇任务分配方法

白小山，张淼森，佘桉奇，张博，李坚强，吴宗泽

《信息与控制》

2026

MWYOLO: A Mamba-Enhanced Lightweight YOLO Framework with Multi-Frequency Attention for Industrial Surface Defect Detection

Junjian Chen, Zhigang Ren, Haidong Xiao, Zongze Wu

AI for Engineering

DOI

2026

Joint Semantic Segmentation and Image Caption for Mini LED Defect Detection

Zongze Wu, Yufan Liu, Yaqi Liu, Long Chen, Tengyu Zhang, Jie Xu, Wei Wang, Chong Yu

Youth Academic Annual Conference of Chinese Association of Automation

DOI

2026

ForgeDreamer: Industrial Text-to-3D Generation with Multi-Expert LoRa and Cross-View Hypergraph

Jun-Hao Cai, Deyu Zeng, Junhao Pang, Lini Li, Zongze Wu, Xiao-Pin Zhong

2026 IEEE/CVF Conference on Computer Vision and Pattern Recognition- FINDINGS Track (CVPRF)

DOI

2026

Synthesizing Automotive LED Defect Samples via a Dual-Interrelated Diffusion Model

Zongze Wu, Bin Zhang, Zhiyang Xie, Yaqi Liu, Yufan Liu, Kun Zhang, Luotao Li, Wei Wang

Youth Academic Annual Conference of Chinese Association of Automation

DOI

2026

CMDS-AD: Cross-Modal Dual-Stream Decoupling for Few-Shot Anomaly Detection

Jun-Hao Cai, Junyu Chen, Deyu Zeng, Junhao Pang, Qi-Wei Liang, Xiao-Pin Zhong, Zongze Wu

arXiv.org

DOI

2026

Causal continual unlearning with disentangled anomaly representations for private industrial vision

Saeed Iqbal, Xiao-Pin Zhong, Muhammad Attique Khan, Zongze Wu, N. Almujally, Wei-Xiang Liu, Amir Hussain

Information Processing & Management

DOI

2026

DCGSeg: Distance correlation graph for nonlinear inter-class relation distillation in continual semantic segmentation

Wei-Xiang Liu, Jianbin Huang, Deyu Zeng, Jia-Wei Pan, Zongze Wu, Xiao-Pin Zhong, Yuan-Long Deng

Neurocomputing

DOI

2026

AS-FPN: an asymmetric semantic-preserving feature pyramid network for efficient semantic segmentation

Jia-Wei Pan, Deyu Zeng, Zongze Wu, Yanyun Qu, Wei-Xiang Liu

Multimedia Systems

DOI

2026

RAIPP: Anchoring visual drift via foundation model priors for unsupervised incremental anomaly detection

You Zhou, Jiang-Shan Zhao, Deyu Zeng, Xiao-Tong Luo, Haoyu Liang, Zongze Wu

Pattern Recognition

DOI

2026

Performance Comparison of Deep Learning Models and Effect Evaluation of YOLO11 for MicroLED Bright-Field AOI Defect Detection

Lei Zhou, Zhiyang Xie, Long Chen, Yufan Liu, Feiyu Chen, Tianjun Li, Wei Wang, Zongze Wu

Youth Academic Annual Conference of Chinese Association of Automation (YAC)

DOI

2026

Meta-Learning-Enhanced Task Assignment and Resource Scheduling for UAV-Assisted WSNs in 6G-Enabled ITS

Mesfin Leranso Betalo, Amr Mahmoud Salem Mohamed, Amin Sharafian, Zongze Wu, J W Li, Xiaoshan Bai

IEEE Transactions on Mobile Computing

DOI

2026

How Powerful are Hypergraph Neural Networks?

Yifan Feng, Rizhuo Huang, Yifan Zhang, Shaoyi Du, Shihui Ying, Zongze Wu, Yue Gao

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2026

An Improved U-Net Model for Multi-Class Defect Detection in Automotive LED

Yaqi Liu, Zongze Wu, Yufan Liu, Tengyu Zhang, Litian Zhen, Wei Wang

Youth Academic Annual Conference of Chinese Association of Automation (YAC)

DOI

2026

MSWA-CLIP: Multi-Scale Window Attention Adaptation of CLIP for Zero-Shot Industrial Anomaly Detection

Lei Zhou, Long Chen, Tianjun Li, Zhiyang Xie, Yu Zhou, Luotao Li, Wei Wang, Zongze Wu

Youth Academic Annual Conference of Chinese Association of Automation (YAC)

DOI

2026

STAE-Net: A Hybrid Unsupervised Framework for Real-Time Mini/Micro LED Defect Inspection

You Zhou, Huocai Luo, Haoyu Liang, Di Yang, Jie Xu, Zongze Wu

Youth Academic Annual Conference of Chinese Association of Automation (YAC)

DOI

2026

A CLIP-driven referring image segmentation model for Mini LED defect inspection

Lei Zhou, Yu Zhou, Long Chen, Yufan Liu, Fuping Wang, Lianzhong You, Zongze Wu, Wei Wang

Youth Academic Annual Conference of Chinese Association of Automation (YAC)

DOI

2026

IEUOD: Improving Underwater Object Detection via Shallow Feature Guidance from Underwater Image Enhancement Models

Wenjia Ouyang, QIU Weidong, Xiaopin Zhong, Zongze Wu

IEEE International Conference on Acoustics Speech and Signal Processing

DOI

2026

Hyperfedfs: Heterogeneous Federated Few-Shot Learning With Hypergraph-Driven Collaborative Aggregation

Qi Tan, Zongze Wu

IEEE International Conference on Acoustics Speech and Signal Processing

DOI

2026

DCT: a plug-and-play data cleaning tool for reducing ambiguous predictions in domain bi-classifier adversarial frameworks

Zichao Cai, Zongze Wu

Journal of Intelligent Information Systems

DOI

2026

HGNNv2: Stable Hypergraph Neural Networks

Yue Gao, Jielong Yan, Yifan Feng, Xiangmin Han, Shihui Ying, Zongze Wu, Han Hu

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2025

Adaptive fuzzy convolution networks for uncertainty-aware image analysis in ambiguous environments

Saeed Iqbal, Xiaopin Zhong, Muhammad Attique Khan, Zongze Wu, Amir Hussain, Shrooq Alsenan, Weixiang Liu

Expert Systems With Applications，Vol. 292

DOI

2025

Continual and wisdom learning for federated learning: A comprehensive framework for robustness and debiasing

Saeed Iqbal, Xiaopin Zhong, Muhammad Attique Khan, Zongze Wu, Dina Abdulaziz Alhammadi, Weixiang Liu, Imran Arshad Choudhry

Information Processing & Management，Vol. 62, No. 5

DOI

2025

Oversized ore segmentation using SAM-enhanced U-Net with self-supervised pre-training and semi-supervised self-training

Wei Wang, Chong Yu, Tengyu Zhang, Feiyu Chen, Yufan Liu, Yaqi Liu, Zongze Wu

Expert Systems With Applications，Vol. 285

DOI

2025

基于改进最小边际代价算法的多USV多AUV任务分配

白小山，佘桉奇，郑心泉，吴宗泽

《控制与决策》

DOI

2025

A Novel Rotated YOLOv8 for Mini LED Multi-Class Defect Detection

Lei Zhou, Tianjun Li, Long Chen, Kun Zhang, Zongze Wu, Wei Wang

ACM Cloud and Autonomic Computing Conference

DOI

2025

MVTS: Multimodal Visual-Tactile Sensor Using a Single Camera*

Wenhao Huang, Dajiang Lu, Xiao-Pin Zhong, Yi-Bin Tian, Zongze Wu

IEEE International Conference on Systems, Man and Cybernetics

DOI

2025

Hypergraph-Based Remaining Prototype Alignment for Open-Set Cross-Domain Image Retrieval

Yang Xu, Yifan Feng, Xiao-Pin Zhong, Yue Gao, Zongze Wu

IEEE transactions on multimedia

DOI

2025

3D Point Cloud Text-to-3D Generation for Industrial Scenes via LoRA Fine-tuning and Hypergraph Computing

Junhao Cail, Deyu Zeng, Junhao Pang, Qi Tan, Xiao-Pin Zhong, Zongze Wu

ACM Cloud and Autonomic Computing Conference

DOI

2025

Polar Edge Distance Loss in Edge-aware Plug-and-play Scheme for Semantic Segmentation

Jianye Yi, Xiao-Pin Zhong, Wei-Xiang Liu, Zongze Wu, Yuan-Long Deng

Engineering applications of artificial intelligence

DOI

2025

Multi-space Representation Fusion Enhanced Monocular Depth Estimation via Virtual Point Cloud

Bie Lin, Si-Qi Li, Xiao-Pin Zhong, Zongze Wu, Yue Gao

ACM Trans. Multim. Comput. Commun. Appl.

DOI

2025

DHGCNN: Dynamic Hypergraph Convolutional Network for Industrial 3D Defect Segmentation

Junhao Pang, Deyu Zeng, Jun-Hao Cai, Qi Tan, Qishuo Yin, Lini Li, Xiao-Pin Zhong, Zongze Wu

ACM Cloud and Autonomic Computing Conference

DOI

2025

6DPose++: Decoupled Head Network for Robust Single-Stage 6D Object Pose Estimation

Aidi Gao, Xiao-Pin Zhong, Weidong Qiu, Xian Yu, Zongze Wu

ACM Cloud and Autonomic Computing Conference

DOI

2025

A Parameter Decoupling and Spatial Vision Mamba-enhanced Model for Mini LED Anomaly Detection

Zongze Wu, Fei Chen, Yufan Liu, Yaqi Liu, Luotao Li, Wei Wang

ACM Cloud and Autonomic Computing Conference

DOI

2025

Contrastive independent subspace analysis network for multi-view spatial information extraction

Tengyu Zhang, Deyu Zeng, Wei Liu, Zongze Wu, Chris Ding, Xiao-Pin Zhong

Neural Networks

DOI

2025

Diverse Anomaly Feature Distributions Learning for Open-Set Supervised Anomaly Detection

Bo-Jia Zhai, Tengyu Zhang, Wei Wang, Kun Zhang, Lei Zhou, Zongze Wu

ACM Cloud and Autonomic Computing Conference

DOI

2025

A Continual Learning Method for Referring Image Segmentation Based on Fusion Pattern-Aware Distillation

Wei-Xiang Liu, Qian Zhang, Linjie Hong, Deyu Zeng, Xiao-Pin Zhong, Zongze Wu

ACM Cloud and Autonomic Computing Conference

DOI

2025

Semi-supervised high-precision fault diagnosis in rotating machinery with limited labeled data

J. Lin, Zhigang Ren, Zongze Wu, Ai-Min Yang

Computer/law journal

DOI

2025

FTNet: A fast trilateral network for surface defect detection in mobile phone

Yijie Wang, Zhigang Ren, Jianpu Cai, Zongze Wu, Shengli Xie

Optics and lasers in engineering

DOI

2025

Multi-view Subspace Classification: A Hierarchical Contrastive Approach and Low-rank Latent Representation

Deyu Zeng, Tengyu Zhang, Zongze Wu, Wei Liu, Chris Ding

IEEE International Conference on Acoustics, Speech, and Signal Processing

DOI

2025

Multimodal Task Representation Memory Bank vs. Catastrophic Forgetting in Anomaly Detection

You Zhou, Jiang-Shan Zhao, Deyu Zeng, Zuo Zuo, Wei-Xiang Liu, Zongze Wu

arXiv.org

DOI

2025

Cross-Modal Semantic Alignment for Efficient Unsupervised Multimodal Anomaly Detection

Baoqiang Li, Tengyu Zhang, Zuo Zuo, Zongze Wu

European Conference on Artificial Intelligence

DOI

2025

A Scale-Adaptive and Background-Robust Method for Surface Defect Detection

Jiahao Dong, Zuo Zuo, Zongze Wu, Mei-Qin Liu

IEEE International Conference on Acoustics, Speech, and Signal Processing

DOI

2025

HyperTrans: Efficient Hypergraph-Driven Cross-Domain Pattern Transfer in Image Anomaly Detection

Tengyu Zhang, Deyu Zeng, Baoqiang Li, Wei Wang, Wei Liu, Zongze Wu

International Joint Conference on Artificial Intelligence

DOI

2025

A survey on RGB, 3D, and multimodal approaches for unsupervised industrial image anomaly detection

Yuxuan Lin, Yang Chang, Xuan Tong, Jiawen Yu, Antonio Liotta, Guofan Huang, Wei Song, Deyu Zeng, Zongze Wu, Yan Wang, Wen-Qiang Zhang

Information Fusion

DOI

2025

F-MMD-DBA: Frobenius-norm Maximum Mean Discrepancy for domain bi-classifier adversarial

Zichao Cai, Zongze Wu, Yanyun Qu, Deyu Zeng

Pattern Recognition Letters

DOI

2025

Hypergraph Foundation Model

Yue Gao, Yifan Feng, Shiquan Liu, Xiangmin Han, ShaoYi DU, Zongze Wu, Han Hu

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2025

Secure aperiodic sampling delay H∞ consensus control for T-S fuzzy multi-agent systems with actuator faults: Its application to intelligent multi-ship steering unmanned pilots

Stephen Arockia Samy, Hafiz Muhammad Yasir Naeem, Inam Ullah, Xiaoshan Bai, Zongze Wu, Jianqiang Li

Ocean Engineering

DOI

2025

RIS-Assisted UAV-Based Dynamic Coverage Control for 6G-Enabled Internet of Everything Using Multi-Agent DRL

Mesfin Leranso Betalo, Zongze Wu, Jianqiang Li, Xiaoshan Bai, Weidong Zhang, Shuzhi Sam Ge

IEEE Transactions on Automation Science and Engineering

DOI

2025

Implicit Wafer Plane Inspection of Masks Using a Lithography Aware End-to-End Neural Network

Yingqi Cai, Yibin Tian, Dajiang Lu, Xingyu Ma, Zhi Zeng, Zongze Wu

IEEE Photonics Technology Letters

DOI

2025

Extended Euclidean Distance-Based Model Predictive Control for Safety-Critical Dynamic Obstacle Avoidance

Bo Zhang, Jian Fei Pan, Zihao Huang, Junjie Wen, Zongze Wu, Ben M. Chen

IEEE Transactions on Industrial Electronics

DOI

2025

Contrastive Multiview Low-Rank Latent Subspace Self-Representation and Classification Network

Deyu Zeng, Tong Zhang, Zongze Wu, Wei Liu, Chris H. Q. Ding, Weixiang Liu

IEEE Transactions on Systems Man and Cybernetics Systems

DOI

2025

Aggregated masked autoencoding for offline reinforcement learning

Changqing Yuan, Yongfang Xie, Yongfang Xie, Shiwen Xie, Zhaohui Tang, Zongze Wu

Pattern Recognition Letters

DOI

2025

Self-Supervised Hypergraph Training Framework via Structure-Aware Learning

Yifan Feng, Shiquan Liu, Shihui Ying, Shaoyi Du, Zongze Wu, Yue Gao

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2025

Dynamic multi-graph spatio-temporal learning for citywide traffic flow prediction in transportation systems

Ahmad Ali, Hafiz Muhammad Yasir Naeem, Amin Sharafian, Li Qiu, Zongze Wu, Xiaoshan Bai

Chaos Solitons & Fractals

DOI

2025

PADiff: Reconstruction From Patch to Pixel With Normality-Guided Diffusion Model for Unsupervised Anomaly Localization

Zuo Zuo, Jiahao Dong, Yao Wu, Yanyun Qu, Zongze Wu

IEEE Transactions on Neural Networks and Learning Systems

DOI

2025

MGL-FBLS: Multi-Granularity Label-Driven Feature Enhanced Broad Learning System for Semi-Supervised Classification

Zhaoyin Shi, Yingjie Luo, Xin Liu, Long Chen, Weiping Ding, Xiaopin Zhong, Zongze Wu, C. L. Philip Chen

IEEE Transactions on Emerging Topics in Computational Intelligence

DOI

2025

Generative AI-Driven Multiagent DRL for Task Allocation in UAV-Assisted EMPD Within 6G-Enabled SAGIN Networks

Mesfin Leranso Betalo, Inam Ullah, Fiseha B. Tesema, Zongze Wu, Jianqiang Li, Xiaoshan Bai

IEEE Internet of Things Journal

DOI

2025

Trajectory planning of mobile robot: A Lyapunov-based reinforcement learning approach with implicit policy

Jialun Lai, Zongze Wu, Zhigang Ren, Qi Tan, Shengli Xie

Knowledge-Based Systems

DOI

2025

Interval type-3 fuzzy Wiener model for nonlinear dynamic systems: Application to continuous stirred tank reactor

Tarek R. Khalifa, Xian Yu, Amin Sharafian, Xiaopin Zhong, Zongze Wu

Chaos Solitons & Fractals

DOI

2025

A Model-Free Adaptive Iterative Learning Control for PMLSM

Junxu Chen, Xian Yu, Jingyu Fang, Zongze Wu

DOI

2025

A Data-Driven Adaptive Control for Multi-Input Multi-Output IPMSM

Jiaming Wu, Xian Yu, Jingyu Fang, Zongze Wu

DOI

2025

Hierarchical Continual Learning for Domain-Knowledge Retention in Healthcare Federated Learning

Saeed Iqbal, Xiaopin Zhong, Muhammad Attique Khan, Zongze Wu, Dina Abdulaziz AlHammadi, Weixiang Liu, Imran Arshad Choudhry

IEEE Transactions on Consumer Electronics

DOI

2025

Transforming Healthcare Diagnostics With Tensorized Attention and Continual Learning on Multi-Modal Data

Saeed Iqbal, Xiaopin Zhong, Muhammad Attique Khan, Mohammad Shabaz, Zongze Wu, Dina Abdulaziz AlHammadi, Weixiang Liu, Shabbab Ali Algamdi, Yang Li

IEEE Transactions on Consumer Electronics

DOI

2025

Efficient Hybrid Multi-Population Genetic Algorithm for Multi-UAV Task Assignment in Consumer Electronics Applications

Xiaoshan Bai, Haoyu Jiang, Chao Li, Inam Ullah, Maryam Mohamed Al Dabel, Ali Kashif Bashir, Zongze Wu, Shuzhi Sam Ge

IEEE Transactions on Consumer Electronics

DOI

2025

FusionGCNN: An IoT-Based Novel Spatiotemporal Graph Convolutional Network for ECG Arrhythmia Detection

Saeed Iqbal, Xiaopin Zhong, Musaed A. Alhussein, Zongze Wu, Khursheed Aurangzeb, Weixiang Liu, Yudong Zhang

IEEE Internet of Things Journal

DOI

2025

An Attention-Driven Spatio-Temporal Deep Hybrid Neural Networks for Traffic Flow Prediction in Transportation Systems

Ahmad Ali, Inam Ullah, Shabir Ahmad, Zongze Wu, Jianqiang Li, Xiaoshan Bai

IEEE Transactions on Intelligent Transportation Systems

DOI

2025

Efficient Routing for Multitruck Multidrone Package Delivery With Precedence Constraints

Xiaoshan Bai, Baode Li, Jianqiang Li, Zongze Wu, Weidong Zhang, Shuzhi Sam Ge

IEEE Transactions on Robotics

DOI

2025

Event-Triggered Predictive Control for Semi-Markov Jumping Networked Control Systems With Random DoS Attack

Li Qiu, Baixi He, Chenmei Song, Zhen Huang, Jie Teng, Zongze Wu

IEEE Transactions on Industrial Cyber-Physical Systems

DOI

2025

Residual Fuzzy Alignment on Hypergraph for Open-Set 3D Cross-Modal Retrieval

Yang Xu, Yifan Feng, Xu Zhuang, Jason Wang, Zongze Wu, Yue Gao

IEEE Transactions on Multimedia

DOI

2025

Accelerating Fourier Ptychographic Imaging by Content Guided Adaptive Super-Resolution Image Reconstruction

Wei Hu, Dajiang Lu, Zewei Li, Xiaopin Zhong, Zongze Wu, Yibin Tian

Communications in computer and information science

DOI

2025

An Improved Multi-Population Genetic Algorithm for Multi-Robot Task Assignment With Complex Precedence Constraints

Xiaoshan Bai, Haoyu Jiang, Bo Yang Zhang, Zongze Wu

Lecture notes in electrical engineering

DOI

2025

Self-organizing Maps and Large Neighborhood Search Based Task Assignment for Multiple Unmanned Surface Vehicles

Xiaoshan Bai, Yisheng Fang, Bo Zhang, Zongze Wu

Lecture notes in electrical engineering

DOI

2025

Improved Adaptive Large Neighborhood Search Algorithm for Multi-robot Task Assignment with Precedence Constraints

Xiaoshan Bai, Jiahao Zou, Bo Zhang, Zongze Wu

Lecture notes in electrical engineering

DOI

2025

Distributed Byzantine-Resilient Learning of Multi-UAV Systems via Filter-Based Centerpoint Aggregation Rules

Yukang Cui, Linzhen Cheng, Michael Basin, Zongze Wu

IEEE/CAA Journal of Automatica Sinica

DOI

2024

Biological Basis and Computer Vision Applications of Image Phase Congruency: A Comprehensive Survey

Yibin Tian, Ming Wen, Dajiang Lu, Xiao-Pin Zhong, Zongze Wu

Biomimetics

DOI

2024

Single-shot fringe projection profilometry based on multi-task learning: efficient depth reconstruction without explicit system calibrations

Xiao-Pin Zhong, Junhao Huang, Yanhuai Li, Jifeng Chen, Yibin Tian, Zongze Wu

Physica Scripta

DOI

2024

A Reconstruction-Based Feature Adaptation for Anomaly Detection with Self-Supervised Multi-Scale Aggregation

Zuo Zuo, Zongze Wu, Ba-Dong Chen, Xiao-Pin Zhong

IEEE International Conference on Acoustics, Speech, and Signal Processing

DOI

2024

Autonomous injection molding parameter tuning via enhanced TD3-based reinforcement learning with behavior cloning

Zhigang Ren, Yanke Zhu, Zi-Hao Feng, Huilong Wan, Yong Xu, J. Lin, Zongze Wu

Journal of Industrial and Management Optimization

DOI

2024

A learning-based model predictive control scheme for injection speed tracking in injection molding process

Zhigang Ren, Jianpu Cai, Bo Zhang, Zongze Wu

Complex & Intelligent Systems

DOI

2024

Optimal Navigation of an Automatic Guided Vehicle With Obstacle Constraints: A Broad Learning-Based Approach

Jialun Lai, Zongze Wu, Zhigang Ren, Qi Tan, Hanzhen Xiao

IEEE Transactions on Emerging Topics in Computational Intelligence

DOI

2024

Dual-Branch Knowledge Distillation via Residual Features Aggregation Module for Anomaly Segmentation

You Zhou, Zihao Huang, Deyu Zeng, Yanyun Qu, Zongze Wu

IEEE Transactions on Instrumentation and Measurement

DOI

2024

$\mu$-Stability of Positive Homogeneous Differential-Difference Equations With Unbounded Time-Varying Delays

Yukang Cui, Zongze Wu, Xin Gong, Michael Basin, Tingwen Huang

IEEE Transactions on Automatic Control

DOI

2024

IFKMHC: Implicit Fuzzy K-Means Model for High-Dimensional Data Clustering

Zhaoyin Shi, Long Chen, Weiping Ding, Xiaopin Zhong, Zongze Wu, Guangyong Chen, Chuanbin Zhang, Yingxu Wang, C. L. Philip Chen

IEEE Transactions on Cybernetics

DOI

2024

Efficient Performance Impact Algorithms for Multirobot Task Assignment With Deadlines

Xiaoshan Bai, Li Chang, Bo Zhang, Zongze Wu, Shuzhi Sam Ge

IEEE Transactions on Industrial Electronics

DOI

2024

Fast and Accurate Quality Prediction for Injection Molding: An Improved Broad Learning System Method

Jianghao Lin, Zhigang Ren, Zongze Wu, Zhouhao Ouyang, Aimin Yang

IEEE Sensors Journal

DOI

2024

Saliency-aware regularized graph neural network

Wenjie Pei, WeiNa Xu, Zongze Wu, Weichao Li, Jinfan Wang, Guangming Lu, Xiangrong Wang

Artificial Intelligence

DOI

2023

基于深度学习的纹理布匹瑕疵检测方法

许玉格，钟铭，吴宗泽，任志刚，刘伟生

《自动化学报》

DOI

2023

Multi-Channel Knowledge Distillation via Efficient Feature Fusion Module for Anomaly Segmentation

You Zhou, Zi-Hao Huang, Deyu Zeng, Zongze Wu

ACM Cloud and Autonomic Computing Conference

DOI

2023

G-SAM: A Robust One-Shot Keypoint Detection Framework for PnP Based Robot Pose Estimation

Xiao-Pin Zhong, Wen-Xuan Zhu, Wei-Xiang Liu, Jianye Yi, Chengxiang Liu, Zongze Wu

Journal of Intelligent and Robotic Systems

DOI

2023

An Overview of Image Generation of Industrial Surface Defects

Xiao-Pin Zhong, Jun-Wei Zhu, Wei-Xiang Liu, Chong-Xin Hu, Yuan-Long Deng, Zongze Wu

Italian National Conference on Sensors

DOI

2023

Image Reconstruction for Lensless Imaging Using a Phase Congruency Perception Model

Yibin Tian, Dajiang Lu, Hong Deng, Zhiyuan Zhang, Xiao-Pin Zhong, Zongze Wu

ACM Cloud and Autonomic Computing Conference

DOI

2023

Super Resolution Reconstruction of MiniLED Based on Generative Adversarial Network

Yican Huang, Xiao-Pin Zhong, Wei-Xiang Liu, Zongze Wu

ACM Cloud and Autonomic Computing Conference

DOI

2023

Intrinsic Dimension Estimation of Iudustrial Surface Defect Data and Its Impact on Classification

Jianbin Huang, Wenheng Peng, Junyuan Zheng, Xiao-Pin Zhong, Zongze Wu, Wei-Xiang Liu

ACM Cloud and Autonomic Computing Conference

DOI

2023

Perturbed Progressive Learning for Semisupervised Defect Segmentation

Yao Wu, Mingwei Xing, Yachao Zhang, Yuan Xie, Zongze Wu, Yan-Yun Qu

IEEE Transactions on Neural Networks and Learning Systems

DOI

2023

EEE-Net: Efficient Edge Enhanced Network for Surface Defect Detection of Glass

Yongqi Chen, Jia-Wei Pan, Jiayu Lei, Deyu Zeng, Zongze Wu, Changsheng Chen

IEEE Transactions on Instrumentation and Measurement

DOI

2023

Variational Distillation for Multi-View Learning

Xudong Tian, Zhizhong Zhang, Cong Wang, Wensheng Zhang, Yanyun Qu, Lizhuang Ma, Zongze Wu, Yuan Xie, Dacheng Tao

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2023

Networked H∞ Control and its Applications for a Multi-Station Cooperative Motion System

Li Qiu, Yidan Wen, Islam Md Monirul, Marzieh Najariyan, Jianfei Pan, Zongze Wu

IEEE Transactions on Automation Science and Engineering

DOI

2023

Dynamic optimal control of flow front position in injection molding process: A control parameterization-based method

Zhigang Ren, Jianghao Lin, Zongze Wu, Shengli Xie

Journal of Process Control

DOI

2023

Optimal navigation for AGVs: A soft actor–critic-based reinforcement learning approach with composite auxiliary rewards

Haisen Guo, Zhigang Ren, Jialun Lai, Zongze Wu, Shengli Xie

Engineering Applications of Artificial Intelligence

DOI

2023

Optimal Robust Tracking Control of Injection Velocity in an Injection Molding Machine

Guoshen Wu, Zhigang Ren, Jiajun Li, Zongze Wu

Mathematics

DOI

2023

Memory-Friendly Scalable Super-Resolution via Rewinding Lottery Ticket Hypothesis

Jin Feng Lin, Xiaotong Luo, Ming Hong, Yanyun Qu, Yuan Xie, Zongze Wu

IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings

DOI

2022

基于深度神经网络的注塑过程预测控制

黎耀东，任志刚，吴宗泽

《广东工业大学学报》

2022

基于控制参数化的注塑工业过程最优反馈控制方法

任志刚，吴宗泽，谢胜利

《控制理论与应用》

2022

基于宽度学习的注塑产品质量预测方法

林江豪，吴宗泽，李嘉俊，谢胜利

《电子与信息学报》

2022

基于加权核范数和L2,1范数的最优均值线性分类器

曾德宇，梁泽逍，吴宗泽

《电子与信息学报》

2022

面向注塑工艺过程中的注射速度最优操纵混合优化控制方法

任志刚，吴国燊，吴宗泽

《电子与信息学报》

2022

Harmonizing Output Imbalance for semantic segmentation on extremely-imbalanced input data

Jianye Yi, Xiao-Pin Zhong, Wei-Xiang Liu, Zongze Wu, Yuan-Long Deng

arXiv.org

DOI

2022

Deep Learning-Based Predictive Control of Injection Velocity in Injection Molding Machines

Zhigang Ren, Yaodong Li, Zongze Wu, Shengli Xie

Advances in Polymer Technology

DOI

2022

Hybrid dynamic optimal tracking control of hydraulic cylinder speed in injection molding industry process

Zhigang Ren, Guoshen Wu, Zongze Wu, Shengli Xie

Journal of Industrial and Management Optimization

DOI

2022

Lyapunov‐based iterative learning feedback control design for parabolic MIMO PDEs with time‐varying delays

Yaqiang Liu, Zongze Wu, Jialun Lai, Jianzhong Li, Shengli Xie

IET Control Theory and Applications

DOI

2021

基于深度学习的极性电子元器件目标检测与方向识别方法

陈文帅，任志刚，吴宗泽，付敏跃

《自动化学报》

DOI

Effective camera calibration by using phase-shifting fringe patterns

Chengxiang Liu, Qi Zhang, Fu-Lin Liang, Jiyang Huang, Haojia Ye, Zongze Wu, Xiao-Pin Zhong

Optics & Laser Technology

DOI

A Frequency-guided Sparse Fusion Algorithm for Multispectral Object Detection in Complex Environments

Haidong Xiao, Zhigang Ren, Shengru Cai, Chao Xu, Zongze Wu

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期刊论文

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时空一致大模型驱动的移动机器人零样本无图导航方法

基于改进遗传算法的多异构无人水面艇任务分配方法

MWYOLO: A Mamba-Enhanced Lightweight YOLO Framework with Multi-Frequency Attention for Industrial Surface Defect Detection

Joint Semantic Segmentation and Image Caption for Mini LED Defect Detection

ForgeDreamer: Industrial Text-to-3D Generation with Multi-Expert LoRa and Cross-View Hypergraph

Synthesizing Automotive LED Defect Samples via a Dual-Interrelated Diffusion Model

CMDS-AD: Cross-Modal Dual-Stream Decoupling for Few-Shot Anomaly Detection

Causal continual unlearning with disentangled anomaly representations for private industrial vision

DCGSeg: Distance correlation graph for nonlinear inter-class relation distillation in continual semantic segmentation

AS-FPN: an asymmetric semantic-preserving feature pyramid network for efficient semantic segmentation

RAIPP: Anchoring visual drift via foundation model priors for unsupervised incremental anomaly detection

Performance Comparison of Deep Learning Models and Effect Evaluation of YOLO11 for MicroLED Bright-Field AOI Defect Detection

Meta-Learning-Enhanced Task Assignment and Resource Scheduling for UAV-Assisted WSNs in 6G-Enabled ITS

How Powerful are Hypergraph Neural Networks?

An Improved U-Net Model for Multi-Class Defect Detection in Automotive LED

MSWA-CLIP: Multi-Scale Window Attention Adaptation of CLIP for Zero-Shot Industrial Anomaly Detection

STAE-Net: A Hybrid Unsupervised Framework for Real-Time Mini/Micro LED Defect Inspection

A CLIP-driven referring image segmentation model for Mini LED defect inspection

IEUOD: Improving Underwater Object Detection via Shallow Feature Guidance from Underwater Image Enhancement Models

Hyperfedfs: Heterogeneous Federated Few-Shot Learning With Hypergraph-Driven Collaborative Aggregation

DCT: a plug-and-play data cleaning tool for reducing ambiguous predictions in domain bi-classifier adversarial frameworks

HGNNv2: Stable Hypergraph Neural Networks

Adaptive fuzzy convolution networks for uncertainty-aware image analysis in ambiguous environments

Continual and wisdom learning for federated learning: A comprehensive framework for robustness and debiasing

Oversized ore segmentation using SAM-enhanced U-Net with self-supervised pre-training and semi-supervised self-training

基于改进最小边际代价算法的多USV多AUV任务分配

A Novel Rotated YOLOv8 for Mini LED Multi-Class Defect Detection

MVTS: Multimodal Visual-Tactile Sensor Using a Single Camera*

Hypergraph-Based Remaining Prototype Alignment for Open-Set Cross-Domain Image Retrieval

3D Point Cloud Text-to-3D Generation for Industrial Scenes via LoRA Fine-tuning and Hypergraph Computing

Polar Edge Distance Loss in Edge-aware Plug-and-play Scheme for Semantic Segmentation

Multi-space Representation Fusion Enhanced Monocular Depth Estimation via Virtual Point Cloud

DHGCNN: Dynamic Hypergraph Convolutional Network for Industrial 3D Defect Segmentation

6DPose++: Decoupled Head Network for Robust Single-Stage 6D Object Pose Estimation

A Parameter Decoupling and Spatial Vision Mamba-enhanced Model for Mini LED Anomaly Detection

Contrastive independent subspace analysis network for multi-view spatial information extraction

Diverse Anomaly Feature Distributions Learning for Open-Set Supervised Anomaly Detection

A Continual Learning Method for Referring Image Segmentation Based on Fusion Pattern-Aware Distillation

Semi-supervised high-precision fault diagnosis in rotating machinery with limited labeled data

FTNet: A fast trilateral network for surface defect detection in mobile phone

Multi-view Subspace Classification: A Hierarchical Contrastive Approach and Low-rank Latent Representation

Multimodal Task Representation Memory Bank vs. Catastrophic Forgetting in Anomaly Detection

Cross-Modal Semantic Alignment for Efficient Unsupervised Multimodal Anomaly Detection

A Scale-Adaptive and Background-Robust Method for Surface Defect Detection

HyperTrans: Efficient Hypergraph-Driven Cross-Domain Pattern Transfer in Image Anomaly Detection

A survey on RGB, 3D, and multimodal approaches for unsupervised industrial image anomaly detection

F-MMD-DBA: Frobenius-norm Maximum Mean Discrepancy for domain bi-classifier adversarial

Hypergraph Foundation Model

Secure aperiodic sampling delay H∞ consensus control for T-S fuzzy multi-agent systems with actuator faults: Its application to intelligent multi-ship steering unmanned pilots

RIS-Assisted UAV-Based Dynamic Coverage Control for 6G-Enabled Internet of Everything Using Multi-Agent DRL

Implicit Wafer Plane Inspection of Masks Using a Lithography Aware End-to-End Neural Network

Extended Euclidean Distance-Based Model Predictive Control for Safety-Critical Dynamic Obstacle Avoidance

Contrastive Multiview Low-Rank Latent Subspace Self-Representation and Classification Network

Aggregated masked autoencoding for offline reinforcement learning

Self-Supervised Hypergraph Training Framework via Structure-Aware Learning

Dynamic multi-graph spatio-temporal learning for citywide traffic flow prediction in transportation systems

PADiff: Reconstruction From Patch to Pixel With Normality-Guided Diffusion Model for Unsupervised Anomaly Localization

MGL-FBLS: Multi-Granularity Label-Driven Feature Enhanced Broad Learning System for Semi-Supervised Classification

Generative AI-Driven Multiagent DRL for Task Allocation in UAV-Assisted EMPD Within 6G-Enabled SAGIN Networks

Trajectory planning of mobile robot: A Lyapunov-based reinforcement learning approach with implicit policy

Interval type-3 fuzzy Wiener model for nonlinear dynamic systems: Application to continuous stirred tank reactor

A Model-Free Adaptive Iterative Learning Control for PMLSM

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Hierarchical Continual Learning for Domain-Knowledge Retention in Healthcare Federated Learning

Transforming Healthcare Diagnostics With Tensorized Attention and Continual Learning on Multi-Modal Data

Efficient Hybrid Multi-Population Genetic Algorithm for Multi-UAV Task Assignment in Consumer Electronics Applications

FusionGCNN: An IoT-Based Novel Spatiotemporal Graph Convolutional Network for ECG Arrhythmia Detection

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Efficient Routing for Multitruck Multidrone Package Delivery With Precedence Constraints

Event-Triggered Predictive Control for Semi-Markov Jumping Networked Control Systems With Random DoS Attack

Residual Fuzzy Alignment on Hypergraph for Open-Set 3D Cross-Modal Retrieval

Accelerating Fourier Ptychographic Imaging by Content Guided Adaptive Super-Resolution Image Reconstruction

An Improved Multi-Population Genetic Algorithm for Multi-Robot Task Assignment With Complex Precedence Constraints

Self-organizing Maps and Large Neighborhood Search Based Task Assignment for Multiple Unmanned Surface Vehicles

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