Hyperspectral Image Analysis for Precision Viticulture. - Marcos Ferreiro-Armán; Jean-Pierre Da Costa; Saeid Homayouni; Julio Martín-Herrero (ICIAR (2), 2006)

A SVMS-based hyperspectral data classification algorithm in a similarity space. - Reza Shah-Hosseini; Saeid Homayouni (WHISPERS, 2009)

A fast-adaptive support vector method for full-pixel anomaly detection in hyperspectral images. - Safa Khazai; Abdolreza Safari; Barat Mojaradi; Saeid Homayouni (IGARSS, 2011)

Anomaly Detection in Hyperspectral Images Based on an Adaptive Support Vector Method. - Safa Khazai; Saeid Homayouni; Abdolreza Safari; Barat Mojaradi (IEEE Geosci. Remote. Sens. Lett., 2011)

Range Camera Self-Calibration Based on Integrated Bundle Adjustment via Joint Setup with a 2D Digital Camera. - Mozhdeh Shahbazi; Saeid Homayouni; Mohammad Saadatseresht; Mehran Sattari (Sensors, 2011)

Speckle reduction of SAR images using curvelet and wavelet transforms based on spatial features characteristics. - Mohammad Alioghli Fazel; Saeid Homayouni; Vahid Akbari 001; Masoud MahdianPari (IGARSS, 2012)

Improvement of Anomoly Detection Algorithms in Hyperspectral Images using Discrete Wavelet Transform - Mohsen Zare Baghbidi; Kamal Jamshidi; Ahmad Reza Naghsh-Nilchi; Saeid Homayouni (CoRR, 2012)

Improving the SVDD Approach to Hyperspectral Image Classification. - Safa Khazai; Abdolreza Safari; Barat Mojaradi; Saeid Homayouni (IEEE Geosci. Remote. Sens. Lett., 2012)

Land cover change detection using unsupervised kernel C-means and multi-temporal SAR data. - Mohammad Alioghli Fazel; Valentin Poncos; Saeid Homayouni; Mahdi Motagh (IGARSS, 2013)

An Approach for Subpixel Anomaly Detection in Hyperspectral Images. - Safa Khazai; Abdolreza Safari; Barat Mojaradi; Saeid Homayouni (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013)

An Improved FCM Algorithm Based on the SVDD for Unsupervised Hyperspectral Data Classification. - Saeid Niazmardi; Saeid Homayouni; Abdolreza Safari (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013)

An efficient framework for spectral-spatial classification of hyperspectral images in urban areas. - Davood Akbari; Saeid Homayouni; Abdolreza Safari; Safa Khazai (IGARSS, 2014)

Semi-supervised classification of hyperspectral image using random forest algorithm. - Saeid Amini; Saeid Homayouni; Abdolreza Safari (IGARSS, 2014)

Multi-temporal full polarimetry L-band SAR data classification for agriculture land cover mapping. - Bahareh Yekkehkhany; Saeid Homayouni; Heather McNairn; Abdolreza Safari (IGARSS, 2014)

An improved marker selection method for hyperspectral image segmentation and classification. - Davood Akbari; Saeid Homayouni; Abdolreza Safari; Safa Khazai; Hossein Torabzadeh (WHISPERS, 2014)

Evaluation of intrinsic dimensionality methods using residual and change-point analyses. - Amin Alizadeh Naeini; Saeid Homayouni; Mohammad Saadatseresht; Hossein Torabzadeh (WHISPERS, 2014)

Intrinsic Dimensionality Estimation in Hyperspectral Imagery Using Residual and Change-Point Analyses. - Amin Alizadeh Naeini; Saeid Homayouni; Mohammad Saadatseresht (IEEE Geosci. Remote. Sens. Lett., 2014)

Improving the Dynamic Clustering of Hyperspectral Data Based on the Integration of Swarm Optimization and Decision Analysis. - Amin Alizadeh Naeini; Saeid Homayouni; Mohammad Saadatseresht (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

RADARSAT-2 Polarimetric SAR Response to Crop Biomass for Agricultural Production Monitoring. - Grant Wiseman; Heather McNairn; Saeid Homayouni; Jiali Shang (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014)

A Hybrid Kernel-Based Change Detection Method for Remotely Sensed Data in a Similarity Space. - Reza Shah-Hosseini; Saeid Homayouni; Abdolreza Safari (Remote. Sens., 2015)

The Soil Moisture Active Passive Validation Experiment 2012 (SMAPVEX12): Prelaunch Calibration and Validation of the SMAP Soil Moisture Algorithms. - Heather McNairn; Thomas J. Jackson; Grant Wiseman; Stephane Belair; Aaron Berg; Paul Bullock; Andreas Colliander; Michael H. Cosh; Seung-Bum Kim; Ramata Magagi; Mahta Moghaddam; Eni G. Njoku; et al. (IEEE Trans. Geosci. Remote. Sens., 2015)

A comparative study on Multiple Kernel Learning for remote sensing image classification. - Saeid Niazmardi; Begüm Demir; Lorenzo Bruzzone; Abdolreza Safari; Saeid Homayouni (IGARSS, 2016)

Graph-based semi-supervised hyperspectral image classification using spatial information. - Nasehe Jamshidpour; Saeid Homayouni; Abdolreza Safari (WHISPERS, 2016)

Compact polarimetric synthetic aperture radar for monitoring crop condition. - Heather McNairn; Saeid Homayouni; Mehdi Hosseini; Jarrett Powers; Keith Beckett; William Parkinson (IGARSS, 2017)

A particle swarm optimized kernel-based clustering method for crop mapping from multi-temporal polarimetric L-band SAR observations. - Haifa Tamiminia; Saeid Homayouni; Heather McNairn; Abdolreza Safari (Int. J. Appl. Earth Obs. Geoinformation, 2017)

Multiobjective Genetic Optimization of Terrain-Independent RFMs for VHSR Satellite Images. - Amin Alizadeh Naeini; Sayyed Hamed Alizadeh Moghaddam; Sayyed Mohammad Javad Mirzadeh; Saeid Homayouni; Sayyed Bagher Fatemi (IEEE Geosci. Remote. Sens. Lett., 2017)

Spectral-Spatial Semisupervised Hyperspectral Classification Using Adaptive Neighborhood. - Nasehe Jamshidpour; Abdolreza Safari; Saeid Homayouni (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017)

Similarity-Based Multiple Kernel Learning Algorithms for Classification of Remotely Sensed Images. - Saeid Niazmardi; Abdolreza Safari; Saeid Homayouni (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017)

A Novel Multiple Kernel Learning Framework for Multiple Feature Classification. - Saeid Niazmardi; Abdolreza Safari; Saeid Homayouni (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017)

Histogram-based spatio-temporal feature classification of vegetation indices time-series for crop mapping. - Saeid Niazmardi; Saeid Homayouni; Abdolreza Safari; Heather McNairn; Jiali Shang; Keith Beckett (Int. J. Appl. Earth Obs. Geoinformation, 2018)

Object-based classification of hyperspectral data using Random Forest algorithm. - Saeid Amini; Saeid Homayouni; Abdolreza Safari; Ali Asghar Darvishsefat (Geo spatial Inf. Sci., 2018)

Radiometric Normalization of Multitemporal and Multisensor Remote Sensing Images Based on a Gaussian Mixture Model and Error Ellipse. - Hamid Ghanbari; Saeid Homayouni; Pedram Ghamisi; Abdolreza Safari (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

Multiple Kernel Learning for Remote Sensing Image Classification. - Saeid Niazmardi; Begüm Demir; Lorenzo Bruzzone; Abdolreza Safari; Saeid Homayouni (IEEE Trans. Geosci. Remote. Sens., 2018)

Adaptive Self-Learned Active Learning Framework for Hyperspectral Classification. - Nasehe Jamshidpour; Enayat Hosseini Aria; Abdolreza Safari; Saeid Homayouni (WHISPERS, 2019)

Quad and compact multitemporal C-band PolSAR observations for crop characterization and monitoring. - Saeid Homayouni; Heather McNairn; Mehdi Hosseini; Xianfeng Jiao; Jarrett Powers (Int. J. Appl. Earth Obs. Geoinformation, 2019)

Synthetic aperture radar and optical satellite data for estimating the biomass of corn. - Mehdi Hosseini; Heather McNairn; Scott W. Mitchell; Laura Dingle Robertson; Andrew A. Davidson; Saeid Homayouni (Int. J. Appl. Earth Obs. Geoinformation, 2019)

Mid-season Crop Classification Using Dual-, Compact-, and Full-Polarization in Preparation for the Radarsat Constellation Mission (RCM). - Masoud MahdianPari; Fariba Mohammadimanesh; Heather McNairn; Andrew A. Davidson; Mohammad Rezaee; Bahram Salehi; Saeid Homayouni (Remote. Sens., 2019)

The First Wetland Inventory Map of Newfoundland at a Spatial Resolution of 10 m Using Sentinel-1 and Sentinel-2 Data on the Google Earth Engine Cloud Computing Platform. - Masoud MahdianPari; Bahram Salehi; Fariba Mohammadimanesh; Saeid Homayouni; Eric Gill (Remote. Sens., 2019)

Hybrid SAR Speckle Reduction Using Complex Wavelet Shrinkage and Non-Local PCA-Based Filtering. - Ramin Farhadiani; Saeid Homayouni; Abdolreza Safari (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019)

Multiview Active Learning Optimization Based on Genetic Algorithm and Gaussian Mixture Models for Hyperspectral Data. - Nasehe Jamshidpour; Abdolreza Safari; Saeid Homayouni (IEEE Geosci. Remote. Sens. Lett., 2020)

A Novel Active Contours Model for Environmental Change Detection from Multitemporal Synthetic Aperture Radar Images. - Salman Ahmadi; Saeid Homayouni (Remote. Sens., 2020)

Meta-analysis of Unmanned Aerial Vehicle (UAV) Imagery for Agro-environmental Monitoring Using Machine Learning and Statistical Models. - Roghieh Eskandari; Masoud MahdianPari; Fariba Mohammadimanesh; Bahram Salehi; Brian Brisco; Saeid Homayouni (Remote. Sens., 2020)

An Automated Framework for Plant Detection Based on Deep Simulated Learning from Drone Imagery. - Benyamin Hosseiny; Heidar Rastiveis; Saeid Homayouni (Remote. Sens., 2020)

A GA-Based Multi-View, Multi-Learner Active Learning Framework for Hyperspectral Image Classification. - Nasehe Jamshidpour; Abdolreza Safari; Saeid Homayouni (Remote. Sens., 2020)

Meta-Analysis of Wetland Classification Using Remote Sensing: A Systematic Review of a 40-Year Trend in North America. - Masoud MahdianPari; Jean Granger; Fariba Mohammadimanesh; Bahram Salehi; Brian Brisco; Saeid Homayouni; Eric Gill; Brian Huberty; Megan Lang (Remote. Sens., 2020)

A Multi-Sensor Comparative Analysis on the Suitability of Generated DEM from Sentinel-1 SAR Interferometry Using Statistical and Hydrological Models. - Ayub Mohammadi; Sadra Karimzadeh; Shazad Jamal Jalal; Khalil Valizadeh Kamran; Himan Shahabi; Saeid Homayouni; Nadhir Al-Ansari (Sensors, 2020)

Support Vector Machine Versus Random Forest for Remote Sensing Image Classification: A Meta-Analysis and Systematic Review. - Mohammadreza Sheykhmousa; Masoud MahdianPari; Hamid Ghanbari; Fariba Mohammadimanesh; Pedram Ghamisi; Saeid Homayouni (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

Ensemble Learning for Crop Monitoring from Multitemporal Optical and Synthetic Aperture Radar Earth Observations. - Hazhir Bahrami; Saeid Homayouni; Masoud MahdianPari; Abdolreza Safari (IGARSS, 2021)

Monitoring of 30 Years Wetland Changes in Newfoundland, Canada. - Masoud MahdianPari; Hamid Jafarzadeh; Jean Granger; Fariba Mohammadimanesh; Brian Brisco; Bahram Salehi; Saeid Homayouni; Qihao Weng (IGARSS, 2021)

Unsupervised Classification of Crop Growth Stages with Scattering Parameters from Dual-Pol Sentinel-1 SAR Data. - Subhadip Dey; Narayanarao Bhogapurapu; Saeid Homayouni; Avik Bhattacharya; Heather McNairn (Remote. Sens., 2021)

Tenuous Correlation between Snow Depth or Sea Ice Thickness and C- or X-Band Backscattering in Nunavik Fjords of the Hudson Strait. - Sophie Dufour-Beauséjour; Monique Bernier; Jérome Simon; Saeid Homayouni; Véronique Gilbert; Yves Gauthier; Juupi Tuniq; Anna Wendleder; Achim Roth (Remote. Sens., 2021)

A Comparison between Support Vector Machine and Water Cloud Model for Estimating Crop Leaf Area Index. - Mehdi Hosseini; Heather McNairn; Scott W. Mitchell; Laura Dingle Robertson; Andrew A. Davidson; Nima Ahmadian; Avik Bhattacharya; Erik Borg; Christopher Conrad; Katarzyna Dabrowska-Zielinska; Diego de Abelleyra; Radoslaw Gurdak; et al. (Remote. Sens., 2021)

Bagging and Boosting Ensemble Classifiers for Classification of Multispectral, Hyperspectral and PolSAR Data: A Comparative Evaluation. - Hamid Jafarzadeh; Masoud MahdianPari; Eric Gill; Fariba Mohammadimanesh; Saeid Homayouni (Remote. Sens., 2021)

An Efficient Multi-Sensor Remote Sensing Image Clustering in Urban Areas via Boosted Convolutional Autoencoder (BCAE). - Maryam Rahimzad; Saeid Homayouni; Amin Alizadeh Naeini; Saeed Nadi (Remote. Sens., 2021)

Unsupervised Deep Learning for Landslide Detection from Multispectral Sentinel-2 Imagery. - Hejar Shahabi; Maryam Rahimzad; Sepideh Tavakkoli Piralilou; Omid Ghorbanzadeh; Saeid Homayouni; Thomas Blaschke; Samsung Lim; Pedram Ghamisi (Remote. Sens., 2021)

A New Convolutional Kernel Classifier for Hyperspectral Image Classification. - Mohsen Ansari; Saeid Homayouni; Abdolreza Safari; Saeid Niazmardi (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

A Meta-Analysis of Convolutional Neural Networks for Remote Sensing Applications. - Hamid Ghanbari; Masoud MahdianPari; Saeid Homayouni; Fariba Mohammadimanesh (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

The Third Generation of Pan-Canadian Wetland Map at 10 m Resolution Using Multisource Earth Observation Data on Cloud Computing Platform. - Masoud MahdianPari; Brian Brisco; Jean Granger; Fariba Mohammadimanesh; Bahram Salehi; Saeid Homayouni; Laura L. Bourgeau-Chavez (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021)

10th International Conference on Agro-Geoinformatics 43rd Canadian Symposium on Remote Sensing (hybrid event). - Liping Di; Saeid Homayouni; Monique Bernier (Agro-Geoinformatics, 2022)

Convolutional Deep Kernel Method for Land Cover Mapping from Hyperspectral Imagery. - Mohsen Ansari; Weimin Huang 001; Saeid Homayouni; Saeid Niazmardi; Abdolreza Safari (IGARSS, 2022)

Results Update on the Performance of the Radarsat Constellation Mission. - Mohammed Dabboor; Ian Olthof; Masoud MahdianPari; Fariba Mohammadimanesh; Mohammed Shokr; Brian Brisco; Saeid Homayouni (IGARSS, 2022)

Automatic coastline extraction through enhanced sea-land segmentation by modifying Standard U-Net. - Mohammad Aghdami-Nia; Reza Shah-Hosseini; Amirhossein Rostami; Saeid Homayouni (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Estimating species-specific leaf area index and basal area using optical and SAR remote sensing data in Acadian mixed spruce-fir forests, USA. - Rajeev Bhattarai; Parinaz Rahimzadeh-Bajgiran; Aaron Weiskittel; Saeid Homayouni; Tawanda W. Gara; Ryan P. Hanavan (Int. J. Appl. Earth Obs. Geoinformation, 2022)

A deep learning framework based on generative adversarial networks and vision transformer for complex wetland classification using limited training samples. - Ali Jamali; Masoud MahdianPari; Fariba Mohammadimanesh; Saeid Homayouni (Int. J. Appl. Earth Obs. Geoinformation, 2022)

SAR Despeckling Based on CNN and Bayesian Estimator in Complex Wavelet Domain. - Ramin Farhadiani; Saeid Homayouni; Avik Bhattacharya; Masoud MahdianPari (IEEE Geosci. Remote. Sens. Lett., 2022)

PolSAR Image Classification Based on Deep Convolutional Neural Networks Using Wavelet Transformation. - Ali Jamali; Masoud MahdianPari; Fariba Mohammadimanesh; Avik Bhattacharya; Saeid Homayouni (IEEE Geosci. Remote. Sens. Lett., 2022)

Urban Land Use and Land Cover Change Analysis Using Random Forest Classification of Landsat Time Series. - Saeid Amini; Mohsen Saber; Hamidreza Rabiei-Dastjerdi; Saeid Homayouni (Remote. Sens., 2022)

A Meta-Analysis of Remote Sensing Technologies and Methodologies for Crop Characterization. - Hazhir Bahrami; Heather McNairn; Masoud MahdianPari; Saeid Homayouni (Remote. Sens., 2022)

The RADARSAT Constellation Mission Core Applications: First Results. - Mohammed Dabboor; Ian Olthof; Masoud MahdianPari; Fariba Mohammadimanesh; Mohammed Shokr; Brian Brisco; Saeid Homayouni (Remote. Sens., 2022)

Gaussian Process Regression Model for Crop Biophysical Parameter Retrieval from Multi-Polarized C-Band SAR Data. - Swarnendu Sekhar Ghosh; Subhadip Dey; Narayanarao Bhogapurapu; Saeid Homayouni; Avik Bhattacharya; Heather McNairn (Remote. Sens., 2022)

Global Evaluation of SMAP/Sentinel-1 Soil Moisture Products. - Farzane Mohseni; S. Mohammad MirMazloumi; Mehdi Mokhtarzade; Sadegh Jamali; Saeid Homayouni (Remote. Sens., 2022)

Active Fire Detection from Landsat-8 Imagery Using Deep Multiple Kernel Learning. - Amirhossein Rostami; Reza Shah-Hosseini; Shabnam Asgari; Arastou Zarei; Mohammad Aghdami-Nia; Saeid Homayouni (Remote. Sens., 2022)

Optimum Feature and Classifier Selection for Accurate Urban Land Use/Cover Mapping from Very High Resolution Satellite Imagery. - Mojtaba Saboori; Saeid Homayouni; Reza Shah-Hosseini; Ying Zhang (Remote. Sens., 2022)

Sentinel-1 Sar Image Capabilities For Lake Ice Cover Monitoring. - Chayma Chaabani; Saeid Homayouni; Karem Chokmani (IGARSS, 2023)

Crop Discrimination and Mapping Using Multi-Temporal RCM Compact Polarimetry SAR Data. - Hamid Jafarzadeh; Masoud MahdianPari; Abhinav Verma; Avik Bhattacharya; Saeid Homayouni (IGARSS, 2023)

An Unsupervised Saliency-Guided Deep Convolutional Neural Network for Accurate Burn Mapping from Sentinel-1 SAR Data. - Ali Radman; Reza Shah-Hosseini; Saeid Homayouni (Remote. Sens., 2023)

D-Net: A Density-Based Convolutional Neural Network for Mobile LiDAR Point Clouds Classification in Urban Areas. - Mahdiye Zaboli; Heidar Rastiveis; Benyamin Hosseiny; Danesh Shokri; Wayne A. Sarasua; Saeid Homayouni (Remote. Sens., 2023)

Deep learning based crop-type mapping using SAR and optical data fusion. - Masoumeh Hamidi; Saeid Homayouni; Abdolreza Safari; Hadiseh Hasani (Int. J. Appl. Earth Obs. Geoinformation, 2024)

Spatio-temporal evaluation of MODIS temperature vegetation dryness index in the Middle East. - Younes Khosravi; Saeid Homayouni; Taha B. M. J. Ouarda (Ecol. Informatics, 2024)

Enhanced Crop Discrimination and Monitoring Using Compact-Polarimetric SAR Signature Analysis From RADARSAT Constellation Mission. - Hamid Jafarzadeh; Abhinav Verma; Masoud MahdianPari; Avik Bhattacharya; Saeid Homayouni (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

Compact-Polarimetric SAR Signature Analysis for Wetland Characterization Using RADARSAT Constellation Mission. - Hamid Jafarzadeh; Abhinav Verma; Masoud MahdianPari; Eric W. Gill; Avik Bhattacharya; Saeid Homayouni (IEEE Trans. Geosci. Remote. Sens., 2024)

Mangrove plantation suitability mapping by integrating multi criteria decision making geospatial approach and remote sensing data. - Roya Sahraei; Arsalan Ghorbanian; Yousef Kanani-Sadat; Sadegh Jamali; Saeid Homayouni (Geo spatial Inf. Sci., 2024)

Real-Time Moving Vehicle Counting and Speed Estimation Toward Efficient Traffic Surveillance. - Danesh Shokri; Christian Larouche; Saeid Homayouni (IEEE Access, 2025)

A novel explainable stacking ensemble model for estimating design floods: A data-driven approach for ungauged regions. - Yousef Kanani-Sadat; Abdolreza Safari; Mohsen Nasseri; Saeid Homayouni (Adv. Eng. Informatics, 2025)

Alfalfa stem count estimation using remote sensing imagery and machine learning on Google Earth Engine. - Hazhir Bahrami; Karem Chokmani; Saeid Homayouni; Viacheslav I. Adamchuk; Md Saifuzzaman; Rami Albasha; Maxime Leduc (Int. J. Appl. Earth Obs. Geoinformation, 2025)

Alfalfa detection and stem count from proximal images using a combination of deep neural networks and machine learning. - Hazhir Bahrami; Karem Chokmani; Saeid Homayouni; Viacheslav I. Adamchuk; Md Saifuzzaman; Maxime Leduc (Comput. Electron. Agric., 2025)

Multiscale Deformable DenseNet for Wetland Mapping Using Hyperspectral Images. - Sayyed Hamed Alizadeh Moghaddam; Saeed Gazor; Saeid Homayouni; Fahime Karami (IEEE Geosci. Remote. Sens. Lett., 2025)

Cloud computing-based freshwater ice mapping using synthetic aperture radar imagery. - Chayma Chaabani; Constanza Sofía Salvó; Saeid Homayouni; Karem Chokmani; Hannah Morenike Adebanjo (Earth Sci. Informatics, 2025)