Ph.D. Candidate

Short biography

Fan LiI am a fourth-year Ph.D student. Before I came here, I received my Master's degree in pattern recognition and intelligent systems from Wuhan University in China. 

Supervisors

Alexander WongDavid A. Clausi

Research interests

My research interests lie in the fields of machine learning, computer vision, and image processing, with particular applications in remote sensing. 

Research topics

Computer Vision

Image Segmentation/Classification

Multiresolution Techniques

Remote Sensing

Research demos

MAGIC System

Publications

Journal articles

Li, F.D. A. Clausi, and A. Wong, "Comparative study of classification methods for surficial materials in the Umiujalik Lake region using RADARSAT-2 polarimetric, Landsat-7 imagery and DEM Data pdf", Canadian Journal of Remote Sensing, February, Accepted. Details

Li, F.L. XuA. Wong, and D. A. Clausi, "Feature Extraction for Hyperspectral Imagery via Ensemble Localized Manifold Learningpdf", IEEE Geoscience and Remote Sensing Letters, vol. 12, issue 12, 2015. Details

Li, F.L. XuA. Wong, and D. A. Clausi, "QMCTLS: Quasi Monte Carlo Texture Likelihood Sampling for Despeckling of Complex Polarimetric SAR Imagespdf", IEEE Geoscience and Remote Sensing Letters, vol. 12, issue 7, February, 2015. Details

Xu, L.A. WongF. Li, and D. A. Clausi, "Extraction of Endmembers From Hyperspectral Images Using A Weighted Fuzzy Purified-Means Clustering Modelpdf", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, issue 2, 2015. Details

Li, F.L. XuP. SivaA. Wong, and D. A. Clausi, "Hyperspectral Image Classification with Limited Labeled Training Samples Using Enhanced Ensemble Learning and Conditional Randompdf", IEEE Journal of Selected Topics in Applied Earth observations and Remote Sensing, vol. 8, issue 6, February, 2015.  Details

Li, F.L. XuP. SivaA. Wong, and D. A. Clausi, "Hyperspectral Image Classification with Limited Labeled Training Samples Using Enhanced Ensemble Learning and Conditional Randompdf", IEEE Journal of Selected Topics in Applied Earth observations and Remote Sensing, vol. 8, issue 6, February, 2015.  Details

Xu, L.A. WongF. Li, and D. A. Clausi, "Intrinsic Representation of Hyperspectral Imagery for Unsupervised Feature Extractionpdf", IEEE Transactions on Geosciences and Remote Sensing, vol. 54, issue 2: IEEE, 2015. Details

Conference papers

Wang, L.A. WongD. A. Clausi, A. K. Scott, L. XuM. J. Shafiee, and F. Li, "Sea ice concentration estimation from satellite SAR imagery using convolutional neural network and stochastic fully connected connected conditional random fieldpdf",CVPR 2015 Earthvision Workshop, Submitted. Details

Li, F.D. A. ClausiL. Wang, and L. Xu, "A Semi-supervised Approach for Ice-water Classification Using Dual-Polarization SAR Satellite Imagerypdf", CVPR 2015 Earthvision Workshop, Accepted. Details

Xu, L.M. J. ShafieeA. WongF. LiL. Wang, and D. A. Clausi, "Oil Spill Candidate Detection from SAR Imagery Using a Thresholding-Guided Stochastic Fully-Connected Conditional Random Field Modelpdf", CVPR 2015 Earthvision Workshop, Accepted. Details

Mishra, A.C. ScharfenbergerP. SivaF. LiA. Wong, and D. A. Clausi, "DESIRe: Discontinuous Energy Seam Carving for Image Retargeting Via Structural and Textural Energy Functionals", IEEE International Conference on Image Processing (ICIP), September, 2015. Details

Li, F.A. Wong, and D. A. Clausi, "Combining rotation forests and AdaBoost for hyperspectral imagery classification using few labeled samples", IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2014. Details

Li, F.A. Wong, and D. A. Clausi, "Comparative Study of Feature Space Projection Methods for Hyperspectral Image Classification", IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2014. Details

Li, F.A. Wong, and D. A. Clausi, "Comparison of unsupervised segmentation methods for surficial materials mapping in Nunavut, Canada using RADARSAT-2 polarimetric, Landsat-7, and DEM data", IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2014. Details

Amelard, R.A. WongD. A. Clausi, and F. Li, "Unsupervised Classification of Sea-Ice and Water Using Synthetic Aperture Radar via an Adaptive Texture Sparsifying Transformpdf", IEEE International Geoscience and Remote Sensing Symposium, March, 2013. Details

Affiliation: 
University of Waterloo

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