Publications

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2016
Fast Decision Making Using Ontology-based Knowledge Base.
L. Zhao, R. Ichise, Y. Sasaki, Z. Liu, and T. Yoshikawa.
Unknown venue (type=conference).
2016
ISO/IEC/IEEE P21451-001 Standard for Signal Treatment of Sensory Data.
Z.Liu, G. Monte, and V. Huang.
IEEE International Symposium on Industrial Electronics.
2016
An Adaptive Pansharpening Method by Using Weighted Least Squares Filter.
Y. Song, W. Wu, Z. Liu, X. Yang, K. Liu, and W. Lu.
Geoscience and Remote Sensing Letters, IEEE 13(1).
2016
Stereo Vision based Vehicle Localization in Point Cloud Maps Using Multi-Swarm Particle Swarm Optimization.
V. John, Q. Long, Z. Liu, and S. Mita.
IEEE Transactions on Computational Imaging. under review.
2016
Pedestrian Detection from Thermal Images: A Sparse Representation Based Approach.
B. Qi, V. John, Z.Liu, and S. Mita.
Infrared Physics and Technology.
2016
Ontology-based Driving Decision Making: A Feasibility Study at Uncontrolled Intersections.
L. Zhao, R. Ichise, Z. Liu, S. Mita, and Y. Sasaki.
IEICE Transactions on Information and Systems. under review.
2016
Statistical Comparison of Pixel-Level Fusion Algorithms.
Z.Liu, E. Blasch, and V. John.
Information Fusion. under review.
2016
Fusion of Thermal and Visible Cameras for the Application of Pedestrian Detection.
V. John, S. Tsuchizawa, Z.Liu, and S. Mita.
Signal, Image and Video Processing. under review.
2016
Sensor Fusion of Lidar and Stereo Camera without Calibration Objects.
V. John, Y. Xu, Z.Liu, and S. Mita.
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences. under review.
2016
Real-time Road Surface and Semantic Lane Estimation Using Deep Features and Extra Trees.
V. John, Z.Liu, S. Mita, C. Guo, and K. Kidono.
IEEE Transactions on Intelligent Transportation Systems. under review.
2016
Pipeline Leak Detection by Using Statistical Features in Time Domain.
F. Wang, W. Lin, Z.Liu, S. Wu, H. Wu, and X. Qiu.
Measurement Science and Technology. under review.
2016
Fusing Synergistic Information from Multi-Modal Images: from Implementation to Performance Assessment.
Z.Liu, E. Blasch, G. Bhatnagar, V. John, W. Wu, and Rick S. Blum.
IEEE Transactions on Pattern Analysis and Machine Intelligence. in submission.
2015
A novel image fusion framework for night-vision navigation and surveillance.
G. Bhatnagar, Q. M. J. Wu, and Z.Liu.
Signal, Image, and Video Processing 9(1).
2015
Real-time lane estimation using deep features and extra trees regression.
V. John, Z. Liu, C. Guo, S. Mita, and K. Kidono.
$7^{th}$ Pacific Rim Symposium on Image and Video Technology. (\textbf{IAPR Best Application Paper Award}).
2015
Automatic calibration and registration of lidar and stereo camera without calibration objects.
V. John, Q. Long, Z. Liu, and S. Mita.
IEEE International Conference on Vehicular Electronics and Safety.
2015
Multi-Sensor Image Fusion: the Next Stage for Research.
Z.Liu.
Unknown venue (type=conference).
2015
Saliency Map Generation by the Convolutional Neural Network for Real-Time Traffic Light Detection Using Template Matching.
V. John, K. Yoneda, Z. Liu, and S. Mita.
IEEE Transactions on Computational Imaging 1(3).
2015
Integrated Imaging and Vision Techniques for Industrial Inspection - Advances and Applications.
.
Unknown venue (type=book).
2015
Traffic signal detection based on GPS and map database,.
K. Yoneda, V. John, S. Mita, Z. Liu, N. Shirai, and K. Kobayashi.
Journal of Japan Society of Automotive Engineers 46(5). in Japanese.
2015
Pedestrian Detection in Thermal Images Using Adaptive Fuzzy C-Means Clustering and Convolutional Neural Networks.
V. John, Z.Liu, S. Mita, and B. Qi.
Unknown venue (type=conference).
2015
Using Algorithms on Smart Transducer: An IEEE Standard Perspective.
Z.Liu, F. Banakhr, G. Monte, and V. Huang.
IEEE Sensors Journal 15(5).
2015
Experiments on Battery Capacity Estimation.
Z.Liu, R. Morello, and W. Wu.
Proceedings of IEEE Instrumentation and Measurement Technology Conference.
2015
Classification of Defects with Ensemble Method in Automated Visual Inspection of Sewer Pipes.
W. Wu, Z. Liu, and Y. He.
Pattern Analysis and Applications 18(2).
2015
Pixel-level image fusion assessment through segmentation.
T. Goto and Z. Liu.
Proceedings of the $77^{th}$ National Convention of {IPSJ}. (in Japanese).
2015
Fusion Algorithm Assessment through Segmentation.
T. Goto and Z.Liu.
Unknown venue (type=conference).
2015
Real-Time Traffic Light Detection Using Saliency Maps with Convolutional Neural Networks and Template Matching.
V. John, K. Yoneda, Z.Liu, and S. Mita.
IEEE Transactions on Computional Imaging. submitted.
2015
Evaluating Image Fusion Performance: from Metric to Cognitive Assessment.
Z.Liu and E. Blasch.
Chapter in Multisensor Data Fusion: From Algorithm and Architecture Design to Applications.
2015
Industrial Inspection with Open Eyes: Advance with Machine Vision Technology.
Z. Liu, H. Ukida., K. Niel, and P. Ramuhalli.
Chapter in Industrial Inspection with Open Eyes: Advance with Machine Vision Technology.
2015
A New Framework for Container Code Recognition by Using Segmentation-Based and HMM-Based Approaches.
W. Wu, Z.Liu, M. Chen, and X. H. He.
International Journal of Pattern Recognition and Artificial Intelligence 29(1).
2014
Computational Intelligence for Urban Infrastructure Condition Assessment: Water Transmission and Distribution Systems.
Z.Liu and Y. Kleiner.
IEEE Sensors Journal 14(12).
2014
Traffic Light Recognition in Varying Illumination Using Deep Learning and Saliency Map.
V. John, K. Yoneda, B. Qi, Z.Liu, and S. Mita.
Unknown venue (type=conference).
2014
Pedestrian Detection from Thermal Images with a Scattered Difference of Directional Gradients Feature Descriptor.
B. Qi, V. John, Z.Liu, and S. Mita.
Unknown venue (type=conference).
2014
Remote sensing image fusion through kernel estimation based on energy minimization.
Q. Xie, Z.Liu, Q. Long, and S. Mita.
Unknown venue (type=conference).
2014
Objective assessment of fused image through segmentation.
T. Goto and Z.Liu.
Tokai-Section Joint Conference on Electrical, Electronics, Information, and Related Engineering. (in Japanese).
2014
Statistical Analysis of the Performance Assessment Results for Pixel-Level Image Fusion.
Z.Liu and E. Blasch.
Unknown venue (type=conference).
2014
A New Contrast based Multimodal Medical Image Fusion Framework.
G. Bhatnagar, Q. M. J. Wu, and Z.Liu.
Neurocomputing.
2014
Use of Sparse Representation for Pedestrian Detection in Thermal Images.
B. Qi, V. John, Z.Liu, and S. Mita.
Unknown venue (type=conference).
2014
Normalizing transducer signals: an overview of a proposed standard.
G. Monte, Z.Liu, F. Abate, V. Paciello, A. Pietrosanto, and V. Huang.
Unknown venue (type=conference).
2014
Person Re-Identification Using Individual Differences of Anthropometric Features from Kinect.
L. Hashimoto and Z.Liu.
Unknown venue (type=conference). (in Japanese).
2014
A Complementary Criterion to Evaluate the Objective Image Quality Assessment.
Z.Liu and J. Zhao.
Unknown venue (type=conference).
2014
Statistical distribution of gradients feature descriptor for pedestrian detection.
B. Qi, Z.Liu, and S. Mita.
Unknown venue (type=conference).
2014
Data Fusion for the Diagnostics, Prognostics, and Health Management of Aircraft Systems.
Z.Liu and N. Mrad.
Chapter in Foundations and Practical Applications of Cognitive Systems and Information Processing: Proceedings of the First International Conference on Cognitive Systems and Information Processing, Beijing, China, Dec 2012 (CSIP2012).
2014
Intelligent Sensing Technologies for Smart Vehicles.
Z.Liu, Q. Long, S. Mita, and N. Mrad.
IEEE Transactions on Intelligent Transportation Systems. in submission.
2013
3D Video and Its Applications.
Z.Liu.
Unknown venue (type=misc). Book author: Takashi Matsuyama and Shohei Nobuhara and Takeshi Takai and Tony Tung.
2013
Image Fusion based on Sparse Linear System.
Q. Xie, Q. Long, S. Mita, Z.Liu, and Xi Chen.
Unknown venue (type=conference).
2013
Directive Contrast based Multimodal Medical Image Fusion in NSCT Domain.
G. Bhatnagar, Q. M. J. Wu, and Z.Liu.
IEEE Transactions on Multimedia 15(5).
2013
Multi-Modal Medical Image Fusion based Framelet Transform and Human Visual System.
G. Bhatnagar, Q. M. J. Wu, and Z.Liu.
Expert Systems with Applications 40(5).
2013
State of the Art Review of Technologies for Pipe Inspection.
Z.Liu and Y. Kleiner.
Measurement 46(1).
2013
Backscatter Computed Tomography Technique for the Detection of Damage in Pipes.
M. Khan and Z.Liu.
Technical Report LTR-SMPL-2013-0071, National Research Council Canada.
2013
The Role of Data Fusion and Data Mining for Condition-based Maintenance of Aircraft Systems.
Z.Liu and N. Mrad.
IEEE Transaction on Human-Machine Systems. in submission.
2013
Validation of Stain Gauges for Structural Health Monitoring with Bayesian Belief Networks.
Z.Liu and N. Mrad.
IEEE Sensors Journal 13(1).
2013
Seismic Risk Assessment Using Bayesian Belief Network.
S. Tesfamariam and Z.Liu.
Chapter in Handbook of Seismic Risk Analysis and Management of Civil Infrastructure Systems.
2012
Prediction Of Lateral Spread Displacement: Data-Driven Approaches.
Z.Liu and S. Tesfamariam.
Bulletin of Earthquake Engineering 10(5).
2012
The Use of Laser Range Finder on A Robotic Platform for Pipe Inspection.
Z.Liu and D. Krys.
Mechanical Systems and Signal Processing.
2012
State of the Art Review of Technologies for Pipe Structural Health Monitoring.
Z.Liu and Y. Kleiner.
IEEE Sensors Journal 12(6).
2012
Processing Thermography Images for Pitting Corrosion Quantification on Small Diameter Ductile Iron Pipe.
Z.Liu, M. Genest, and D. Krys.
{NDT}\&E International.
2012
Condition Assessment of Water Transmission and Distribution Systems.
Z.Liu, Y. Kleiner, B. Rajjani, Lili Wang, and Wendy Condit.
Technical Report EPA/600/R-12/017, United States Environmental Protection Agency, National Risk Management Research Laboratory. Institute for Research in Construction, National Research Council Canada.
2012
Capacitive imaging sensor holds promise for detecting pipe corrosion.
Z.Liu.
Construction Innovation 17(1).
2012
An Automated Vision System for Container-Code Recognition.
W. Wu, Z.Liu, M. Chen, X. M. Yang, and X. H. He.
Expert Systems with Applications.
2012
Objective Assessment of Multiresolution Fusion Algorithms for Context Enhancement in Night Vision: A Comparative Study.
Z.Liu, E. Blasch, Z. Xue, J. Zhao, R. Lagani\`{e}re, and W. Wu.
IEEE Transactions on Pattern Analysis and Machine Intelligence 34(1).
2012
Image Fusion of the Terahertz-Visual NAECON Grand Challenge Data.
E. P. Blasch, Z.Liu, Doug Petkie, Robert Ewing, Gernot Pomrenke, and Kitt Reinhardt.
Proceedings of the 2012 IEEE National Aerospace and Electronics Conference {(NAECON)}. (\textbf{ NAECON 2012 Grand Challenge Award}).
2011
Non-Destructive Inspection Techniques for Pipe Corrosion Detection and Measurement.
Z.Liu.
Unknown venue (type=conference).
2011
LANDSAT satellite image fusion metric assessment.
E. P. Blasch and Z.Liu.
Proceedings of the 2011 IEEE National Aerospace and Electronics Conference {(NAECON)}.
2011
Development of Advanced Bridge Monitoring Strategies (ABMS).
D. Cusson, L. Daigle, B. Saassouh, and Z.Liu.
Technical Report B-5339.1, National Research Council Canada, Institute for Research in Construction.
2011
4. Fusion with Infrared Images for An Improved Performance and Perception.
Z.Liu and W. Wu.
Chapter in Pattern Recognition, Machine Intelligence and Biometrics.
2011
Multi-Sensor Data Fusion with MATLAB.
Z.Liu.
Unknown venue (type=misc). Book author: Jitendra R. Raol.
2011
A Single Image Super-Resolution based on Markov Model and Contourlet Transform.
W. Wu, Z.Liu, X. H. He, and W. Gueaieb.
Journal of Electronic Imaging 20(2).
2011
Image Fusion Performance Assessment for the Night Vision Application.
E. Blasch and Z.Liu.
Unknown venue (type=conference).
2011
Pipe performance analysis with nonparametric regression.
Z.Liu, W. Wu, and Y. Hu.
Nondestructive Characterization for Composite Materials, Aerospace Engineering, Civil Infrastructure, and Homeland Security (Proceedings of {SPIE}).
2011
Improving Laser Scan for Pitting Corrosion Measurement by Using Super Resolution Technique.
W. Wu, Z.Liu, and D. Krys.
Automation in Construction.
2011
Experimenting Capacitive Imaging Sensor Technique for the Integrity of Metallic Pipe.
Z.Liu, D. Krys, and M. Genest.
Unknown venue (type=conference).
2011
NDE Signal Processing.
Z.Liu.
Chapter in Aeronautical Applications of {NDE}.
2011
Learning-based Super Resolution Using Kernel Partial Least Squares.
W. Wu, Z.Liu, and X. He.
Image and Vision Computing. (\textbf{Top 25 Hottest Articles 2011}).
2010
Integrated Imaging and Vision Techniques for Industrial Inspection: A Special Issue on Machine Vision and Applications.
Z.Liu, H. Ukida, P. Ramuhalli, and D. S. Forsyth.
Machine Vision and Applications 21(5).
2010
Concealed Weapon Detection: Data Fusion Perspective.
Z.Liu, Z. Xue, T. Macuda, D. S. Forsyth, and R. Lagani\`{e}re.
Journal of Aerospace Computing, Information, and Communication 7(7).
2010
Exploring the Relationship between Soil Properties and Deterioration of Metallic Pipes Using Predictive Data Mining Methods.
Z.Liu, R. Sadiq, B. Rajani, and H. Najjaran.
{ASCE} Journal of Computing in Civil Engineering 24(3).
2010
Characterization of Pitting Corrosion on Small Diameter Ductile Iron Pipe Using Thermography.
Z.Liu, M. Genest, and D. Krys.
Nondestructive Characterization for Composite Materials, Aerospace Engineering, Civil Infrastructure, and Homeland Security (Proceedings of {SPIE}).
2010
Segmentation of Laser Range Image for Pipe Anomaly Detection.
Z.Liu and D. Krys.
Nondestructive Characterization for Composite Materials, Aerospace Engineering, Civil Infrastructure, and Homeland Security (Proceedings of {SPIE}).
2010
The Use of Contrast Sensitive Function in the Perceptual Quality Assessment of Fused Image.
Z.Liu and W. Wu.
International Journal of Image and Data Fusion 2(1).
2010
Earthquake Induced Damage Classification for Reinforced Concrete Buildings.
S. Tesfamariam and Z.Liu.
Structural Safety 32(2). (\textbf{Top 25 Hottest Articles October 2009 - March 2011}).
2009
Pattern Recognition and Neural Networks.
Z.Liu.
Unknown venue (type=misc). Book author: B. D. Ripley.
2009
Quantifying Surface Deformation with An Enhanced Visual Inspection: Edge of Light.
Z.Liu, M. Genest, D. S. Forsyth, and T. Marincak.
IEEE Transactions on Instrumentation and Measurement 58(2).
2009
7. Machine Vision for Visual Testing.
Z.Liu and H. Ukida.
Chapter in Nondestructive Testing Handbook: Visual Testing.
2008
Measuring Corrosion Levels of Ductile Iron Pipes Using Scanned Images.
M. Helium, B. Wong, S. Kruithof, D. Krys, and Z.Liu.
Technical Report RR-268, Institute for Research in Construction, National Research Council Canada.
2008
A Data Fusion Scheme for Quantitative Image Analysis by Using Locally Weighted Regression and Dempster-Shafer Theory.
Z.Liu, D. S. Forsyth, M. S. Safizadeh, and A. Fahr.
IEEE Transactions on Instrumentation and Measurement 57(11).
2008
Classification and Learning Using Genetic Algorithms: Applications in Bioinformatics and Web Intelligence.
Z.Liu.
Unknown venue (type=misc). Book author: Sanghamitra Bandyopadhyay and Sankar K. Pal.
2008
Characterization of Impact Test Response of PCCP with System Identification Approaches.
Z.Liu, A. Wang, and D. Krys.
$17^{th}$ World Conference on Nondestructive Testing.
2008
Evaluation of NDT Techniques for Corrosion Detection and Quantification in Lap Joints.
M. S. Safizadeh, D. S. Forsyth, Z.Liu, and A. Fah.
Materials Evaluation 66(5).
2008
Processing Laser Range Image for the Investigation on the Long-Term Performance of Ductile Iron Pipe.
Z.Liu, D. Krys, B. Rajani, and H. Najjaran.
Nondestructive Testing and Evaluation 23(1).
2008
Characterization of Surface Deformation with the Edge of Light Technique.
Z.Liu, M. Genest, A. Marincak, and D. S. Forsyth.
Machine Vision and Applications 19(1).
2008
A Feature-based Metric for the Quantitative Evaluation of Image Fusion.
Z.Liu, D. S. Forsyth, and R. Lagani\`{e}re.
Computer Vision and Image Understanding 109(1).
2008
Combining Multiple Nondestructive Inspection Images with A Generalized Additive Model.
Z.Liu, P. Ramuhalli, M. S. Safizadeh, and D. S. Forsyth.
Measurement Science and Technology 19(085701).
2008
10. On the Fusion of Multi-Sensor Images: the Multiresolution Approaches.
Z.Liu and J. Z. Yang.
Chapter in Robot Vision: New Research.
2007
Survey: State of the Art of NDE Data Fusion.
Z.Liu, D. S. Forsyth, J. P. Komorroski, K. Hanasaki, and K. Kiruba.
IEEE Transactions on Instrumentation and Measurement 56(6).
2007
Performance Assessment of Combinative Pixel-Level Image Fusion based on An Absolute Feature Measurement.
J. Y. Zhao, R. Lagani\`{e}re, and Z.Liu.
International Journal of Innovative Computing, Information and Control 3(6).
2007
Context Enhancement through Infrared Vision: A Modified Fusion Scheme.
Z.Liu and R. Lagani\`{e}re.
Signal, Image, and Video Processing 1(4).
2007
Selected Structural Diagnostics and Prognostics Sensors.
N. Mrad, Z.Liu, C. K. Jen, and G. Z. Xiao.
Unknown venue (type=conference).
2007
The Use of Phase Congruence Measurement for Image Similarity Assessment.
Z.Liu and R. Lagani\`{e}re.
Pattern Recognition Letters 28(1).
2007
A Data Fusion Framework for Interpreting Multiple NDI Images.
Z.Liu, D. S. Forsyth, P. Ramuhalli, and A. Fahr.
Chapter in Ultrasonic and Advances in Nondestructive Testing and Materials Characterization.
2007
Registration of IR and EO Video Sequence based on Frame Difference.
Z.Liu and R. Lagani\`{e}re.
Unknown venue (type=conference).
2006
Exfoliation Detection Using Structurally Integrated Piezoelectric Ultrasonic Transducers.
N. Mrad, Z.Liu, M. Kobayashi, M. Liao, and C. K. Jen.
Insight: Nondestructive Testing and Condition Monitoring 48(2).
2006
ZigBee\texttrademark~Technique for Distributed Sensing.
N. Mrad and Z.Liu.
Unknown venue (type=misc). {DRDC} Atlantic {TM 2006-220}, Defence R \& D Canada - Atlantic.
2006
Automated Locating Rivets in the Edge of Light Image of Aircraft Lap Joint Inspection.
Z.Liu, D. S. Forsyth, A. Marincak, and P. Vesely.
{NDT}\&E International 39(6).
2006
Test Plan for the Development of Coupons with Fatigue Cracks for Generic Bolt Hole Eddy Current Probability of Detection Program.
M. Yanishevsky, A. Christie, M. Liao, and Z.Liu.
Technical Report {LM-SMPL-2006-0149}, Institute for Aerospace Research, National Research Council Canada.
2006
Image Fusion Algorithm Assessment based on Feature Measurement.
J. Y. Zhao, R. Lagani\`{e}re, and Z.Liu.
Unknown venue (type=conference).
2006
Automatic Classification and Characterization of Hidden Corrosion Using Pulsed Eddy Current Data.
M. S. Safizadeh, Z.Liu, D. S. Forsyth, and A. Fahr.
Canadian Institute for {NDE} Journal 27(4).
2006
Empirical and Model-Based Data Fusion Methods for Corrosion Characterization in Multilayer Structures.
J. C. Aldrin, D. S. Forsyth, H. A. Sabbagh, and Z.Liu.
Unknown venue (type=conference).
2006
On the Use of Phase Congruency to Evaluate Image Similarity.
Z.Liu and R. Lagani\`{e}re.
Unknown venue (type=conference).
2006
Application of Dempster-Shafer Theory for the Fusion of Lap Joints Inspection Data.
Z.Liu, A. Fahr, and N. Mrad.
Unknown venue (type=incollection).
2006
Concealed Weapon Detection and Visualization in a Synthesized Image.
Z.Liu, Z. Xue, R. S. Blum, and R. Lagani\`{e}re.
Pattern Analysis and Applications 8(4).
2006
Generic Bolt Hole Eddy Current Probability of Detection - Experimental Plan.
Z.Liu, M. Yanishevsky, D. S. Forsyth, and A. Fahr.
Technical Report {LTR-SMPL-2006-0084}, Institute for Aerospace Research, National Research Council Canada.
2006
Advanced Sensor Technology for Aircraft Technology and Capability Demonstration.
Z.Liu, M. Genest, A. Fahr, and N. Mrad.
Technical Report {LTR-SMPL-2006-0085}, Institute for Aerospace Research, National Research Council Canada.
2006
A Variational Model for P+XS Image Fusion.
Coloma Ballester, Vicent Caselles, Laura Igual, Joan Verdera, and Bernard Roug{\'e}.
International Journal of Computer Vision 69(1).
[abstract]
We propose an algorithm to increase the resolution of multispectral satellite images knowing the panchromatic image at high resolution and the spectral channels at lower resolution. Our algorithm is based on the assumption that, to a large extent, the geometry of the spectral channels is contained in the topographic map of its panchromatic image. This assumption, together with the relation of the panchromatic image to the spectral channels, and the expression of the low-resolution pixel in terms of the high-resolution pixels given by some convolution kernel followed by subsampling, constitute the elements for constructing an energy functional (with several variants) whose minima will give the reconstructed spectral images at higher resolution. We discuss the validity of the above approach and describe our numerical procedure. Finally, some experiments on a set of multispectral satellite images are displayed.
2005
The Use of Locally Weighted Regression for the Data Fusion with Dempster-Shafer Theory.
Z.Liu, D. S. Forsyth, M. S. Safizadeh, M. Genest, C. Mandache, and A. Fahr.
Unknown venue (type=conference).
2005
Automated Pulsed Eddy Current Method for Detection and Classification of Hidden Corrosion.
M. S. Safizadeh, Z.Liu, C. Mandache, D. S. Forsyth, and A. Fahr.
Unknown venue (type=conference).
2005
Practical NDE Data and Sensor Fusion.
Z.Liu and D. S. Forsyth.
Unknown venue (type=conference).
2005
Quantifying Enhanced Visual Inspection by Using a Laser Displacement Sensor.
Z.Liu, M. Genest, B. Roge, D. S. Forsyth, and A. Marincak.
Unknown venue (type=conference).
2005
Fusion of Visual and Eddy Current Inspection Results for the Evaluation of Corrosion Damage in Aircraft Lap Joints.
Z.Liu, D. S. Forsyth, M. S. Safizadeh, M. Genest, A. Fahr, and A. Marincak.
Health Monitoring and Smart Nondestructive Evaluation of Structural and Biological Systems {IV} (Proceedings of SPIE).
2005
Multi-Sensor Image Fusion and Its Applications.
.
Unknown venue (type=book).
2005
Advanced Sensor Technology for Aircraft - Project Report for Tasks 1-3.
D. S. Forsyth, Z.Liu, M. Genest, A. Fahr, and N. Mrad.
Technical Report {LTR-SMPL-2005-0064}, Institute for Aerospace Research, National Research Council Canada.
2005
Multiresolution Data Fusion Algorithm for Aerospace Applications.
M. Kumar, P. Ramuhalli, and Z.Liu.
Unknown venue (type=incollection).
2005
Fusion of Multi-modal NDI Images for Aircraft Corrosion Detection and Quantification.
Z.Liu, D. S. Forsyth, and J. P. Komorowski.
Chapter in Multi-Sensor Image Fusion and Its Applications.
2004
Automatic Classification and Characterization of Hidden Corrosion Using Pulsed Eddy Current Data.
M. S. Safizadeh, Z.Liu, D. S. Forsyth, and A. Fahr.
Unknown venue (type=conference).
2004
Multifrequency Eddy Current for the Characterization of Corrosion in Multilayer Structures.
M. S. Safizadeh, Z.Liu, B. A. Lepine, and D. S. Forsyth.
Materials Evaluation 62(5).
2004
Registration of Multi-Modal NDI Images for Aging Aircraft.
Z.Liu and D. S. Forsyth.
Research in Nondestructive Evaluation 15(1).
2004
Multisensor Concealed Weapon Detection by Using A Multiresolution Mosaic Approach.
Rick S. Blum, Z.Liu D. S. Forsyth, and Z. Y. Xue.
Unknown venue (type=conference).
2004
Automatic Classification and Characterization of Hidden Corrosion Using Pulsed Eddy Current Data.
M. S. Safizadeh, Z.Liu, D. S. Forsyth, and A. Fahr.
Proceedings of World Conference on {NDT}.
2004
Digital Watermarking by Using A Feature-based Multiwavelet Fusion Approach.
J. Y. Zhao, Z.Liu, and R. Lagani\`{e}re.
Unknown venue (type=conference).
2003
Investigations on Classifying Pulsed Eddy Current Signal with A Neural Network.
Z.Liu, D. S. Forsyth, B. A. Lepine, I. Hammad, and B. Farahbakhsh.
Insight: Nondestructive Testing and Condition Monitoring 45(9).
2003
Sensor and Data Fusion Concepts and Applications.
Lawrence A. Klein.
Unknown venue (type=book). Translated by Y. P. Dai, Z.Liu and G. H. Yu.
2003
Pulsed Eddy Current Inspections of Aircraft Structures in Support of Holistic Damage Tolerance.
M. S. Safizadeh, D. S. Forsyth, Z.Liu, B. A. Lepine, and M. Liao.
Unknown venue (type=conference).
2003
Risk Analysis of Corrosion Maintenance Actions in Aircraft Structures.
M. Liao, D. S. Forsyth, J. P. Komorowski, M. S. Safizadeh, Z.Liu, and N. Bellinger.
Unknown venue (type=conference).
2003
Preprocessing of Edge of Light Images: Towards A Quantitative Evaluation.
Z.Liu, D. S. Forsyth, and T. Marincak.
Unknown venue (type=incollection).
2003
Quantitative Interpretation of multi-Frequency Eddy Current Data by Using Data Fusion Approaches.
Z.Liu, D. S. Forsyth, M. S. Safizadeh, B. Lepine, and A. Fahr.
Unknown venue (type=incollection).
2003
Inspection of Boeing 707 Wing Skin Specimen 245A-Z-3.
D. S. Forsyth, Z.Liu, B. Roge, M. R. Brothers, and B. A. Lepine.
Technical Report {LTR-SMPL-2003-0004}, Institute for Aerospace Research, National Research Council Canada.
2003
The Application and Assessment of NDI Methods for the Detection of Corrosion in Multi-Layer Aluminum Aircraft Fuselage Structures - Final Report for CFSD Phase 2 Task L - Part II.
B. A. Lepine, D. S. Forsyth, M. R. Brothers, Z.Liu, and M. S. Safizadeh.
Technical Report {LTR-SMPL-2003-0104}, Institute for Aerospace Research, National Research Council Canada.
2003
Quantifying Aircraft Hidden Corrosion by Using Multi-Modal NDI.
Z.Liu, D. S. Forsyth, B. A. Lepine, M. S. Safizadeh, and A. Fahr.
Unknown venue (type=incollection).
2003
Automated Measurement of Corrosion Damage Using Edge of Light.
Z.Liu, D. S. Forsyth, A. Marincak, and P. Vesely.
Unknown venue (type=incollection).
2003
Investigations on Classifying Pulsed Eddy Current Signals with A Neural Network.
Z. Liu, D. S. Forsyth, B. A. Lepine, I. Hammad, and B. Farahbakhsh.
Insight 45(9).
2003
Quantifying Aircraft Hidden Corrosion by Using Multi-Modal NDI.
Z.Liu, D. S. Forsyth, B. A. Lepine, S. Safizadeh, and A. Fahr.
Review of Progress in Quantitative NDE.
2003
Automated Measurement of Corrosion Damage Using Edge of Light.
Z.Liu, D. S. Forsyth, A. Marincak, and P. Vesely.
Review of Progress in Quantitative NDE.
2003
Wavelet Neural Network Based Data Fusion for Improved Thickness Characterization.
P. Ramuhalli and Z.Liu.
Unknown venue (type=incollection).
2003
Pulsed Eddy Current Inspections of Aircraft Structures in Support of Holistic Damage Tolerance.
M. S. Safizadeh, D. S. Forsyth, Z.Liu, B. A. Lepine, and M. Liao.
{SAE} Transactions: Journal of Aerospace.
2003
A New De-noising Method Based On Wavelet Transform and Transforming Hampel Filter.
J. X. Zhang, Q. H. Zhong, Y. P. Dai, and Z.Liu.
Unknown venue (type=conference).
2002
Data Fusion for Quantitative Nondestructive Inspection of Corrosion Damage in Aircraft Wing Structures.
D.S. Forsyth, Z.Liu, J. Hoffmann, and D. T. Peeler.
Proceedings of the 2002 United States Air Force Aircraft Structural Integrity Program (ASIP) conference.
2002
An Application of NDI Data Fusion to Aging Aircraft Structures.
D. S. Forsyth, Z.Liu, J. P. Komorowski, and D. Peeler.
$6^{th}$ Joint FAA/DoD/NASA Conference on Aging Aircraft.
2002
Using Multiple Orientational Filters of Steerable Pyramid for Image Registration.
Z.Liu, Y. K. Ho, K. Tsukada, K. Hanasaki, Y. P. Dai, and L. Q. Li.
International Journal on Multi-Sensor, Multi-Source Information Fusion 3(3).
2002
Fusion of Multi-frequency Eddy Current Signals by Using Wavelet Analysis Method.
L. Q. Li, Z.Liu, K. Tsukada, and K. Hanasaki.
Unknown venue (type=conference).
2002
Data Fusion Methodologies for Fuselage Splice Joints.
D. S. Forsyth and Z.Liu.
Technical Report {LTR-SMPL-2002-0159}, Institute for Aerospace Research, National Research Council Canada.
2002
Variability in Life Cycle Maintenance Actions Due to Variability in Nondestructive Evaluation of Corrosion Damage in Aircraft Fuselage Splice Joints.
D. S. Forsyth, M. Liao, Z.Liu, and B. A. Lepine.
Technical Report {LTR-SMPL-2002-0218}, Institute for Aerospace Research, National Research Council Canada.
2002
Data Fusion Method for the Optimal Mixing of Multi-frequency Eddy Current Signals.
Z.Liu, M. S. Safizadeh, D. S. Forsyth, and B. A. Lepine.
Review of Progress in Quantitative Nondestructive Evaluation.
2001
Image Fusion by Using Steerable Pyramid.
Z.Liu, K. Tsukada, K. Hanasaki, Y. K. Ho, and Y. P. Dai.
Pattern Recognition Letters 22(9).
2001
NDI and Infrastructure Requirements for the Implementation of Corrosion Damage Tolerance.
D. S. Forsyth, J. P. Komorowski, Z.Liu, J. S. Ullett, and D. Willie.
Unknown venue (type=conference).
2001
5. Fusion of Ultrasonic Images for 3-D Reconstruction of Internal Flaws in Welds.
X. E. Gros and Z.Liu.
Chapter in Applications of NDT Data Fusion.
2000
Advanced Data Processing in Nondestructive Testing.
Z.Liu, K. Tsukada, K. Hanasaki, and M. Sasai.
Unknown venue (type=conference).
2000
Advanced Data Processing in Nondestructive Testing.
Z.Liu, K. Hanasaki, K. Tsukada, and M. Sasai.
Proceedings of the Seminar on Engineering Advances at the Dawn of the 21st Century.
2000
Experimenting with Pixel-Level NDT Data Fusion Techniques.
X. E. Gros, Z.Liu, K. Tsukada, and K. Hanasaki.
IEEE Transaction on Instrumentation and Measurement 49(5).
2000
Printed Circuit Board Inspection for Flexible Manufacture.
M. Sasai, Z.Liu, L. Q. Li, K. Tsukada, and K. Hansaki.
Unknown venue (type=conference).
1999
Two-Dimensional Eddy Current Signal Enhancement via Multifrequency Data Fusion.
Z.Liu, K. Tsukada, K. Hanasaki, and M. Kurisu.
Research in Nondestructive Evaluation 11(3).
1999
3D Visualization of Ultrasonic Inspection Data by Using AVS.
Z.Liu, X. E. Gros, K. Tsukada, and K. Hanasaki.
Unknown venue (type=conference).
1999
A Target Tracking Algorithm with Derivation Measurement.
Y. P. Dai, K. Hirasawa, and Z.Liu.
Research Reports on Information Science and Electrical Engineering of Kyushu University 4(2).
1999
A Target Tracking Algorithm with Range Rate Under the Color Measurement Environment.
Y. P. Dai, C. Z. Jin, J. L. Hu, K. Hirasawa, and Z.Liu.
Unknown venue (type=conference).
1999
Integration of Fieldbus into DCS.
L. Q. Li, K. Hanasaki, Z.Liu, X. Y. Wei, Y. B. Pang, and Y. H. Wu.
Unknown venue (type=conference).
1999
Multiresolution Image Fusion and its NDT Application.
Z.Liu, K. Tsukada, and K. Hanasaki.
Unknown venue (type=incollection).
1999
The Use of Wavelets for Pixel Level NDT Data Fusion.
Z.Liu, X. E. Gros, K. Tsukada, K. Hanasaki, and K. Takahashi.
Unknown venue (type=conference).
1998
One-Dimensional Eddy Current Multifrequency Data Fusion: A Multiresolution Analysis Approach.
Z.Liu, K. Tsukada, and K. Hanasaki.
Insight: Nondestructive Testing and Condition Monitoring 40(4).
1997
Estimation of Carbon Content in Steel by Using Magnetic Hysteresis Loop.
Z.Liu, K. Tsukada, and K. Hanasaki.
Unknown venue (type=conference).
1997
Steel Property Evaluation from the Hysteresis Loop by Using Fourier Descriptors.
Z.Liu, X. Y. Wei, K. Tsukada, and K. Hanasaki.
Unknown venue (type=conference).