Zheng Liu

Orcid: 0000-0002-7241-3483

Affiliations:
  • University of British Columbia Okanagan, School of Engineering, Kelowna, BC, Canada
  • Toyota Technological Institute, Intelligent Information Processing Laboratory, Nagoya, Japan (former)
  • University of Ottawa, ON, Canada (PhD 2007)


According to our database1, Zheng Liu authored at least 169 papers between 2006 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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Bibliography

2024
A Visual and Textual Information Fusion-Based Zero-Shot Framework for Hazardous Material Placard Detection and Recognition.
IEEE Trans. Artif. Intell., April, 2024

Multivariate multiscale dispersion Lempel-Ziv complexity for fault diagnosis of machinery with multiple channels.
Inf. Fusion, April, 2024

An Information Fusion Based Incipient Fault Diagnosis Method for Railway Vehicle Door System.
IEEE Trans. Intell. Veh., January, 2024

Cross-Modal Fusion Convolutional Neural Networks With Online Soft-Label Training Strategy for Mechanical Fault Diagnosis.
IEEE Trans. Ind. Informatics, January, 2024

WaveCLR: Contrastive Learning of Guided Wave Representations for Composite Damage Identification.
IEEE Trans. Instrum. Meas., 2024

2023
Domain Discrepancy-Guided Contrastive Feature Learning for Few-Shot Industrial Fault Diagnosis Under Variable Working Conditions.
IEEE Trans. Ind. Informatics, October, 2023

Intelligent Fault Diagnosis of Gearbox Under Variable Working Conditions With Adaptive Intraclass and Interclass Convolutional Neural Network.
IEEE Trans. Neural Networks Learn. Syst., September, 2023

Foreground Fusion-Based Liquefied Natural Gas Leak Detection Framework From Surveillance Thermal Imaging.
IEEE Trans. Emerg. Top. Comput. Intell., August, 2023

CFCNN: A novel convolutional fusion framework for collaborative fault identification of rotating machinery.
Inf. Fusion, July, 2023

The registration of visible and thermal images through multi-objective optimization.
Inf. Fusion, July, 2023

Semi-supervised machinery health assessment framework via temporal broad learning system embedding manifold regularization with unlabeled data.
Expert Syst. Appl., July, 2023

Digital twin-driven partial domain adaptation network for intelligent fault diagnosis of rolling bearing.
Reliab. Eng. Syst. Saf., June, 2023

Non-contact diagnosis for gearbox based on the fusion of multi-sensor heterogeneous data.
Inf. Fusion, June, 2023

RHPMF: A context-aware matrix factorization approach for understanding regional real estate market.
Inf. Fusion, June, 2023

Learning multi-view and centerline topology connectivity information for pulmonary artery-vein separation.
Comput. Biol. Medicine, March, 2023

AutoOLA: Automatic object level augmentation for wheat spikes counting.
Comput. Electron. Agric., February, 2023

Ontology-Based Driving Simulation for Traffic Lights Optimization.
ACM Trans. Intell. Syst. Technol., 2023

A Multidimensional Data Fusion Neural Network for Damage Localization Using Ultrasonic Guided Wave.
IEEE Trans. Instrum. Meas., 2023

Few-Shot GAN: Improving the Performance of Intelligent Fault Diagnosis in Severe Data Imbalance.
IEEE Trans. Instrum. Meas., 2023

A Systematic Review on Imbalanced Learning Methods in Intelligent Fault Diagnosis.
IEEE Trans. Instrum. Meas., 2023

Synergistic Hankel Structured Low-Rank Approximation With Total Variation Regularization for Complex Magnetic Anomaly Detection.
IEEE Trans. Instrum. Meas., 2023

Frequency Estimation Enhancement for Industrial Free Induction Decay Signals Under Low SNR via Hankelization and Modified Covariance.
IEEE Trans. Instrum. Meas., 2023

Data Modeling Techniques for Pipeline Integrity Assessment: A State-of-the-Art Survey.
IEEE Trans. Instrum. Meas., 2023

High-Precision Electrical Determination and Correction of Attitude Deviation for the Coil Vector Magnetometer.
IEEE Trans. Instrum. Meas., 2023

Intelligent Suppression of Non-Maneuvering Magnetic Interference of Aeromagnetic UAV.
IEEE Trans. Instrum. Meas., 2023

Real-Time Mitigation of Measurement Noise Arising From Geomagnetic Background Interferences for a Coil Vector Magnetometer.
IEEE Trans. Instrum. Meas., 2023

Picture-in-Picture Strategy-Based Complex Graph Neural Network for Remaining Useful Life Prediction of Rotating Machinery.
IEEE Trans. Instrum. Meas., 2023

Magnetic Anomaly Detection Based on Energy-Concentrated Discrete Cosine Wavelet Transform.
IEEE Trans. Instrum. Meas., 2023

Multiscale Deep Graph Convolutional Networks for Intelligent Fault Diagnosis of Rotor-Bearing System Under Fluctuating Working Conditions.
IEEE Trans. Ind. Informatics, 2023

Global contextual multiscale fusion networks for machine health state identification under noisy and imbalanced conditions.
Reliab. Eng. Syst. Saf., 2023

Complex Magnetic Anomaly Detection Using Structured Low-Rank Approximation With Total Variation Regularization.
IEEE Geosci. Remote. Sens. Lett., 2023

Optimal symbolic entropy: An adaptive feature extraction algorithm for condition monitoring of bearings.
Inf. Fusion, 2023

A Synchronous Holo-Balancing Method for Flexible Rotors Based on the Modified Initial Phase Vector.
Inf. Fusion, 2023

Systematic Sensor Data-Driven Analysis Pipeline for Anomaly Monitoring of Bridges and Rails.
Proceedings of the IEEE Sensors Applications Symposium, 2023

Automated Biomass Estimation through Depth Measurement with an OAK-D Camera.
Proceedings of the IEEE International Symposium on Robotic and Sensors Environments, 2023

Multimodal Object Detection by Channel Switching and Spatial Attention.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Lightweight Transformer for Multi-Modal Object Detection (Student Abstract).
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022
Probabilistic Analysis for Remaining Useful Life Prediction and Reliability Assessment.
IEEE Trans. Reliab., 2022

Infrared and Visible Image Fusion Based on Deep Decomposition Network and Saliency Analysis.
IEEE Trans. Multim., 2022

Hierarchical Multiscale Dense Networks for Intelligent Fault Diagnosis of Electromechanical Systems.
IEEE Trans. Instrum. Meas., 2022

Enhanced Magnetic Imaging for Industrial Metal Workpiece Detection Through the Combination of Electromagnetic Induction and Magnetic Anomalies.
IEEE Trans. Instrum. Meas., 2022

Cooperative Suppression of Negative Effects Associated With Multicollinearity and Abnormal Data for Aeromagnetic Compensation.
IEEE Trans. Instrum. Meas., 2022

An End-to-End Framework for Shipping Container Corrosion Defect Inspection.
IEEE Trans. Instrum. Meas., 2022

MMFNet: Multisensor Data and Multiscale Feature Fusion Model for Intelligent Cross-Domain Machinery Fault Diagnosis.
IEEE Trans. Instrum. Meas., 2022

Multireceptive Field Denoising Residual Convolutional Networks for Fault Diagnosis.
IEEE Trans. Ind. Electron., 2022

Image matching based on a structured deep coupled metric learning framework.
Signal Image Video Process., 2022

An Efficient and Uncertainty-Aware Decision Support System for Disaster Response Using Aerial Imagery.
Sensors, 2022

Dually attentive multiscale networks for health state recognition of rotating machinery.
Reliab. Eng. Syst. Saf., 2022

Global contextual residual convolutional neural networks for motor fault diagnosis under variable-speed conditions.
Reliab. Eng. Syst. Saf., 2022

Attention-based multiscale denoising residual convolutional neural networks for fault diagnosis of rotating machinery.
Reliab. Eng. Syst. Saf., 2022

Accelerated duality-aware correlation filters for visual tracking.
Neural Comput. Appl., 2022

Real-time embedded system for valve detection in water pipelines.
J. Real Time Image Process., 2022

Multi-Sensor Measurement and Data Fusion.
IEEE Instrum. Meas. Mag., 2022

Wheat spike localization and counting via hybrid UNet architectures.
Comput. Electron. Agric., 2022

A survey on deep learning applications in wheat phenotyping.
Appl. Soft Comput., 2022

Industrial Internet of Things (IoT) and 3D Reconstruction Empowered Smart Agriculture System.
Proceedings of the IEEE International Conference on Internet of Things and Intelligence Systems, 2022

AutoFuse: An Iterative Visible-Infrared Image Fusion Framework Based on Wavelet Autoencoder.
Proceedings of the 10th International Conference on Computer and Communications Management, 2022

Wheat spikes counting using object-level data augmentation.
Proceedings of the IEEE International Instrumentation and Measurement Technology Conference, 2022

Transfer Learning-enabled Modelling Framework for Digital Twin.
Proceedings of the 25th IEEE International Conference on Computer Supported Cooperative Work in Design, 2022

Lifetime Learning-enabled Modelling Framework for Digital Twin.
Proceedings of the 18th IEEE International Conference on Automation Science and Engineering, 2022

A Multimodal Fusion-Based LNG Detection for Monitoring Energy Facilities (Student Abstract).
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
Deep Learning Thermal Image Translation for Night Vision Perception.
ACM Trans. Intell. Syst. Technol., 2021

Multiple-Order Graphical Deep Extreme Learning Machine for Unsupervised Fault Diagnosis of Rolling Bearing.
IEEE Trans. Instrum. Meas., 2021

Semisupervised Deep Sparse Auto-Encoder With Local and Nonlocal Information for Intelligent Fault Diagnosis of Rotating Machinery.
IEEE Trans. Instrum. Meas., 2021

A Vertical Text Spotting Model for Trailer and Container Codes.
IEEE Trans. Instrum. Meas., 2021

An Adaptive Deep Learning Framework for Shipping Container Code Localization and Recognition.
IEEE Trans. Instrum. Meas., 2021

Printed Sensor Technologies for Monitoring Applications in Smart Farming: A Review.
IEEE Trans. Instrum. Meas., 2021

Improving the Signal-to-Noise-Ratio of Free Induction Decay Signals Using a New Multilinear Singular Value Decomposition-Based Filter.
IEEE Trans. Instrum. Meas., 2021

SGCast: A New Forecasting Framework for Multilocation Geomagnetic Data With Missing Traces Based on Matrix Factorization.
IEEE Trans. Instrum. Meas., 2021

SEDRFuse: A Symmetric Encoder-Decoder With Residual Block Network for Infrared and Visible Image Fusion.
IEEE Trans. Instrum. Meas., 2021

An HRCR-CNN Framework for Automated Security Seal Detection on the Shipping Container.
IEEE Trans. Instrum. Meas., 2021

Magnetic Dipole Two-Point Tensor Positioning Based on Magnetic Moment Constraints.
IEEE Trans. Instrum. Meas., 2021

A Probabilistic Framework for Remaining Useful Life Prediction of Bearings.
IEEE Trans. Instrum. Meas., 2021

Semisupervised Graph Convolution Deep Belief Network for Fault Diagnosis of Electormechanical System With Limited Labeled Data.
IEEE Trans. Ind. Informatics, 2021

Tensor-Based Approach for Liquefied Natural Gas Leakage Detection From Surveillance Thermal Cameras: A Feasibility Study in Rural Areas.
IEEE Trans. Ind. Informatics, 2021

Temporal-Spatio Graph Based Spectrum Analysis for Bearing Fault Detection and Diagnosis.
IEEE Trans. Ind. Electron., 2021

Data-Driven Approaches for Characterization of Delamination Damage in Composite Materials.
IEEE Trans. Ind. Electron., 2021

Automated Vision Systems for Condition Assessment of Sewer and Water Pipelines.
IEEE Trans Autom. Sci. Eng., 2021

Person re-identification based on metric learning: a survey.
Multim. Tools Appl., 2021

Activation ensemble generative adversarial network transfer learning for image classification.
J. Electronic Imaging, 2021

RFID Sensing Technologies for Smart Agriculture.
IEEE Instrum. Meas. Mag., 2021

Certifiable Artificial Intelligence Through Data Fusion.
CoRR, 2021

Attentive Contrast Learning Network for Fine-Grained Classification.
Proceedings of the Pattern Recognition and Computer Vision - 4th Chinese Conference, 2021

Wheat Spike Counting Using Regression and Localization Approaches.
Proceedings of the IEEE International Conference on Imaging Systems and Techniques, 2021

Environment Prediction to Enhance the Navigation System of Water Pipeline Inspection Platforms.
Proceedings of the 30th IEEE International Symposium on Industrial Electronics, 2021

Smart Valve Detection System for Water Distribution Networks.
Proceedings of the 22nd IEEE International Conference on Industrial Technology, 2021

An Effective Method for Automated Railcar Number Detection and Recognition Based on Deep Learning.
Proceedings of the 34th IEEE Canadian Conference on Electrical and Computer Engineering, 2021

2020
Affine Projection Algorithm-Based High-Order Error Power for Partial Discharge Denoising in Power Cables.
IEEE Trans. Instrum. Meas., 2020

CMFALL: A Cascade and Parallel Multi-State Fall Detection Algorithm Using Waist-Mounted Tri-Axial Accelerometer Signals.
IEEE Trans. Consumer Electron., 2020

A Variational Approach for Fusion of Panchromatic and Multispectral Images Using a New Spatial-Spectral Consistency Term.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

A new approach for small sample face recognition with pose variation by fusing Gabor encoding features and deep features.
Multim. Tools Appl., 2020

Theoretical analysis of Tsallis entropy-based quality measure for weighted averaging image fusion.
Inf. Fusion, 2020

Multi-source urban data fusion for property value assessment: A case study in Philadelphia.
Neurocomputing, 2020

Fault Diagnosis Framework of Rolling Bearing Using Adaptive Sparse Contrative Auto-Encoder With Optimized Unsupervised Extreme Learning Machine.
IEEE Access, 2020

Non-intrusive leak monitoring system for pipeline within a closed space by wireless sensor network.
Proceedings of the 2020 IEEE Wireless Communications and Networking Conference, 2020

Optimized Deep Neural Network Architectures with Anchor Box optimization for Shipping Container Corrosion Inspection.
Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

GPU-Accelerated Tensor Decomposition for Moving Object Detection from Multimodal Imaging.
Proceedings of the 2020 IEEE Sensors, Rotterdam, The Netherlands, October 25-28, 2020, 2020

Multi-modal Video Fusion for Context-aided Tracking.
Proceedings of the IEEE 23rd International Conference on Information Fusion, 2020

Adaptive Spatio-Temporal Regularized Correlation Filters for UAV-Based Tracking.
Proceedings of the Computer Vision - ACCV 2020 - 15th Asian Conference on Computer Vision, Kyoto, Japan, November 30, 2020

2019
A Nonlinear Regression Application via Machine Learning Techniques for Geomagnetic Data Reconstruction Processing.
IEEE Trans. Geosci. Remote. Sens., 2019

Stereo vision-based vehicle localization in point cloud maps using multiswarm particle swarm optimization.
Signal Image Video Process., 2019

Pressure Signal Enhancement of Slowly Increasing Leaks Using Digital Compensator Based on Acoustic Sensor.
Sensors, 2019

Attention-based multi-modal fusion for improved real estate appraisal: a case study in Los Angeles.
Multim. Tools Appl., 2019

A Symmetric Encoder-Decoder with Residual Block for Infrared and Visible Image Fusion.
CoRR, 2019

An Adaptive Approach for Ice Detection in Wind Turbine With Inductive Transfer Learning.
IEEE Access, 2019

Recurrent Neural Network-Based Approach for Sparse Geomagnetic Data Interpolation and Reconstruction.
IEEE Access, 2019

RGB-D-Based Object Recognition Using Multimodal Convolutional Neural Networks: A Survey.
IEEE Access, 2019

Data Migration from Operating EMRs to OpenEMR with Mirth Connect.
Proceedings of the Improving Usability, Safety and Patient Outcomes with Health Information Technology, 2019

Parameterizing Magnetic Flux Leakage Data for Pipeline Corrosion Defect Retrieval.
Proceedings of the 28th IEEE International Symposium on Industrial Electronics, 2019

Image Quality Assessment through Contour Detection.
Proceedings of the 28th IEEE International Symposium on Industrial Electronics, 2019

A New F-PCASVD based Multivariate Denoising Algorithm for FID Transversal Data.
Proceedings of the IEEE International Instrumentation and Measurement Technology Conference, 2019

Towards end-to-end pulsed eddy current classification and regression with CNN.
Proceedings of the IEEE International Instrumentation and Measurement Technology Conference, 2019

Feedback Network for Image Super-Resolution.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

2018
Estimation of Steering Angle and Collision Avoidance for Automated Driving Using Deep Mixture of Experts.
IEEE Trans. Intell. Veh., 2018

Real-time road surface and semantic lane estimation using deep features.
Signal Image Video Process., 2018

Prediction of pipe performance with stacking ensemble learning based approaches.
J. Intell. Fuzzy Syst., 2018

Fusing synergistic information from multi-sensor images: An overview from implementation to performance assessment.
Inf. Fusion, 2018

Efficient Traffic-Sign Recognition with Scale-aware CNN.
CoRR, 2018

Algebraic Multi-Grid Based Multi-Focus Image Fusion Using Watershed Algorithm.
IEEE Access, 2018

Wind turbine ice assessment through inductive transfer learning.
Proceedings of the IEEE International Instrumentation and Measurement Technology Conference, 2018

What can machine learning do for geomagnetic data processing? A reconstruction application.
Proceedings of the IEEE International Instrumentation and Measurement Technology Conference, 2018

IR2VI: Enhanced Night Environmental Perception by Unsupervised Thermal Image Translation.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2018

2017
Fusion of thermal and visible cameras for the application of pedestrian detection.
Signal Image Video Process., 2017

Statistical comparison of image fusion algorithms: Recommendations.
Inf. Fusion, 2017

Ontology-Based Driving Decision Making: A Feasibility Study at Uncontrolled Intersections.
IEICE Trans. Inf. Syst., 2017

Sensor Fusion and Registration of Lidar and Stereo Camera without Calibration Objects.
IEICE Trans. Fundam. Electron. Commun. Comput. Sci., 2017

Multi-Channel CNN-based Object Detection for Enhanced Situation Awareness.
CoRR, 2017

Application of Hilbert-Huang decomposition to reduce noise and characterize for NMR FID signal of proton precession magnetometer.
CoRR, 2017

Registration of GPS and Stereo Vision for Point Cloud Localization in Intelligent Vehicles Using Particle Swarm Optimization.
Proceedings of the Advances in Swarm Intelligence - 8th International Conference, 2017

Prognostics of damage growth in composite materials using machine learning techniques.
Proceedings of the IEEE International Conference on Industrial Technology, 2017

Experimenting capacitive sensing technique for structural integrity assessment.
Proceedings of the IEEE International Conference on Industrial Technology, 2017

Efficent Traffic-Sign Recognition with Scale-aware CNN.
Proceedings of the British Machine Vision Conference 2017, 2017

2016
An Adaptive Pansharpening Method by Using Weighted Least Squares Filter.
IEEE Geosci. Remote. Sens. Lett., 2016

Fast decision making using ontology-based knowledge base.
Proceedings of the 2016 IEEE Intelligent Vehicles Symposium, 2016

ISO/IEC/IEEE P21451-001 standard for signal treatment of sensory data.
Proceedings of the 25th IEEE International Symposium on Industrial Electronics, 2016

2015
Saliency Map Generation by the Convolutional Neural Network for Real-Time Traffic Light Detection Using Template Matching.
IEEE Trans. Computational Imaging, 2015

A novel image fusion framework for night-vision navigation and surveillance.
Signal Image Video Process., 2015

Classification of defects with ensemble methods in the automated visual inspection of sewer pipes.
Pattern Anal. Appl., 2015

A New Framework for Container Code Recognition by Using Segmentation-Based and HMM-Based Approaches.
Int. J. Pattern Recognit. Artif. Intell., 2015

A new contrast based multimodal medical image fusion framework.
Neurocomputing, 2015

Real-Time Lane Estimation Using Deep Features and Extra Trees Regression.
Proceedings of the Image and Video Technology - 7th Pacific-Rim Symposium, 2015

Pedestrian detection in thermal images using adaptive fuzzy C-means clustering and convolutional neural networks.
Proceedings of the 14th IAPR International Conference on Machine Vision Applications, 2015

Automatic calibration and registration of lidar and stereo camera without calibration objects.
Proceedings of the IEEE International Conference on Vehicular Electronics and Safety, 2015

2014
Remote sensing image fusion through kernel estimation based on energy minimization.
Proceedings of the 17th International IEEE Conference on Intelligent Transportation Systems, 2014

Pedestrian detection from thermal images with a scattered difference of directional gradients feature descriptor.
Proceedings of the 17th International IEEE Conference on Intelligent Transportation Systems, 2014

Traffic light recognition in varying illumination using deep learning and saliency map.
Proceedings of the 17th International IEEE Conference on Intelligent Transportation Systems, 2014

Normalizing transducer signals: An overview of a proposed standard.
Proceedings of the IEEE International Instrumentation and Measurement Technology Conference, 2014

Statistical analysis of the performance assessment results for pixel-level image fusion.
Proceedings of the 17th International Conference on Information Fusion, 2014

Use of Sparse Representation for Pedestrian Detection in Thermal Images.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2014

2013
Directive Contrast Based Multimodal Medical Image Fusion in NSCT Domain.
IEEE Trans. Multim., 2013

Human visual system inspired multi-modal medical image fusion framework.
Expert Syst. Appl., 2013

Image fusion based on a sparse linear system.
Proceedings of the IEEE International Conference on Image Processing, 2013

2012
Objective Assessment of Multiresolution Image Fusion Algorithms for Context Enhancement in Night Vision: A Comparative Study.
IEEE Trans. Pattern Anal. Mach. Intell., 2012

An automated vision system for container-code recognition.
Expert Syst. Appl., 2012

2011
Single-image super-resolution based on Markov random field and contourlet transform.
J. Electronic Imaging, 2011

Learning-based super resolution using kernel partial least squares.
Image Vis. Comput., 2011

2010
Integrated imaging and vision techniques for industrial inspection: a special issue on machine vision and applications.
Mach. Vis. Appl., 2010

Concealed Weapon Detection: A Data Fusion Perspective.
J. Aerosp. Comput. Inf. Commun., 2010

2009
Quantifying Surface Deformation With the Edge of Light-Enhanced Visual Inspection.
IEEE Trans. Instrum. Meas., 2009

2008
A Data-Fusion Scheme for Quantitative Image Analysis by Using Locally Weighted Regression and Dempster-Shafer Theory.
IEEE Trans. Instrum. Meas., 2008

Characterization of surface deformation with the Edge of Light<sup>TM</sup> technique.
Mach. Vis. Appl., 2008

A feature-based metric for the quantitative evaluation of pixel-level image fusion.
Comput. Vis. Image Underst., 2008

2007
Survey: State of the Art in NDE Data Fusion Techniques.
IEEE Trans. Instrum. Meas., 2007

Context enhancement through infrared vision: a modified fusion scheme.
Signal Image Video Process., 2007

Phase congruence measurement for image similarity assessment.
Pattern Recognit. Lett., 2007

Registration of IR and EO Video Sequences based on Frame Difference.
Proceedings of the Fourth Canadian Conference on Computer and Robot Vision (CRV 2007), 2007

2006
Concealed weapon detection and visualization in a synthesized image.
Pattern Anal. Appl., 2006

Image Fusion Algorithm Assessment Based on Feature Measurement.
Proceedings of the First International Conference on Innovative Computing, Information and Control (ICICIC 2006), 30 August, 2006

On the Use of Phase Congruency to Evaluate Image Similarity.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006


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