Anomaly detection of industrial multi-sensor signals based on enhanced spatiotemporal features. - Lin Jiang 003; Hang Xu 007; Jinhai Liu; Xiangkai Shen; Senxiang Lu; Zhan Shi (Neural Comput. Appl., 2022)

A Multisensor Cycle-Supervised Convolutional Neural Network for Anomaly Detection on Magnetic Flux Leakage Signals. - Lin Jiang 003; Huaguang Zhang; Jinhai Liu; Xiangkai Shen; Hang Xu 007 (IEEE Trans. Ind. Informatics, 2022)

THMS-Net: A Two-Stage Heterogeneous Signals Mutual Supervision Network for MFL Weak Defect Detection. - Lin Jiang 003; Huaguang Zhang; Jinhai Liu; Xiangkai Shen; Hang Xu 007 (IEEE Trans. Instrum. Meas., 2022)

Pipeline Irregular Defect Inversion for Magnetic Flux Leakage Detection System Based on Heterogeneous Multiclass Feature Fusion. - Lin Jiang 003; Huaguang Zhang; Jinhai Liu; Xiangkai Shen; Lei Wang 190 (IEEE Trans. Instrum. Meas., 2023)

A MFL Mechanism-Based Self-Supervised Method for Defect Detection With Limited Labeled Samples. - He Zhao 013; Jinhai Liu; Jianhua Tang; Xiangkai Shen; Senxiang Lu; Qiannan Wang (IEEE Trans. Instrum. Meas., 2023)

An Intelligent Defect Detection Approach Based on Cascade Attention Network Under Complex Magnetic Flux Leakage Signals. - Jinhai Liu; Xiangkai Shen; Jianfeng Wang; Lin Jiang 003; Huaguang Zhang (IEEE Trans. Ind. Electron., 2023)

SSCT-Net: A Semisupervised Circular Teacher Network for Defect Detection With Limited Labeled Multiview MFL Samples. - Xiangkai Shen; Jinhai Liu; Jiayue Sun; Lin Jiang 003; He Zhao 013; Huaguang Zhang (IEEE Trans. Ind. Informatics, 2023)

DGICR-Net: Dual-Graph Interactive Consistency Reasoning Network for Weld Defect Recognition With Limited Labeled Samples. - Xiaoyuan Liu; Jinhai Liu; Huanqun Zhang; Huaguang Zhang; Xiangkai Shen (IEEE Trans. Instrum. Meas., 2024)

A Physics-Guided MFL Deformed Defect Recovery Method. - Lin Jiang 003; Huaguang Zhang; Jinhai Liu; Qi Xiao; Xiangkai Shen; Hang Xu 007 (IEEE Trans Autom. Sci. Eng., 2024)

A Novel Weld Defect Detection Method for Intelligent Magnetic Flux Leakage Detection System via Contextual Relation Network. - Xiangkai Shen; Jinhai Liu; Lin Jiang 003; Xiaoyuan Liu; Huaguang Zhang (IEEE Trans. Ind. Electron., 2024)

Irregular Defect Size Estimation for the Magnetic Flux Leakage Detection System via Expertise-Informed Collaborative Network. - Lei Wang 190; Huaguang Zhang; Jinhai Liu; Xiangkai Shen; Fengyuan Zuo (IEEE Trans. Ind. Electron., 2024)

A Dynamic Weights-Based Wavelet Attention Neural Network for Defect Detection. - Jinhai Liu; He Zhao 013; Zhaolin Chen; Qiannan Wang; Xiangkai Shen; Huaguang Zhang (IEEE Trans. Neural Networks Learn. Syst., 2024)

Mutual Supervision of MFL Heterogeneous Signals for Insufficient Sample Defect Detection on Pipeline Safety Operation. - Lin Jiang 003; Huaguang Zhang; Jinhai Liu; Xiangkai Shen; Hang Xu 007 (IEEE Trans Autom. Sci. Eng., 2025)

A Novel Incremental Defect Detection Method via Elastic Heterogeneous Distillation Network. - Xiangkai Shen; Jinhai Liu; Huaguang Zhang; Lin Jiang 003; He Zhao 013; Hongyu Yang (IEEE Trans Autom. Sci. Eng., 2025)

A Masked Multi-View Bidirectional Network for Class Extremely Imbalanced Object Detection Under Magnetic Flux Leakage Signals. - He Zhao 013; Jinhai Liu; Huaguang Zhang; Qiannan Wang; Xiangkai Shen; Xin Zhang (IEEE Trans Autom. Sci. Eng., 2025)

VLCIM: A Vision-Language Cyclic Interaction Model for Industrial Defect Detection. - Xiangkai Shen; Lei Li 017; Yushan Ma; Shaofeng Xu; Jinhai Liu; Zhiguo Yang; Yan Shi 003 (IEEE Trans. Instrum. Meas., 2025)

TSDD-UB: A Texture Simplification-Based Denoising Diffusion Model for Unsupervised Defect Detection Under Ultrasonic B-Scan Signal. - Liwei Wang; Jinhai Liu; Yuan Zhong; Xiangkai Shen; He Zhao 013 (IEEE Trans. Instrum. Meas., 2025)

A Novel Geometry-Aware Context Selection Network for Small Defect Detection Under Magnetic Flux Leakage Signals. - Qiannan Wang; Jianhua Tang; Jinhai Liu; Huaguang Zhang; Yifu Ren; Zhitao Wen; Xiangkai Shen (IEEE Trans. Instrum. Meas., 2025)

Online Pipeline Weld Defect Detection for Magnetic Flux Leakage Inspection System via Lightweight Rotated Network. - Jinhai Liu; Zhitao Wen; Xiangkai Shen; Fengyuan Zuo; Lin Jiang 003; Huaguang Zhang (IEEE Trans. Ind. Electron., 2025)