Remote sensing, or the science of capturing data of the earth from airplanes or satellites, enables regular monitoring of land, ocean, and atmosphere expanses, representing data that cannot be captured using any other means. A vast amount of information is generated by remote sensing platforms and there is an obvious need to analyze the data accurately and efficiently to improve throughput, reduce costs, and create new products. Whereas human operators can effectively interpret remotely sensed imagery, there is no known artificial algorithm able to perform such a task. Members of the VIP research team conduct remote sensing research to solve problems in denoising, disparate scene registration, multi-sensor fusion, region segmentation, and scene classification. The overall objective of the proposed research is to design more effective automated information extraction algorithms for interpreting remote sensing imagery. A key research area within the VIP lab is the automated classification of sea ice images derived from the synthetic aperture radar (SAR) sensor.
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Satellite SAR Sea Ice Classification
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Chen X., Patel M., Xu L., Chen Y., Scott K.A., and Clausi D.A, "Weakly Supervised Learning for Pixel-Level Sea Ice Concentration Extraction Using AI4Arctic Sea Ice Challenge Dataset", IEEE Geoscience and Remote Sensing Letters, vol. 21, pp. 1-5, 2024. Get it here. Aboutalebi H., Shafiee M.J., Tai C.-E.A., and Wong A, "Knowing is Half the Battle: Enhancing Clean Data Accuracy of Adversarial Robust Deep Neural Networks via Dual-Model Bounded Dive", IEEE Access, vol. 12, pp. 48174-48188, 2024. Get it here. Chen X., Scott K.A., Xu L., Jiang M., Fang Y., and Clausi D.A, "Uncertainty-Incorporated Ice and Open Water Detection on Dual-Polarized SAR Sea Ice Imagery", IEEE Transactions on Geoscience and Remote Sensing, vol. 61, 2023. Get it here. Wu Y., Xu L., Wang L., Chen Q., Chen Y., and Clausi D.A, "Multi-Task Edge Detection for Building Vectorization From Aerial Images", IEEE Geoscience and Remote Sensing Letters, vol. 20, 2023. Get it here. Ghanbari M., Xu L., and Clausi D.A, "Local and Global Spatial Information for Land Cover Semisupervised Classification of Complex Polarimetric SAR Data", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 16, pp. 3892-3904, 2023. Get it here. Taleghanidoozdoozan S., Xu L., and Clausi D.A, "Region-Based Sea Ice Mapping Using Compact Polarimetric Synthetic Aperture Radar Imagery with Learned Features and Contextual In", Remote Sensing, vol. 15, 2023. Get it here. Fang Y., Wang Y., Xu L., Chen Y., Wong A., and Clausi D.A, "Unsupervised Bayesian Subpixel Mapping Autoencoder Network for Hyperspectral Images", IEEE Transactions on Geoscience and Remote Sensing, vol. 61, 2023. Get it here. Chen X., Valencia R., Soleymani A., Xu L., and Scott K.A, "Calibration of Uncertainty in Sea Ice Concentration Retrieval With an Auxiliary Prediction Interval Estimator", IEEE Geoscience and Remote Sensing Letters, vol. 20, 2023. Get it here. Fang Y., Wang Y., Xu L., Zhuo R., Wong A., and Clausi D.A, "BCUN: Bayesian Fully Convolutional Neural Network for Hyperspectral Spectral Unmixing", IEEE Transactions on Geoscience and Remote Sensing, vol. 60, 2022. Get it here. Wu Y., Xu L., Chen Y., Wong A., and Clausi D.A, "TAL: Topography-Aware Multi-Resolution Fusion Learning for Enhanced Building Footprint Extraction", IEEE Geoscience and Remote Sensing Letters, vol. 19, 2022. Get it here. Taleghanidoozdoozan S., Xu L., and Clausi D.A, "Oil Spill Candidate Detection Using a Conditional Random Field Model on Simulated Compact Polarimetric Imagery", Canadian Journal of Remote Sensing, vol. 48, pp. 425-440, 2022. Get it here. Fang Y., Xu L., Wong A., and Clausi D.A, "Multi-Temporal Landsat-8 Images for Retrieval and Broad Scale Mapping of Soil Copper Concentration Using Empirical Models", Remote Sensing, vol. 14, 2022. Get it here. Fang Y., Xu L., Chen Y., Zhou W., Wong A., and Clausi D.A, "A Bayesian Deep Image Prior Downscaling Approach for High-Resolution Soil Moisture Estimation", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 15, pp. 4571-4582, 2022. Get it here. Jiang M., Xu L., and Clausi D.A, "Sea Ice–Water Classification of RADARSAT-2 Imagery Based on Residual Neural Networks (ResNet) with Regional Pooling", Remote Sensing, vol. 14, 2022. Get it here. Lee P.Q., Xu L., and Clausi D.A, "Estimating Noise Floor in Sentinel-1 Images With Linear Programming and Least Squares", IEEE Transactions on Geoscience and Remote Sensing, vol. 60, 2022. Get it here. Jiang M., Clausi D.A., and Xu L, "Sea-Ice Mapping of RADARSAT-2 Imagery by Integrating Spatial Contexture With Textural Features", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 15, pp. 7964-7977, 2022. Get it here. Hosseinaee Z., Pellegrino N., Abbasi N., Amiri T., Simmons J.A.T., Fieguth P., and Haji Reza P, "Author Correction: In-vivo functional and structural retinal imaging using multiwavelength photoacoustic remote sensing microsco", Scientific Reports, vol. 12, 2022. Get it here. Hosseinaee Z., Pellegrino N., Abbasi N., Amiri T., Simmons J.A.T., Fieguth P., and Haji Reza P, "In-vivo functional and structural retinal imaging using multiwavelength photoacoustic remote sensing microscopy", Scientific Reports, vol. 12, 2022. Get it here. Boktor M., Ecclestone B.R., Pekar V., Dinakaran D., Mackey J.R., Fieguth P., and Haji Reza P, "Virtual histological staining of label-free total absorption photoacoustic remote sensing (TA-PARS)", Scientific Reports, vol. 12, 2022. Get it here. Pellegrino N., Ecclestone B.R., Dinakaran D., van Landeghem F., Fieguth P., and Reza P.H, "Time-domain feature extraction for target specificity in photoacoustic remote sensing microscopy", Optics Letters, vol. 47, pp. 3952-3955, 2022. Get it here. Radhakrishnan K., Scott K.A., and Clausi D.A, "Sea Ice Concentration Estimation: Using Passive Microwave and SAR Data with a U-Net and Curriculum Learning", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 14, pp. 5339-5351, 2021. Get it here. Lee P.Q., Radhakrishnan K., Clausi D.A., Scott K.A., Xu L., and Marcoux M, "Beluga whale detection in the Cumberland Sound Bay using convolutional neural networks", Canadian Journal of Remote Sensing, vol. 47, pp. 276-294, 2021. Get it here. Asadi N., Scott K.A., Komarov A.S., Buehner M., and Clausi D.A, "Evaluation of a Neural Network with Uncertainty for Detection of Ice and Water in SAR Imagery", IEEE Transactions on Geoscience and Remote Sensing, vol. 59, pp. 247-259, 2021. Get it here. Chen Y., Xu L., Fang Y., Peng J., Yang W., Wong A., and Clausi D.A, "Unsupervised Bayesian Subpixel Mapping of Hyperspectral Imagery Based on Band-Weighted Discrete Spectral Mixture Model and Marko", IEEE Geoscience and Remote Sensing Letters, vol. 18, pp. 162-166, 2021. Get it here. Ghanbari M., Clausi D.A., and Xu L, "CP-IRGS: A Region-Based Segmentation of Multilook Complex Compact Polarimetric SAR Data", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 14, pp. 6559-6571, 2021. Get it here. Hosseinaee Z., Ecclestone B., Pellegrino N., Khalili L., Mukhangaliyeva L., Fieguth P., and Reza P.H, "Functional photoacoustic remote sensing microscopy using a stabilized temperature-regulated stimulated Raman scattering light so", Optics Express, vol. 29, pp. 29745-29754, 2021. Get it here. Wong A., Lin Z.Q., Wang L., Chung A.G., Shen B., Abbasi A., Hoshmand-Kochi M., and Duong T.Q, "Towards computer-aided severity assessment via deep neural networks for geographic and opacity extent scoring of SARS-CoV-2 ches", Scientific Reports, vol. 11, 2021. Get it here. Ebadi A., Xi P., Tremblay S., Spencer B., Pall R., and Wong A, "Understanding the temporal evolution of COVID-19 research through machine learning and natural language processing", Scientometrics, vol. 126, pp. 725-739, 2021. Get it here. Lee P.Q., Xu L., and Clausi D.A, "Sentinel-1 additive noise removal from cross-polarization extra-wide TOPSAR with dynamic least-squares", Remote Sensing of Environment, vol. 127, 2020. Get it here. Yang L., Xu L., Peng J., Song Y., Wong A., and Clausi D.A, "Nonlocal Band-Weighted Iterative Spectral Mixture Model for Hyperspectral Imagery Denoising", IEEE Transactions on Geoscience and Remote Sensing, vol. 58, pp. 5588-5601, 2020. Get it here. Zhong Z., Li J., Clausi D.A., and Wong A, "Generative Adversarial Networks and Conditional Random Fields for Hyperspectral Image Classification", IEEE Transactions on Cybernetics, vol. 50, pp. 3318-3329, 2020. Get it here. Hoekstra M., Jiang M., Clausi D.A., and Duguay C, "Lake ice-water classification of RADARSAT-2 images by integrating IRGS Segmentation with pixel-based random forest labeling", Remote Sensing, vol. 12, 2020. Get it here. Ecclestone B.R., Bell K., Abbasi S., Dinakaran D., van Landeghem F.K.H., Mackey J.R., Fieguth P., and Haji Reza P, "Improving maximal safe brain tumor resection with photoacoustic remote sensing microscopy", Scientific Reports, vol. 10, 2020. Get it here. Gong Z., Lin H., Zhang D., Luo Z., Zelek J., Chen Y., Nurunnabi A., Wang C., and Li J, "A Frustum-based probabilistic framework for 3D object detection by fusion of LiDAR and camera data", ISPRS Journal of Photogrammetry and Remote Sensing, vol. 127, pp. 90-100, 2020. Get it here. Yu B., Xu L., Peng J., Hu Z., and Wong A, "Global chlorophyll- a concentration estimation from moderate resolution imaging spectroradiometer using convolutional neural net", Journal of Applied Remote Sensing, vol. 14, 2020. Get it here. Al-Jebrni A.H., Chwyl B., Wang X.Y., Wong A., and Saab B.J, "AI-enabled remote and objective quantification of stress at scale", Biomedical Signal Processing and Control, vol. 59, 2020. Get it here. Dulhanty C., Wang L., Cheng M., Gunraj H., Khalvati F., Haider M.A., and Wong A, "Radiomics driven diffusion weighted imaging sensing strategies for zone-level prostate cancer sensing", Sensors (Switzerland), vol. 20, 2020. Get it here. Ghanbari M., Clausi D.A., Xu L., and Jiang M, "Contextual Classification of Sea-Ice Types Using Compact Polarimetric SAR Data", IEEE Transactions on Geoscience and Remote Sensing, vol. 57, pp. 7476-7491, 2019. Get it here. Fang Y., Hu Z., Xu L., Wong A., and Clausi D.A, "Estimation of Iron Concentration in Soil of A Mining Area from Uav-Based Hyperspectral Imagery", Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing, vol. 127, 2019. Get it here. Asadi N., Scott K.A., and Clausi D.A, "Data fusion and data assimilation of ice thickness observations using a regularisation framework", Tellus, Series A: Dynamic Meteorology and Oceanography, vol. 71, 2019. Get it here. Wang C., Xu L., Clausi D.A., and Wong A, "A Bayesian Joint Decorrelation and Despeckling of SAR Imagery", IEEE Geoscience and Remote Sensing Letters, vol. 16, pp. 1393-1397, 2019. Get it here. Goetz J., Fieguth P., Kasiri K., Bodin X., Marcer M., and Brenning A, "Accounting for permafrost creep in high-resolution snow depth mapping by modelling sub-snow ground deformation", Remote Sensing of Environment, vol. 127, 2019. Get it here. Liu J., Scott K.A., and Fieguth P.W, "Detection of marginal ice zone in Synthetic Aperture Radar imagery using curvelet-based features: A case study on the Canadian E", Journal of Applied Remote Sensing, vol. 13, 2019. Get it here. Wang J., Duguay C.R., Clausi D.A., Pinard V., and Howell S.E.L, "Semi-automated classification of Lake Ice Cover using dual polarization RADARSAT-2 imagery", Remote Sensing, vol. 10, 2018. Get it here. Fang Y., Xu L., Peng J., Yang H., Wong A., and Clausi D.A, "Unsupervised Bayesian Classification of a Hyperspectral Image Based on the Spectral Mixture Model and Markov Random Field", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 11, pp. 3325-3337, 2018. Get it here. Fang Y., Xu L., Peng J., Wang H., Wong A., and Clausi D.A, "Retrieval and mapping of heavy metal concentration in soil using time series landsat 8 imagery", International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives, vol. 42, pp. 335-340, 2018. Get it here. Li F., Clausi D.A., Xu L., and Wong A, "St-irgs: A region-based self-training algorithm applied to hyperspectral image classification and segmentation", IEEE Transactions on Geoscience and Remote Sensing, vol. 56, pp. 3-16, 2018. Get it here. Gunn G.E., Duguay C.R., Derksen C., Clausi D.A., and Toose P, "Investigating the influence of variable freshwater ice types on passive and active microwave observations", Remote Sensing, vol. 9, 2017. Get it here. Cao Y., Xu L., and Clausi D, "Exploring the potential of active learning for automatic identification of marine oil spills using 10-year (2004-2013) RADARSAT ", Remote Sensing, vol. 9, 2017. Get it here. Xu L., Wong A., and Clausi D.A, "A novel Bayesian spatial-temporal random field model applied to cloud detection from remotely sensed imagery", IEEE Transactions on Geoscience and Remote Sensing, vol. 55, pp. 4913-4924, 2017. Get it here. Wang L., Scott K.A., and Clausi D.A, "Sea ice concentration estimation during freeze-up from SAR imagery using a convolutional neural network", Remote Sensing, vol. 9, 2017. Get it here. Xu L., Clausi D.A., Li F., and Wong A, "Weakly Supervised Classification of Remotely Sensed Imagery Using Label Constraint and Edge Penalty", IEEE Transactions on Geoscience and Remote Sensing, vol. 55, pp. 1424-1436, 2017. Get it here. Xu L., Wong A., and Clausi D.A, "An Enhanced Probabilistic Posterior Sampling Approach for Synthesizing SAR Imagery with Sea Ice and Oil Spills", IEEE Geoscience and Remote Sensing Letters, vol. 14, pp. 188-192, 2017. Get it here. Clark T., Zhang J., Baig S., Wong A., Haider M., and Khalvati F, "Fully automated segmentation of prostate whole gland and transition zone in diffusion-weighted MRI using convolutional neural ne", Journal of Medical Imaging, vol. 4, 2017. Get it here. Amelard R., Clausi D.A., and Wong A, "Spectral-spatial fusion model for robust blood pulse waveform extraction in photoplethysmographic imaging", Biomedical Optics Express, vol. 7, pp. 4874-4885, 2016. Get it here. Wang L., Scott K.A., Xu L., and Clausi D.A, "Sea Ice Concentration Estimation during Melt from Dual-Pol SAR Scenes Using Deep Convolutional Neural Networks: A Case Study", IEEE Transactions on Geoscience and Remote Sensing, vol. 54, pp. 4524-4533, 2016. Get it here. Xu L., Shafiee M.J., Wong A., and Clausi D.A, "Fully Connected Continuous Conditional Random Field with Stochastic Cliques for Dark-Spot Detection in SAR Imagery", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, pp. 2882-2890, 2016. Get it here. Xu L., Wong A., Li F., and Clausi D.A, "Intrinsic Representation of Hyperspectral Imagery for Unsupervised Feature Extraction", IEEE Transactions on Geoscience and Remote Sensing, vol. 54, pp. 1118-1130, 2016. Get it here. Xu L., Wong A., Li F., and Clausi D.A, "Extraction of Endmembers from Hyperspectral Images Using A Weighted Fuzzy Purified-Means Clustering Model", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 9, pp. 695-707, 2016. Get it here. Wang L., Scott K.A., and Clausi D.A, "Improved Sea Ice Concentration Estimation Through Fusing Classified SAR Imagery and AMSR-E Data", Canadian Journal of Remote Sensing, vol. 42, pp. 41-52, 2016. Get it here. Liu J., Scott K.A., Gawish A., and Fieguth P, "Automatic detection of the ice edge in SAR imagery using curvelet transform and active contour", Remote Sensing, vol. 8, 2016. Get it here. Li E., Khalvati F., Shafiee M.J., Haider M.A., and Wong A, "Sparse reconstruction of compressive sensing MRI using cross-domain stochastically fully connected conditional random fields", BMC Medical Imaging, vol. 16, 2016. Get it here. Li E., Shafiee M.J., Kazemzadeh F., and Wong A, "Sparse Reconstruction of Compressive Sensing Multi-Spectral Data Using an Inter-Spectral Multi-Layered Conditional Random Field ", IEEE Access, vol. 4, pp. 5540-5554, 2016. Get it here. Li F., Xu L., Wong A., and Clausi D.A, "Feature Extraction for Hyperspectral Imagery via Ensemble Localized Manifold Learning", IEEE Geoscience and Remote Sensing Letters, vol. 12, pp. 2486-2490, 2015. Get it here. Li F., Xu L., Wong A., and Clausi D.A, "QMCTLS: Quasi Monte Carlo Texture Likelihood Sampling for Despeckling of Complex Polarimetric SAR Images", IEEE Geoscience and Remote Sensing Letters, vol. 12, pp. 1566-1570, 2015. Get it here. Schwartz S., Wong A., and Clausi D.A, "Optimized sampling distribution based on nonparametric learning for improved compressive sensing performance", Journal of Visual Communication and Image Representation, vol. 31, pp. 26-40, 2015. Get it here. Li F., Xu L., Siva P., Wong A., and Clausi D.A, "Hyperspectral Image Classification with Limited Labeled Training Samples Using Enhanced Ensemble Learning and Conditional Random", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, pp. 2427-2438, 2015. Get it here. Xu L., Li F., Wong A., and Clausi D.A, "Hyperspectral Image Denoising Using a Spatial-Spectral Monte Carlo Sampling Approach", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, pp. 3025-3038, 2015. Get it here. Li F., Clausi D.A., and Wong A, "Comparative study of classification methods for surficial materials in the umiujalik lake region using RADARSAT-2 polarimetric, ", Canadian Journal of Remote Sensing, vol. 41, pp. 29-39, 2015. Get it here. Brenning A., Long S., and Fieguth P, "Detecting rock glacier flow structures using Gabor filters and IKONOS imagery", Remote Sensing of Environment, vol. 125, pp. 227-237, 2015. Get it here. Liu Y., Wong A., and Fieguth P, "Synthesis of remote sensing label fields using a tree-structured hierarchical model", IEEE Transactions on Geoscience and Remote Sensing, vol. 49, pp. 2060-2070, 2015. Get it here. Kazemzadeh F., Jin C., Molladavoodi S., Mei Y., Emelko M.B., Gorbet M.B., and Wong A, "Lens-free spectral light-field fusion microscopy for contrast- and resolution-enhanced imaging of biological specimens", Optics Letters, vol. 40, pp. 3862-3865, 2015. Get it here. Glaister J., Wong A., and Clausi D.A, "Despeckling of synthetic aperture radar images using monte carlo texture likelihood sampling", IEEE Transactions on Geoscience and Remote Sensing, vol. 52, pp. 1238-1248, 2014. Get it here. Kazemzadeh F., Haider S.A., Scharfenberger C., Wong A., and Clausi D.A, "Multispectral stereoscopic imaging device: Simultaneous multiview imaging from the visible to the near-infrared", IEEE Transactions on Instrumentation and Measurement, vol. 63, pp. 1871-1873, 2014. Get it here. Leigh S., Wang Z., and Clausi D.A, "Automated ice-water classification using dual polarization SAR satellite imagery", IEEE Transactions on Geoscience and Remote Sensing, vol. 52, pp. 5529-5539, 2014. Get it here. Scott K.A., Li E., and Wong A, "Sea ice surface temperature estimation using MODIS and AMSR-E data within a guided variational model along the Labrador coast", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 7, pp. 3685-3694, 2014. Get it here. Xu L., Li J., Wong A., and Wang C, "A KPCA texture feature model for efficient segmentation of RADARSAT-2 SAR sea ice imagery", International Journal of Remote Sensing, vol. 35, pp. 5053-5072, 2014. Get it here. Xu L., Li J., Wong A., and Peng J, "K-P-means: A clustering algorithm of K 'purified' means for hyperspectral endmember estimation", IEEE Geoscience and Remote Sensing Letters, vol. 11, pp. 1787-1791, 2014. Get it here. Eichel J.A., Wong A., Fieguth P., and Clausi D.A, "Robust spectral clustering using statistical sub-graph affinity model", PLoS ONE, vol. 8, 2013. Get it here. Schwartz S., Wong A., and Clausi D.A, "Saliency-guided compressive sensing approach to efficient laser range measurement", Journal of Visual Communication and Image Representation, vol. 24, pp. 160-170, 2013. Get it here. Tang H., Shen L., Qi Y., Chen Y., Shu Y., Li J., and Clausi D.A, "A multiscale latent dirichlet allocation model for object-oriented clustering of VHR panchromatic satellite images", IEEE Transactions on Geoscience and Remote Sensing, vol. 51, pp. 1680-1692, 2013. Get it here. Fakih A., Ng S., and Zelek J, "Improving GPS localization with vision and inertial sensing", Geomatica, vol. 63, pp. 383-396, 2013. Get it here. Kwon T.-J., Li J., and Wong A, "ETVOS: An enhanced total variation optimization segmentation approach for SAR sea-ice image segmentation", IEEE Transactions on Geoscience and Remote Sensing, vol. 51, pp. 925-934, 2013. Get it here. Yang X., and Clausi D.A, "Evaluating SAR sea ice image segmentation using edge-preserving region-based MRFs", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5, pp. 1383-1393, 2012. Get it here. Yu P., Clausi D.A., and Qin A.K, "Feature extraction of dual-pol SAR imagery for sea ice image segmentation", Canadian Journal of Remote Sensing, vol. 38, pp. 352-366, 2012. Get it here. Yu P., Qin A.K., and Clausi D.A, "Unsupervised polarimetric SAR image segmentation and classification using region growing with edge penalty", IEEE Transactions on Geoscience and Remote Sensing, vol. 50, pp. 1302-1317, 2012. Get it here. Ochilov S., and Clausi D.A, "Operational SAR sea-ice image classification", IEEE Transactions on Geoscience and Remote Sensing, vol. 50, pp. 4397-4408, 2012. Get it here. Zhang W., Wong A., Mishra A., Fieguth P., and Clausi D.A, "Efficient globally optimal registration of remote sensing imagery via quasi-random scale-space structural correlation energy fun", IEEE Geoscience and Remote Sensing Letters, vol. 8, pp. 997-1001, 2011. Get it here. Frankovich M., and Wong A, "Enhanced seam carving via integration of energy gradient functionals", IEEE Signal Processing Letters, vol. 18, pp. 375-378, 2011. Get it here. Tung F., Wong A., and Clausi D.A, "Enabling scalable spectral clustering for image segmentation", Pattern Recognition, vol. 43, pp. 4069-4076, 2010. Get it here. Wong A., and Clausi D.A, "AISIR: Automated inter-sensor/inter-band satellite image registration using robust complex wavelet feature representations", Pattern Recognition Letters, vol. 31, pp. 1160-1167, 2010. Get it here. Wong A., Yu P., Zhang W., and Clausi D.A, "IceSynth II: Synthesis of SAR sea-ice imagery using region-based posterior sampling", IEEE Geoscience and Remote Sensing Letters, vol. 7, pp. 348-351, 2010. Get it here. Clausi D.A., Qin A.K., Chowdhury M.S., Yu P., and Maillard P, "MAGIC: MAp-Guided Ice Classification System", Canadian Journal of Remote Sensing, vol. 36, pp. S13-S25, 2010. Get it here. Wang X.Y., Wong A., and Ho P.-H, "Spectrum sensing in cognitive radio using a Markov-Chain Monte-Carlo scheme", IEEE Communications Letters, vol. 14, pp. 830-832, 2010. Get it here. Wang X.Y., Wong A., and Ho P.-H, "Dynamically optimized spatiotemporal prioritization for spectrum sensing in cooperative cognitive radio", Wireless Networks, vol. 16, pp. 889-901, 2010. Get it here. Wang X.Y., Wong A., and Ho P.-H, "Extended knowledge-based reasoning approach to spectrum sensing for cognitive radio", IEEE Transactions on Mobile Computing, vol. 9, pp. 465-478, 2010. Get it here. Yu P., Clausi D.A., and Howell S.E.L, "Fusing AMSR-E and QuikSCAT imagery for improved sea ice recognition", IEEE Transactions on Geoscience and Remote Sensing, vol. 47, pp. 1980-1989, 2009. Get it here. Maillard P., Alencar-Silva T., and Clausi D.A, "An evaluation of Radarsat-1 and ASTER data for mapping veredas (palm swamps)", Sensors, vol. 8, pp. 6055-6076, 2008. Get it here. Wong A., and Orchard J, "Efficient FFT-accelerated approach to invariant optical-LIDAR registration", IEEE Transactions on Geoscience and Remote Sensing, vol. 46, pp. 3917-3925, 2008. Get it here. Yu Q., and Clausi D.A, "SAR sea-ice image analysis based on iterative region growing using semantics", IEEE Transactions on Geoscience and Remote Sensing, vol. 45, pp. 3919-3931, 2007. Get it here. Clausi D.A., Aksoy S., and Tilton J.C, "Guest editorial: Foreword to the special issue on pattern recognition in remote sensing", IEEE Transactions on Geoscience and Remote Sensing, vol. 45, pp. 3855-3856, 2007. Get it here. Wong A., and Clausi D.A, "ARRSI: Automatic registration of remote-sensing images", IEEE Transactions on Geoscience and Remote Sensing, vol. 45, pp. 1483-1492, 2007. Get it here. Maillard P., and Clausi D.A, "Pixel-based sea ice classification using the MagSic system", International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives, vol. 36, 2006. Get it here. Maillard P., Clausi D.A., and Deng H, "Operational map-guided classification of SAR sea ice imagery", IEEE Transactions on Geoscience and Remote Sensing, vol. 43, pp. 2940-2951, 2005. Get it here. Deng H., and Clausi D.A, "Unsupervised segmentation of synthetic aperture radar sea ice imagery using a novel Markov random field model", IEEE Transactions on Geoscience and Remote Sensing, vol. 43, pp. 528-537, 2005. Get it here. Venema H.D., Calamai P.H., and Fieguth P, "Forest structure optimization using evolutionary programming and landscape ecology metrics", European Journal of Operational Research, vol. 127, pp. 423-439, 2005. Get it here. Clausi D.A., and Yu B, "Comparing cooccurrence probabilities and Markov random fields for texture analysis of SAR sea ice imagery", IEEE Transactions on Geoscience and Remote Sensing, vol. 42, pp. 215-228, 2004. Get it here. Kern S., Kaleschke L., and Clausi D.A, "A comparison of two 85-GHz SSM/I ice concentration algorithms with AVHRR and ERS-2 SAR imagery", IEEE Transactions on Geoscience and Remote Sensing, vol. 41, pp. 2294-2306, 2003. Get it here. Fieguth P.W., Menemenlis D., and Fukumori I, "Mapping and pseudoinverse algorithms for ocean data assimilation", IEEE Transactions on Geoscience and Remote Sensing, vol. 41, pp. 43-51, 2003. Get it here. 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Schwartz M.J., Barrett J.W., Fieguth P.W., Rosenkranz P.W., Spina M.S., and Staelin D.H, "Observations of thermal and precipitation structure in a tropical cyclone by means of passive microwave imagery near 118 GHz", Journal of Applied Meteorology, vol. 35, pp. 671-678, 1996. Get it here. Fieguth Paul W., Karl William C., Willsky Alan S., and Wunsch Car, "Multiresolution optimal interpolation and statistical analysis of TOPEX/POSEIDON satellite altimetry", IEEE Transactions on Geoscience and Remote Sensing, vol. 33, pp. 280-291, 1995. Get it here. Chen X., Patel M., Pena Cantu F.J., Park J., Turnes J.N., Xu L., Scott K.A., and Clausi D.A, "MMSeaIce: a collection of techniques for improving sea ice mapping with a multi-task model", Cryosphere, vol. 18, pp. 1621-1632, . Get it here. Chen X., Cantu F.J.P., Patel M., Xu L., Brubacher N.C., Scott K.A., and Clausi D.A, "A comparative study of data input selection for deep learning-based automated sea ice mapping", International Journal of Applied Earth Observation and Geoinformation, vol. 127, . Get it here. Jiang M., Chen X., Xu L., and Clausi D.A, "IceGCN: An Interactive Sea Ice Classification Pipeline for SAR Imagery Based on Graph Convolutional Network", Remote Sensing, vol. 16, . Get it here. Taleghanidoozdoozan S., Xu L., and Clausi D.A, "Pyramid Fine and Coarse Attentions for Land Cover Classification from Compact Polarimetric SAR Imagery", Remote Sensing, vol. 17, . Get it here. Boktor M., Tweel J.E.D., Ecclestone B.R., Ye J.A., Fieguth P., and Haji Reza P, "Multi-channel feature extraction for virtual histological staining of photon absorption remote sensing images", Scientific Reports, vol. 14, . Get it here. Du J., Zelek J., and Li J, "Weather-aware autopilot: Domain generalization for point cloud semantic segmentation in diverse weather scenarios", ISPRS Journal of Photogrammetry and Remote Sensing, vol. 127, pp. 204-219, . Get it here.
Conference PapersChen X., Patel M., Xu L., Chen Y., Clausi D.A., Andrea Scott K., and Huang W, "Pixel-Level Sea Ice Concentration Retrieval from Sentinel-1 SAR Imagery and Ancillary Data via Regional Loss Representations", Oceans Conference Record (IEEE), 2024. Get it here. Chen X., Patel M., Xu L., Scott K.A., Clausi D.A., and Huang W, "Enhancing Sea Ice Type Classification from AI4Arctic Dataset Based On Regional Loss Representations", International Geoscience and Remote Sensing Symposium (IGARSS), 2024. Get it here. Chen X., Scott K.A., Jiang M., Fang Y., Xu L., and Clausi D.A, "Sea ice classification with dual-polarized SAR imagery: a hierarchical pipeline", Proceedings - 2023 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops, WACVW 2023, 2023. Get it here. Chen X., Scott K.A., and Clausi D.A, "Uncertainty Analysis of Sea Ice and Open Water Classification on SAR Imagery Using a Bayesian CNN", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2023. Get it here. Patel M., Chen X., Xu L., Pena Cantu F.J., Noa Turnes J., Brubacher N.C., Clausi D.A., and Scott K.A, "The Influence of Input Image Scale on Deep Learning-Based Beluga Whale Detection from Aerial Remote Sensing Imagery", International Geoscience and Remote Sensing Symposium (IGARSS), 2023. Get it here. Chen X., Valencia R., Soleymani A., Scott K.A., Jiang M., Xu L., and Clausi D.A, "Uncertainty-Incorporated Arctic Sea Ice Concentration Estimation Using Heteroscedastic Bayesian Neural Networks", International Geoscience and Remote Sensing Symposium (IGARSS), 2023. Get it here. Xu L., Fang Y., Chen X., and Clausi D.A, "Light-Weighted Explainable Dual Transformer Network for Hyperspectral Image Classification", International Geoscience and Remote Sensing Symposium (IGARSS), 2023. Get it here. Chen X., Patel M., Cantu F.J.P., Park J., Turnes J.N., Jiang M., Xu L., Scott K.A., Clausi D.A., and Huang W, "The Influence of Input Variable Selection on Deep Learning-Based Sea Ice Parameter Inversion from Multi-Sensor Satellite Data", Oceans Conference Record (IEEE), 2023. Get it here. Pena Cantu F.J., Chen X., Liu Y., Kanani K., Park J., Tunes J.N., Xu L., Scott K.A., and Clausi D.A, "A Hierarchical Multitask U-Net for Automated Sea Ice Mapping from AI4Arctic Sea Ice Challenge Dataset", Oceans Conference Record (IEEE), 2023. Get it here. Fang Y., De Souza A., Xu L., Chen X., and Clausi D.A, "Endmember Variable Mineral Mapping with Bayesian Convolutional Unmixing Network Using Prisma Hyperspectral Imagery", Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing, 2023. Get it here. Jiang M., Chen X., Xu L., and Clausi D.A, "Semi-Supervised Sea Ice Classification of SAR Imagery Based on Graph Convolutional Network", International Geoscience and Remote Sensing Symposium (IGARSS), 2022. Get it here. Tweel J., Pellegrino N., Ecclestone B.R., Fieguth P., and Reza P.H, "Tissue-Specific Labelling using Temporal Feature Extraction in Photoacoustic Remote Sensing Microscopy", Optics InfoBase Conference Papers, 2022. Get it here. Boktor M., Ecclestone B., Pekar V., Dinakaran D., MacKey J.R., Fieguth P., and Reza P.H, "Deep-Learning-Based Virtual H&E Staining Using Total-Absorption Photoacoustic Remote Sensing (TA-PARS)", Optics InfoBase Conference Papers, 2022. Get it here. Ghanbari M., Clausi D.A., Xu L., and Jiang M, "Unsupervised Segmentation of Multilook Compact Polarimetric Sar Data based on Complex Wishart Distribution", International Geoscience and Remote Sensing Symposium (IGARSS), 2020. Get it here. Lee P.Q., Xu L., and Clausi D.A, "Recalibrating Sentinel-1 Additive Noise-Gain with Linear Programming", International Geoscience and Remote Sensing Symposium (IGARSS), 2020. Get it here. Singh A., Sengupta S., J J.B., Mohammed A.R., Faruq I., Jayakumar V., Zelek J., and Lakshminarayanan V, "What is the Optimal Attribution Method for Explainable Ophthalmic Disease Classification?", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2020. Get it here. Sengupta S., Wong A., Singh A., Zelek J., and Lakshminarayanan V, "DeSupGAN: Multi-scale Feature Averaging Generative Adversarial Network for Simultaneous De-blurring and Super-Resolution of Reti", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2020. Get it here. Jeddi A., Shafiee M.J., Karg M., Scharfenberger C., and Wong A, "Learn2Perturb: An end-to-end feature perturbation learning to improve adversarial robustness", Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2020. Get it here. Zhang D., Gong Z., Chen Y., Zelek J., and Li J, "Slam-Based Multi-Sensor Backpack Lidar Systems in Gnss-Denied Environments", International Geoscience and Remote Sensing Symposium (IGARSS), 2019. Get it here. Deglint J.L., Jin C., and Wong A, "Investigating the automatic classification of algae using the spectral and morphological characteristics via deep residual learn", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2019. Get it here. Kazemzadeh F., Li-Chang H., and Wong A, "Enhanced spectral lightfield fusion microscopy via deep computational optics for whole-slide pathology", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2019. Get it here. Deglint J.L., Jin C., and Wong A, "A multispectral Bayesian-based computational microscopy method for enhancing image quality", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2019. Get it here. Daya I.B., Shafiee M.J., Karg M., Scharfenberger C., and Wong A, "SANE: Exploring adversarial robustness with stochastically activated network ensembles", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2019. Get it here. Ma A., Wong A., and Clausi D.A, "Deep learning-driven depth from defocus via active multispectral quasi-random projections with complex subpatterns", Proceedings - 2018 15th Conference on Computer and Robot Vision, CRV 2018, 2018. Get it here. Gholami P., Sheikh Hassani M., Kuppuswamy Parthasarathy M., Zelek J.S., and Lakshminarayanan V, "Classification of optical coherence tomography images for diagnosing different ocular diseases", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2018. Get it here. Wang L., Scott K.A., Clausi D.A., and Xu Y, "Ice concentration estimation in the gulf of St. Lawrence using fully convolutional neural network", International Geoscience and Remote Sensing Symposium (IGARSS), 2017. Get it here. Kasiri K., Gawish A., and Fieguth P, "Seam tracking in automated welding", 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017, 2017. Get it here. Clark T., Wong A., Haider M.A., and Khalvati F, "Fully deep convolutional neural networks for segmentation of the prostate gland in diffusion-weighted MR images", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2017. Get it here. Chwyl B., Chung A.G., Amelard R., Deglint J., Clausi D.A., and Wong A, "Time-frequency domain analysis via pulselets for non-contact heart rate estimation from remotely acquired photoplethysmograms", Proceedings - 2016 13th Conference on Computer and Robot Vision, CRV 2016, 2016. Get it here. Deglint J., Chung A.G., Chwyl B., Amelard R., Kazemzadeh F., Wang X.Y., Clausi D.A., and Wong A, "Photoplethysmographic imaging via spectrally demultiplexed erythema fluctuation analysis for remote heart rate monitoring", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2016. Get it here. Cao Y., Xu L., and Clausi D, "Active learning for identifying marine oil spills using 10-year RADARSAT data", International Geoscience and Remote Sensing Symposium (IGARSS), 2016. Get it here. Amelard R., Clausi D.A., and Wong A, "Spectral photoplethysmographic imaging sensor fusion for enhanced heart rate detection", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2016. Get it here. Kazemzadeh F., Jin C., Yu M., Amelard R., Haider S., Saini S., Emelko M., Clausi D.A., and Wong A, "Multispectral digital holographic microscopy with applications in water quality assessment", Proceedings of SPIE - The International Society for Optical Engineering, 2015. Get it here. Deglint J., Kazemzadeh F., Shafiee M.J., Li E., Khodadad I., Saini S.S., Wong A., and Clausi D.A, "Virtual spectral multiplexing for applications in in-situ imaging microscopy of transient phenomena", Proceedings of SPIE - The International Society for Optical Engineering, 2015. Get it here. Chung A., Wang X.Y., Amelard R., Scharfenberger C., Leong J., Kulinski J., Wong A., and Clausi D.A, "High-resolution motion-compensated imaging photoplethysmography for remote heart rate monitoring", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2015. Get it here. Mishra A., Scharfenberger C., Siva P., Li F., Wong A., and Clausi D, "DESIRe Discontinuous energy seam carving for image retargeting via structural and textural energy functionals", Proceedings - International Conference on Image Processing, ICIP, 2015. Get it here. Mishra A., Scharfenberger C., Siva P., Li F., Wong A., and Clausi D, "DESIRe: Discontinuous energy seam carving for image retargeting via structural and textural energy functionals", Proceedings - International Conference on Image Processing, ICIP, 2015. Get it here. Li F., Clausi D.A., Wang L., and Xu L, "A semi-supervised approach for ice-water classification using dual-polarization SAR satellite imagery", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2015. Get it here. Xu L., Shafiee M.J., Wong A., Li F., Wang L., and Clausi D, "Oil spill candidate detection from SAR imagery using a thresholding-guided stochastic fully-connected conditional random field m", IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2015. Get it here. Deglint J., Kazemzadeh F., Wong A., and Clausi D.A, "Inference of dense spectral reflectance images from sparse reflectance measurement using non-linear regression modeling", Proceedings of SPIE - The International Society for Optical Engineering, 2015. Get it here. Kazemzadeh F., Haider S., Jin C., Clausi D.A., and Wong A, "Concurrent fluorescence macro-imaging across multiple spectral regions in the visible and the near infrared", Proceedings of SPIE - The International Society for Optical Engineering, 2015. Get it here. Amelard R., Scharfenberger C., Wong A., and Clausi D.A, "Non-contact assessment of melanin distribution via multispectral temporal illumination coding", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2015. Get it here. Liu J., Scott K.A., and Fieguth P, "Curvelet based feature extraction of dynamic ice from SAR imagery", International Geoscience and Remote Sensing Symposium (IGARSS), 2015. Get it here. Bachl F.E., Garbe C.S., and Fieguth P, "Bayesian inference on integrated continuity fluid flows and their application to dust aerosols", International Geoscience and Remote Sensing Symposium (IGARSS), 2015. Get it here. Bachl F.E., Garbe C.S., and Fieguth P, "A Bayesian approach to spaceborn hyperspectral optical flow estimation on dust aerosols", International Geoscience and Remote Sensing Symposium (IGARSS), 2015. Get it here. Liu C., Fieguth P., and Garbe C, "Background subtraction and dust storm detection", International Geoscience and Remote Sensing Symposium (IGARSS), 2015. Get it here. Liu L., Fieguth P., and Kuang G, "Compressed sensing for robust texture classification", Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2015. Get it here. Wong A., and Fieguth P, "A new bayesian source separation approach to blind decorrelation of SAR data", International Geoscience and Remote Sensing Symposium (IGARSS), 2015. Get it here. Liu Y., Wong A., and Fieguth P, "Remote sensing image synthesis", International Geoscience and Remote Sensing Symposium (IGARSS), 2015. Get it here. Liu L., and Fieguth P, "Texture classification using compressed sensing", CRV 2010 - 7th Canadian Conference on Computer and Robot Vision, 2015. Get it here. Boroomand A., Tan B., Wong A., and Bizheva K, "Axial resolution improvement in Spectral Domain Optical Coherence Tomography using a depth-adaptive maximum-a-posterior framewor", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2015. Get it here. Boroomand A., Shafiee M.J., Wong A., and Bizheva K, "Lateral resolution enhancement via imbricated spectral domain optical coherence tomography in a maximum-a-posterior reconstructi", Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2015. Get it here. Siva P., Scharfenberger C., Ben Daya I., Mishra A., and Wong A, "Return of grid seams: A superpixel algorithm using discontinuous multi-functional energy seam carving", Proceedings - International Conference on Image Processing, ICIP, 2015. Get it here. Li E., Shafiee M.J., Kazemzadeh F., and Wong A, "Sparse reconstruction of compressed sensing multispectral data using a cross-spectral multilayered conditional random field mode", Proceedings of SPIE - The International Society for Optical Engineering, 2015. Get it here. Kazemzadeh F., Shafiee M.J., Wong A., and Clausi D.A, "Reconstruction of compressive multispectral sensing data using a multilayered conditional random field approach", Proceedings of SPIE - The International Society for Optical Engineering, 2014. Get it here. Li F., Wong A., and Clausi D.A, "Comparison of unsupervised segmentation methods for surficial materials mapping in Nunavut, Canada using RADARSAT-2 polarimetric", International Geoscience and Remote Sensing Symposium (IGARSS), 2014. Get it here. Li F., Wong A., and Clausi D.A, "Comparative study of feature space projection methods for hyperspectral image classification", International Geoscience and Remote Sensing Symposium (IGARSS), 2014. Get it here. Li F., Wong A., and Clausi D.A, "Combining rotation forests and adaboost for hyperspectral imagery classification using few labeled samples", International Geoscience and Remote Sensing Symposium (IGARSS), 2014. Get it here. Wang L., Scott K., and Clausi D, "Automatic feature learning of SAR images for sea ice concentration estimation using feed-forward neural networks", International Geoscience and Remote Sensing Symposium (IGARSS), 2014. Get it here. Siva P., and Wong A, "URC: Unsupervised regional clustering of remote sensing imagery", International Geoscience and Remote Sensing Symposium (IGARSS), 2014. Get it here. Siva P., and Wong A, "Grid seams: A fast superpixel algorithm for real-time applications", Proceedings - Conference on Computer and Robot Vision, CRV 2014, 2014. Get it here. Amelard R., Wong A., Li F., and Clausi D.A, "Unsupervised classification of sea-ice using synthetic aperture radar via an adaptive texture sparsifying transform", International Geoscience and Remote Sensing Symposium (IGARSS), 2013. Get it here. Amelard R., Wong A., and Clausi D.A, "Unsupervised classification of agricultural land cover using polarimetric synthetic aperture radar via a sparse texture dictiona", International Geoscience and Remote Sensing Symposium (IGARSS), 2013. Get it here. Schulze A., Murczek A., Corneil D., Kraan D., Smith D., Cerar K., Ma J., and Zelek J, "Standeasy: a device for people with parkinson's disease", Proceedings of the 4th IASTED International Conference on Telehealth and Assistive Technologies, Telehealth/AT 2008, 2013. Get it here. Asmar D.C., Zelek J.S., and Abdallah S.M, "Tree trunks as landmarks for outdoor vision SLAM", 2006 Conference on Computer Vision and Pattern Recognition Workshops, 2013. Get it here. Goldberg M., Plunkett G., Goodenough D.G., and Zelek J, "An Expert System for Remote Sensing", IEEE Transactions on Geoscience and Remote Sensing, 2013. Get it here. Goodenough David G., and Zelek John S, "KNOWLEDGE REPRESENTATION FOR A REMOTE SENSING EXPERT SYSTEM.", Digest - International Geoscience and Remote Sensing Symposium (IGARSS), 2013. Get it here. Goodenough D.G., Guindon B., Teillet P.M., Menard A., and Zelek J, "The CCRS SAR/MSS Anderson River Data Set", IEEE Transactions on Geoscience and Remote Sensing, 2013. Get it here. Wong A., Scott K.A., Li E., and Amelard R, "Continuous sea ice thickness estimation using a joint MODIS and AMSR-E guided variational model", International Geoscience and Remote Sensing Symposium (IGARSS), 2013. Get it here. Schwartz S., Wong A., and Clausi D.A, "Multi-scale saliency-guided compressive sensing approach to efficient robotic laser range measurements", Proceedings of the 2012 9th Conference on Computer and Robot Vision, CRV 2012, 2012. Get it here. Glaister J., Cameron A., Wong A., and Haider M.A, "Quantitative investigative analysis of tumour separability in the prostate gland using ultra-high b-value computed diffusion ima", Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, 2012. Get it here. Gignac C., Gauthier Y., Bedard J.-S., Bernier M., and Clausi D.A, "High resolution RADARSAT-2 SAR data for sea-ice classification in the neighborhood of Nunavik's marine infrastructures", Proceedings of the International Conference on Port and Ocean Engineering under Arctic Conditions, POAC, 2011. Get it here. Ochilov S., and Clausi D.A, "Automated classification of operational SAR sea ice images", CRV 2010 - 7th Canadian Conference on Computer and Robot Vision, 2010. Get it here. Wang X.Y., Wong A., and Lien S.-Y, "Spectral variation constrained power spectral density estimation for wideband spectrum sensing", 2010 3rd International Symposium on Applied Sciences in Biomedical and Communication Technologies, ISABEL 2010, 2010. Get it here. Wong A., Zhang W., and Clausi D.A, "IceSynth: An image synthesis system for sea-ice segmentation evaluation", Proceedings of the 2009 Canadian Conference on Computer and Robot Vision, CRV 2009, 2009. Get it here. Zhang W., Wong A., and Clausi D.A, "JEDI: Adaptive stochastic estimation for joint enhancement and despeckling of images for SAR", Proceedings of the 2009 Canadian Conference on Computer and Robot Vision, CRV 2009, 2009. Get it here. Wong A., Clausi D.A., and Fieguth P, "SEC: Stochastic ensemble consensus approach to unsupervised sar sea-ice segmentation", Proceedings of the 2009 Canadian Conference on Computer and Robot Vision, CRV 2009, 2009. Get it here. Yang X., and Clausi D.A, "Structure-preserving speckle reduction of sar images using nonlocal means filters", Proceedings - International Conference on Image Processing, ICIP, 2009. Get it here. Yang X., and Clausi D.A, "SAR sea ice image segmentation using an edge-preserving region-based MRF", Proceedings - International Conference on Image Processing, ICIP, 2009. Get it here. Wang X., Wong A., and Ho P.-H, "Prioritized spectrum sensing in cognitive radio based on spatiotemporal statistical fusion", IEEE Wireless Communications and Networking Conference, WCNC, 2009. Get it here. Wang X., Wong A., and Ho P.-H, "Stochastic channel prioritization for spectrum sensing in cooperative cognitive radio", 2009 6th IEEE Consumer Communications and Networking Conference,, 2009. Get it here. Wong A., and Clausi D, "Automatic registration of inter-band and inter-sensor images using robust complex wavelet feature representations", 2008 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2008, 2008. Get it here. Yu P., Clausi D.A., Abreu R.D., and Agnew T, "Combining AMSR-E and QuikSCAT image data to improve sea ice classification", 2008 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2008, 2008. Get it here. Clausi D.A., Qin A.K., Chowdhury M.S., Yu P., and Maillard P, "Magic: Map-guided ice classification system for operational analysis", 2008 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2008, 2008. Get it here. Wang X., Ho P.-H., and Wong A, "Towards efficient spectrum sensing for cognitive radio through knowledge-based reasoning", 2008 IEEE Symposium on New Frontiers in Dynamic Spectrum Access , 2008. Get it here. Xuezhi Y., and Clausi D.A, "SAR sea ice image segmentation based on edge-preserving watersheds", Proceedings - Fourth Canadian Conference on Computer and Robot Vision, CRV 2007, 2007. Get it here. Qiyao Y., and Clausi D.A, "Filament preserving segmentation for SAR sea ice imagery using a new statistical model", Proceedings - International Conference on Pattern Recognition, 2006. Get it here. Yu Q., and Clausi D.A, "Joint image segmentation and interpretation using iterative semantic region growing on SAR sea ice imagery", Proceedings - International Conference on Pattern Recognition, 2006. Get it here. Maillard P., and Clausi D.A, "Comparing classification metrics for labeling segmented remote sensing images", Proceedings - 2nd Canadian Conference on Computer and Robot Vision, CRV 2005, 2005. Get it here. Chowdhury M.S., and Clausi D.A, "Sea ice boundary detection in SAR satellite images using conflicting strength", Proceedings - 1st Canadian Conference on Computer and Robot Vision, 2004. Get it here. Clausi D.A., and Deng H, "Operational segmentation and classification of SAR sea ice imagery", 2003 IEEE Workshop on Advances in Techniques for Analysis of Remotely Sensed Data, 2004. Get it here. Deng H., and Clausi D.A, "Unsupervised segmentation of synthetic aperture radar sea ice imagery using MRF models", Proceedings - 1st Canadian Conference on Computer and Robot Vision, 2004. Get it here. Deng H., and Clausi D.A, "Advanced gaussian MRF rotation-invariant texture features for classification of remote sensing imagery", Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Get it here. Clausi D.A., and Zhao Y, "An advanced computational method to determine co-occurrence probability texture features", International Geoscience and Remote Sensing Symposium (IGARSS), 2002. Get it here. Ali M.A., and Clausi D.A, "Automatic registration of SAR and visible band remote sensing images", International Geoscience and Remote Sensing Symposium (IGARSS), 2002. Get it here. Chowdhury M.S., and Clausi D.A, "Shape preserving edge enhancement in remote sensing imagery", International Geoscience and Remote Sensing Symposium (IGARSS), 2002. Get it here. Fieguth P., Menemenlis D., and Fukumori I, "Mapping and pseudo-inverse algorithms for data assimilation", International Geoscience and Remote Sensing Symposium (IGARSS), 2002. Get it here. Mehta V.K., Hammock C.M., Fieguth P.W., and Krim H, "Data fusion of SSM/I channels using multiresolution wavelet transform", International Geoscience and Remote Sensing Symposium (IGARSS), 2002. Get it here. Khellah F.M., and Fieguth P.W, "Efficient interpolation of large image sequences", International Geoscience and Remote Sensing Symposium (IGARSS), 2002. Get it here. Yue B., and Clausi D.A, "Sea ice segmentation using Markov random fields", International Geoscience and Remote Sensing Symposium (IGARSS), 2001. Get it here. Ali M., and Clausi D, "Using the Canny edge detector for feature extraction and enhancement of remote sensing images", International Geoscience and Remote Sensing Symposium (IGARSS), 2001. Get it here. Zhao Y., and Clausi D.A, "Design and establishment of multi-scale spatial information system based on regional planning and decision making", International Geoscience and Remote Sensing Symposium (IGARSS), 2001. Get it here. Clausi D.A., and Zhao Y, "Rapid determination of co-occurrence texture features", International Geoscience and Remote Sensing Symposium (IGARSS), 2001. Get it here. Jin F., Khellah F.M., Fieguth P.W., and Winger L, "Motion estimation of sparse, remotely-sensed fields", Canadian Conference on Electrical and Computer Engineering, 2001. Get it here. Carballo G.F., and Fieguth P.W, "Multiresolution network flow phase unwrapping", International Geoscience and Remote Sensing Symposium (IGARSS), 2000. Get it here. Fieguth P.W., Khellah F.M., Murray M.J., and Allen M.R, "Data fusion of sea-surface temperature data", International Geoscience and Remote Sensing Symposium (IGARSS), 2000. Get it here. Fieguth P.W., Khellah F.M., Murray M.J., and Allen M.R, "Large scale dynamic estimation of ocean surface temperature", International Geoscience and Remote Sensing Symposium (IGARSS), 1999. Get it here. Fieguth Paul W., Willsky Alan S., Menemenlis Dimitris, and Wunsch Carl I, "General multiresolution approach to the estimation of dense fields in remote sensing", IEEE International Conference on Image Processing, 1996. Get it here. Fieguth Paul W., Karl William C., and Willsky Alan S, "Multiresolution statistical analysis and assimilation of large ocean data sets", ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, 1995. Get it here. Schwartz M.J., Barrett J.W., Fieguth P.W., Rosenkranz P.W., Spina M.S., and Staelin D.H, "Passive microwave imagery of a tropical storm near 118 GHz thermal and precipitation structure", International Geoscience and Remote Sensing Symposium (IGARSS), 1994. Get it here. Fieguth P.W., Willsky A.S., and Karl W.C, "Multiresolution stochastic imaging of satellite oceanographic altimetric data", Proceedings - International Conference on Image Processing, ICIP, 1994. Get it here.