Saeid Homayouni

Alavi, Mohammad, Albaji, Mohammad, Golabi, Mona, Naseri, Abd Ali & Homayouni, Saeid (2024). Estimation of sugarcane evapotranspiration from remote sensing and limited meteorological variables using machine learning models. Journal of Hydrology, 629: Art. 130605.
DOI: 10.1016/j.jhydrol.2023.130605

Bahrami, Hazhir, Esmaeili, Pouya, Homayouni, Saeid, Pour, Amin Beiranvand, Chokmani, Karem & Bahroudi, Abbas (2024). Machine learning-based lithological mapping from ASTER remote-Sensing imagery. Minerals, 14 (2): Art. 202.
DOI: 10.3390/min14020202

Farhadiani, Ramin, Homayouni, Saeid, Bhattacharya, Avik & Mahdianpari, Masoud (2024). Crop classification using multi-temporal RADARSAT Constellation Mission compact polarimetry SAR data / Classification des cultures à l’aide de données multitemporelles radar à synthèse d’ouverture en mode polarimétrie compacte de la mission de la Constellation RADARSAT. Canadian Journal of Remote Sensing / Journal canadien de télédétection, 50 (1): art. 2384883.
DOI: 10.1080/07038992.2024.2384883

Jafarzadeh, Hamid, Verma, Abhinav, Mahdianpari, Masoud, Bhattacharya, Avik & Homayouni, Saeid (2024). Enhanced crop discrimination and monitoring using compact-polarimetric SAR signature analysis from RADARSAT Constellation Mission. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 17: 6308-6327.
DOI: 10.1109/JSTARS.2024.3366883

Kanani-Sadat, Yousef, Safari, Abdolreza, Nasseri, Mohsen & Homayouni, Saeid (2024). A novel explainable PSO-XGBoost model for regional flood frequency analysis at a national scale: Exploring spatial heterogeneity in flood drivers. Journal of Hydrology, 638: art. 131493.
DOI: 10.1016/j.jhydrol.2024.131493

Kariminejad, Narges, Shahabi, Hejar, Ghorbanzadeh, Omid, Shafaie, Vahid, Hosseingholian, Mohsen, Homayouni, Saeid & Pourghasemi, Hamid Reza (2024). Evaluation of various deep learning algorithms for landslide and sinkhole detection from UAV imagery in a semi-arid environment. Earth System and Environment, online.
DOI: 10.1007/s41748-024-00419-8

Khosravi, Younes, Homayouni, Saeid & St-Hilaire, André (2024). An integrated dryness index based on geographically weighted regression and satellite Earth observations. Science of The Total Environment, 911: Art. 168807.
DOI: 10.1016/j.scitotenv.2023.168807

Nouraki, Atefeh, Galabi, Mona, Albaji, Mohammad, Naseri, Abd Ali & Homayouni, Saeid (2024). Enhanced root zone soil moisture monitoring using multitemporal remote sensing data and machine learning techniques. Remote Sensing Applications: Society and Environment, online.
DOI: 10.1016/j.rsase.2024.101354

Nouraki, Atefeh, Golabi, Mona, Albaji, Mohammad, Naseri, Abd Ali & Homayouni, Saeid (2024). Estimation of surface soil moisture using the Thermal-Optical TRApezoid Model with Landsat-8 data. Journal of Water and Irrigation Management, in press.
DOI: 10.22059/jwim.2024.376802.1163

Abadi, Mohammad, Zamani, Abbasali, Khosravi, Younes & Homayouni, Saeid (2023). Comprehensive risk assessment of heavy metals in topsoil and their risks to human health and ecosystem in Zanjan Mineral Province, Western Iran. Water, Air, & Soil Pollution, 234: Art. 627.
DOI: 10.1007/s11270-023-06610-3

Dehghani-Dehcheshmeh, Saeid, Akhoondzadeh, Mehdi & Homayouni, Saeid (2023). Oil spills detection from SAR Earth observations based on a hybrid CNN transformer networks. Marine Pollution Bulletin, 190: Art. 114834.
DOI: 10.1016/j.marpolbul.2023.114834

Jafarzadeh, Hamid, Verma, Abhinav, Mahdianpari, Masoud, Gill, Eric W., Bhattacharya, Avik & Homayouni, Saeid (2023). Compact-polarimetric SAR signature analysis for wetland characterization using RADARSAT constellation mission. IEEE Transactions on Geoscience and Remote Sensing, 62: Art. 5202016.
DOI: 10.1109/TGRS.2023.3342625

Noyola Medrano, Cristina, Homayouni, Saeid & Chokmani, Karem (2023). Google Earth Engine, una aplicación inteligente en el análisis geoespacial. Revista Universitarios Potosinos, 273: 28-34.

Radman, Ali, Shah-Hosseini, Reza & Homayouni, Saeid (2023). A deep convolutional neural network for burn progression mapping using Sentinel-1 SAR time-series. International Journal of Remote Sensing, 44 (7): 2196-2215.
DOI: 10.1080/01431161.2023.2197131

Radman, Ali, Shah-Hosseini, Reza & Homayouni, Saeid (2023). An unsupervised saliency-guided deep convolutional neural network for accurate burn mapping from Sentinel-1 SAR data. Remote Sensing, 15 (5): Art. 1184.
DOI: 10.3390/rs15051184

Rajabi, Roozbeh, Zehtabian, Amin, Singh, Keshav, Tabatabaeenejad, Alireza, Ghamisi, Pedram & Homayouni, Saeid (2023). Editorial: Hyperspectral imaging in environmental monitoring and analysis. Frontiers in Environmental Science, 11: Art. 1353447.
DOI: 10.3389/fenvs.2023.1353447

Sahraei, Roya, Gorbanian, Arsalan, Kanani-Sadat, Yousef, Jamali, Sadegh & Homayouni, Saeid (2023). Mangrove plantation suitability mapping by integrating multi criteria decision making geospatial approach and remote sensing data. Geo-Spatial Information Science, 27 (4): 1290-1308.
DOI: 10.1080/10095020.2023.2167615

Sahraei, Roya, Kanani-Sadat, Yousef, Homayouni, Saeid, Safari, Abdolreza, Oubennaceur, Khalid & Chokmani, Karem (2023). A novel hybrid GIS-based multi-criteria decision-making approach for flood susceptibility analysis in large ungauged watersheds. Journal of Flood Risk Management, 16 (2): Art. e12879.
DOI: 10.1111/jfr3.12879

Shayeganpour, Samira, Tangestani, Majid Hashemi, Homayouni, Saeid & Gorsevski, Pece V. (2023). Ocher deposit prospecting using object-based image analysis of WorldView-3 VNIR data: A case study in Hormuz Island, southern Iran. Advances in Space Research, 72 (4): 1123-1135.
DOI: 10.1016/j.asr.2023.03.049

Shokri, Danesh, Larouche, Christian & Homayouni, Saeid (2023). A comparative analysis of multi-label deep learning classifiers for real-time vehicle detection to support intelligent transportation systems. Smart Cities, 6 (5): 2982-3004.
DOI: 10.3390/smartcities6050134

Shokri, Danesh, Rastiveis, Heidar, Sarasua, Wayne A., Homayouni, Saeid, Hosseiny, Benyamin & Shams, Alireza (2023). An enhanced descriptor extraction algorithm for power line detection from point clouds. Geographical Research, ONLINE.
DOI: 10.1111/1745-5871.12604

Zhang, Qiyue, Homayouni, Saeid, Zhao, Pengwu & Zhou, Mei (2023). Burned vegetation recovery trajectory and Its driving factors using satellite remote sensing datasets in great Xing’An Forest region of inner Mongolia. International Journal of Wildland Fire, 32(2): 244-261.
DOI: 10.1071/WF21167

Aghdami-Nia, Mohammad, Shah-Hosseini, Reza, Rostami, Amirhossein & Homayouni, Saeid (2022). Automatic coastline extraction through enhanced sea-land segmentation by modifying Standard U-Net. International Journal of Applied Earth Observation and Geoinformation, 109: Art. 102785.
DOI: 10.1016/j.jag.2022.102785

Amini, Saeid, Saber, Mohsen, Rabiei-Dastjerdi, Hamidreza & Homayouni, Saeid (2022). Urban land use and land cover change analysis using random forest classification of landsat time series. Remote Sensing, 14 (11): Art. 2654.
DOI: 10.3390/rs14112654

Azadbakht, Mohsen, Ashourloo, Davoud, Aghighi, Hossein, Homayouni, Saeid, Shahrabi, Hamid Salehi, Matkan, AliAkbar & Radiom, Soheil (2022). Alfalfa yield estimation based on time series of Landsat 8 and PROBA-V images: An investigation of machine learning techniques and spectral-temporal features. Remote Sensing Applications: Society and Environment, 25: Art. 100657.
DOI: 10.1016/j.rsase.2021.100657

Bahrami, Hazhir, Homayouni, Saeid, McNairn, Heather, Hosseini, Mehdi & Mahdianpari, Masoud (2022). Regional crop characterization using multi-temporal optical and synthetic aperture radar earth observations data / Caractérisation régionale des cultures à l’aide de données d’observations de la Terre multitemporelles optiques & celles d’un radar à synthèse d’ouverture. Canadian Journal of Remote Sensing / Journal Canadien de Télédétection, 48 (2): 258-277.
DOI: 10.1080/07038992.2021.2011180

Bhattarai, Rajeev, Rahimzadeh-Bajgiran, Parinaz, Weiskittel, Aaron, Homayouni, Saeid, Gara, Tawanda W. & Havana, Ryan P. (2022). Estimating species-specific leaf area index and basal area using optical and SAR remote sensing data in Acadian mixed spruce-fir forests, USA. International Journal of Applied Earth Observation and Geoinformation, 108: Art. 102727.
DOI: 10.1016/j.jag.2022.102727

Bhogapurapu, Narayanarao, Dey, Subhadip, Homayouni, Saeid, Bhattacharya, Avik & Rao, Y. S. (2022). Field-scale soil moisture estimation using Sentinel-1 GRD SAR data. Advances in Space Research, 70(12): 3845-3858.
DOI: 10.1016/j.asr.2022.03.019

Dabboor, Mohammed, Otthof, Ian, Mahdianpari, Masoud, Mohammadimanesh, Fariba, Shokr, Mohammed, Brisco, Brian & Homayouni, Saeid (2022). The RADARSAT constellation mission core applications: First results. Remote Sensing, 14 (2): Art. 301.
DOI: 10.3390/rs14020301

Faraji, Marjan, Nadi, Saeed, Ghaffarpasand, Omid, Homayouni, Saeid & Downey, Kay (2022). An integrated 3D CNN-GRU deep learning method for short-term prediction of PM2.5 concentration in urban environment. Science of The Total Environment, 834: Art. 155324.
DOI: 10.1016/j.scitotenv.2022.155324

Farhadiani, Ramin, Homayouni, Saeid, Bhattacharya, Avik & Mahdianpari, Masoud (2022). SAR despeckling based on CNN and bayesian estimator in complex wavelet domain. IEEE Geoscience and Remote Sensing Letters, 19: Art. 4510005.
DOI: 10.1109/LGRS.2022.3185557

Ghorbanzadeh, Omid, Shahabi, Hejar, Crivellari, Alessandro, Homayouni, Saeid, Blaschke, Thomas & Ghamisi, Pedram (2022). Landslide detection using deep learning and object-based image analysis. Landslides, 19 (4): 929-939.
DOI: 10.1007/s10346-021-01843-x

Jamali, Ali, Mahdianpari, Masoud, Mohammadimanesh, Fariba & Homayouni, Saeid (2022). A deep learning framework based on generative adversarial networks and vision transformer for complex wetland classification using limited training samples. International Journal of Applied Earth Observation and Geoinformation, 115: Art. 103095.
DOI: 10.1016/j.jag.2022.103095

Jamali, Ali, Mahdianpari, Masoud, Mohammadimanesh, Fariba, Bhattacharya, Avik & Homayouni, Saeid (2022). PolSAR image classification based on deep convolutional neural networks using wavelet transformation. IEEE Geoscience and Remote Sensing Letters, 19: Art. 4510105.
DOI: 10.1109/LGRS.2022.3185118

Khorsandi, Mostafa, Homayouni, Saeid & Van Oel, Pieter (2022). The edge of the petri dish for a nation: Water resources carrying capacity assessment for Iran. Science of The Total Environment, 817: Art. 153038.
DOI: 10.1016/j.scitotenv.2022.153038

Madaeni, Fatemehalsadat, Chokmani, Karem, Lhissou, Rachid, Homayouni, Saeid, Gauthier, Yves & Tolszczuk-Leclerc, Simon (2022). Convolutional neural network and long short-term memory models for ice-jam prediction. The Cryosphere, 16: 1447-1468.
DOI: 10.5194/tc-16-1447-2022

Mohseni, Farzane, Mirmazloumi, S. Mohammad, Mokhtarzade, Mehdi, Jamali, Sadegh & Homayouni, Saeid (2022). Global evaluation of SMAP/Sentinel-1 soil moisture products. Remote Sensing, 14 (18): Art. 4624.
DOI: 10.3390/rs14184624

Rabiei-Dastjerdi, Hamidreza, Amini, Saeid, McArdle, Gavin & Homayouni, Saeid (2022). City-region or city? That is the question: modelling sprawl in Isfahan using geospatial data and technology. GeoJournal, ONLINE.
DOI: 10.1007/s10708-021-10554-8

Rostami, Amirhossein, Shah-Hosseini, Reza, Asgari, Shabnam, Zarei, Arastou, Aghdami-Nia, Mohammad & Homayouni, Saeid (2022). Active fire detection from Landsat-8 imagery using deep multiple kernel learning. Remote Sensing, 14 (4): Art. 992.
DOI: 10.3390/rs14040992

Saadat, Mohammad, Seydi, Seyd Teymoor, Hasanlou, Mahdi & Homayouni, Saeid (2022). A convolutional neural network method for rice mapping using time-series of Sentinel-1 and Sentinel-2 imagery. Agriculture, 12 (12): Art. 2083.
DOI: 10.3390/agriculture12122083

Saboori, Mojtaba, Homayouni, Saeid, Shah-Hosseini, Reza & Zhang, Ying (2022). Optimum feature and classifier selection for accurate urban land use/cover mapping from very high resolution satellite imagery. Remote Sensing, 14 (9): Art. 2097.
DOI: 10.3390/rs14092097

Sekhar Ghosh, Swarnendu, Dey, Subhadip, Bhogapurapu, Narayanarao, Homayouni, Saeid, Bhattacharya, Avik & McNairn, Heather (2022). Gaussian process regression model for crop biophysical parameter retrieval from multi-polarized C-Band SAR data. Remote Sensing, 14 (4): Art. 934.
DOI: 10.3390/rs14040934

Shahabi, Hejar, Rahimzad, Maryam, Piralilou, Sepideh Tavakkoli, Ghorbanzadeh, Omid, Homayouni, Saeid, Blaschke, Thomas, Samsung, Lim & Ghamisi, Pedram (2022). Unsupervised deep learning for landslide detection from multispectral Sentinel-2 imagery. Remote Sensing, 13 (22): Art. 4698.
DOI: 10.3390/rs13224698

Ansari, Mohsen, Homayouni, Saeid, Safari, Abdolreza & Niazmardi, Saeid (2021). A new convolutional kernel classifier for hyperspectral image classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14: 11240-11256.
DOI: 10.1109/JSTARS.2021.3123087

Bahrami, Hazhir, Homayouni, Saeid, Safari, Abdolreza, Mirzaei, Sayeh, Mahdianpari, Masoud & Reisi-Gahrouei, Omid (2021). Deep learning-based estimation of crop biophysical parameters using multi-source and multi-temporal remote sensing observations. Agronomy, 11 (7): Art. 1363.
DOI: 10.3390/agronomy11071363

Dey, Subhadip, Bhogapurapu, Narayanarao, Homayouni, Saeid, Bhattacharya, Avik & McNairn, Heather (2021). Unsupervised classification of crop growth stages with scattering parameters from dual-pol Sentinel-1 SAR data. Remote Sensing, 13 (21): Art. 4412.
DOI: 10.3390/rs13214412

Dufour-Beauséjour, Sophie, Bernier, Monique, Simon, Jérome, Homayouni, Saeid, Gilbert, Véronique, Gauthier, Yves, Tuniq, Juupi, Wendleder, Anna & Roth, Achim (2021). Tenuous correlation between snow depth or sea ice thickness and C- or X-Band backscattering in Nunavik Fjords of the Hudson Strait. Remote Sensing, 13 (4): Art. 768.
DOI: 10.3390/rs13040768

Hosseini, Mehdi, McNairn, Heather, Mitchell, Scott, Robertson, Laura Dingle, Davidson, Andrew, Ahmadian, Nima, Bhattacharya, Avik, Borg, Erik, Conrad, Christopher, Dabrowska-Zielinska, Katarzyna, de Abelleyra, Diego, Gurdak, Radoslaw, Kumar, Vineet, Kussul, Natalia, Mandal, Dipankar, Rao, Y. S., Saliendra, Nicarnor, Shelestov, Andrii, Spengler, Daniel, Verón, Santiago R., Homayouni, Saeid & Becker-Reshef, Inbal (2021). A comparison between support vector machine and water cloud model for estimating crop leaf area index. Remote Sensing, 13 (7): Art. 1348.
DOI: 10.3390/rs13071348

Jafarzadeh, Hamid, Mahdianpari, Masoud, Homayouni, Saeid, Mohammadimanesh, Fariba & Dabboor, Mohammed (2021). Oil spill detection from Synthetic Aperture Radar Earth observations: a meta-analysis and comprehensive review. GIScience & Remote Sensing, 58 (7): 1022-1051.
DOI: 10.1080/15481603.2021.1952542

Jafarzadeh, Hamid, Mahdianpari, Masoud, Mohammadimanesh, Fariba & Homayouni, Saeid (2021). Bagging and boosting ensemble classifiers for classification of multispectral, hyperspectral and PolSAR data: A comparative Evaluation. Remote Sensing, 13 (21): Art. 4405.
DOI: 10.3390/rs13214405

Mahdianpari, Masoud, Brisco, Brian, Granger, Jean, Mohammadimanesh, Fariba, Salehi, Bahram, Homayouni, Saeid & Bourgeau-Chavez, Laura (2021). The third generation of pan-canadian wetland map at 10 m resolution using multisource earth observation data on cloud computing platform. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14: 8789-8803.
DOI: 10.1109/JSTARS.2021.3105645

Mahdianpari, Masoud, Ghanbari, Hamid, Mohammadimanesh, Fariba & Homayouni, Saeid (2021). A meta-analysis of convolutional neural networks for remote sensing applications. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14: 3602-3613.
DOI: 10.1109/JSTARS.2021.3065569

Mahdianpari, Masoud, Brisco, Brian, Granger, Jean, Mohammadimanesh, Fariba, Salehi, Bahram, Homayouni, Saeid & Bourgeau-Chavez, Laura (2021). Mapping pan-canadian wetlands using multi-source earth observations: the third generation of 10m canadian wetland inventory map. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14: 8789-8803.
DOI: 10.1109/JSTARS.2021.3105645

Oubennaceur, Khalid, Chokmani, Karem, Gauthier, Yves, Ratté-Fortin, Claudie, Homayouni, Saeid & Toussaint, Jean-Patrick (2021). Flood risk assessment under climate change: The Petite Nation River watershed. Climate, 9 (8): Art. 125.
DOI: 10.3390/cli9080125

Rahimzad, Maryam, Homayouni, Saeid, Naeini, Amin Alizadeh & Nadi, Saeed (2021). An efficient multi-sensor remote sensing image clustering in urban areas via Boosted Convolutional Autoencoder (BCAE). Remote Sensing, 13 (13): Art. 2501.
DOI: 10.3390/rs13132501

Shayeganpour, Samira, Tangestani, Majid H., Homayouni, Saeid & Vincent, Robert K. (2021). Evaluating pixel-based vs. object-based image analysis approaches for lithological discrimination using VNIR data of WorldView-3. Frontiers of Earth Science, 15 (1): 38-53.
DOI: 10.1007/s11707-020-0848-7

Shokri, Danesh, Rastiveis, Heidar, Sarasua, Wayne A., Shams, Alireza & Homayouni, Saeid (2021). A robust and efficient method for power lines extraction from mobile LiDAR point clouds. PFG – Journal of Photogrammetry, Remote Sensing and Geoinformation Science, 89 (3): 209-232.
DOI: 10.1007/s41064-021-00155-y

Touati, Chaima, Ratsimbazafy, Tahiana Solonjatovo, Poulin, Jimmy, Bernier, Monique, Homayouni, Saeid & Ludwig, Ralf (2021). Landscape freeze/thaw mapping from active and passive microwave earth observations over the Tursujuq National Park, Quebec, Canada. Écoscience, 28 (3-4): 421-433.
DOI: 10.1080/11956860.2021.1969790

Ahmadi, Salaman & Homayouni, Saeid (2020). A novel active contours model for environmental change detection from multitemporal synthetic aperture radar images. Remote Sens., 12 (11): Art. 1746.
DOI: 10.3390/rs12111746

Dufour-Beauséjour, Sophie; Bernier, Monique; Simon, Jérome; Homayouni, Saeid; Gilbert, Véronique; Gauthier, Yves; Tuniq, Juupi; Wendleder, Anna & Roth, Achim (2021). Tenuous correlation between snow depth or sea ice thickness and C- or X-Band backscattering in Nunavik Fjords of the Hudson Strait. Remote Sens., 13 (4): Art. 768.

Hosseini, Mehdi; McNairn, Heather; Mitchell, Scott; Robertson, Laura Dingle; Davidson, Andrew & Homayouni, Saeid (2020). Integration of synthetic aperture radar and optical satellite data for corn biomass estimation. MethodsX, 7: Art. 100857.
DOI: 10.1016/j.mex.2020.100857

Hosseini, Mehdi; McNairn, Heather; Mitchell, Scott; Robertson, Laura Dingle; Davidson, Andrew; Ahmadian, Nima; Bhattacharya, Avik; Borg, Erik; Conrad, Christopher; Dabrowska-Zielinska, Katarzyna; de Abelleyra, Diego; Gurdak, Radoslaw; Kumar, Vineet; Kussul, Natalia; Mandal, Dipankar; Rao, Y. S.; Saliendra, Nicarnor; Shelestov, Andrii; Spengler, Daniel; Verón, Santiago R.; Homayouni, Saeid & Becker-Reshef, Inbal (2021). A comparison between support vector machine and water cloud model for estimating crop leaf area index. Remote Sens., 13 (7): Art. 1348.
DOI: 10.3390/rs13071348

Mahdianpari, Masoud; Ghanbari, Hamid; Mohammadimanesh, Fariba & Homayouni, Saeid (2021). A meta-analysis of convolutional neural networks for remote sensing applications. IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens., 14: 3602-3613.
DOI: 10.1109/JSTARS.2021.3065569

Shayeganpour, Samira; Tangestani, Majid H.; Homayouni, Saeid & Vincent, Robert K. (2021). Evaluating pixel-based vs. object-based image analysis approaches for lithological discrimination using VNIR data of WorldView-3. Front. Earth Sci., 15 (1): 38-53.

Aria, Enayat Hosseini; Menenti, Massimo; Gorte, Ben G. H. & Homayouni, Saeid (2020). Unsupervised dimensionality reduction of hyperspectral images using representations of reflectance spectra. Int. J. Remote Sens., 41 (20): 7820-7845.
DOI: 10.1080/01431161.2020.1766146

Bahrami, Hazhir; Homayouni, Saeid; Shah-Hosseini, Reza; ZandKarimi, Arash & Safari, Abdolreza (2020). Efficient dust detection based on spectral and thermal observations of MODIS imagery. J. Appl. Remote Sens., 14 (3): Art. 034513.
DOI: 10.1117/1.JRS.14.034513

Eskandari, Roghieh; Mahdianpari, Masoud; Mohammadimanesh, Fariba; Salehi, Bahram; Brisco, Brian & Homayouni, Saeid (2020). Meta-analysis of unmanned aerial vehicle (UAV) imagery for agro-environmental monitoring using machine learning and statistical models. Remote Sens., 12 (21): Art. 3511.
DOI: 10.3390/rs12213511

Hamidi, Masoumeh; Safari, Abdolreza & Homayouni, Saeid (2020). An auto-encoder based classifier for crop mapping from multitemporal multispectral imagery. Int. J. Remote Sens., 42 (3): 986-1016.
DOI: 10.1080/01431161.2020.1820619

Hosseiny, Benyamin; Rastiveis, Heidar & Homayouni, Saeid (2020). An automated framework for plant detection based on deep simulated learning from drone imagery. Remote Sens., 12 (21): Art. 3521.
DOI: 10.3390/rs12213521

Jamshidpour, Nasehe; Safari, Abdolreza & Homayouni, Saeid (2020). A GA-based multi-view, multi-learner active learning framework for hyperspectral image classification. Remote Sens., 12 (2): Art. 297.
DOI: 10.3390/rs12020297

Jamshidpour, Nasehe; Safari, Abdolreza & Homayouni, Saeid (2020). Multiview active learning optimization based on genetic algorithm and gaussian mixture models for hyperspectral data. IEEE Geosci. Remote Sens. Letters, 17 (1): ONLINE.
DOI: 10.1109/LGRS.2019.2914858

Mahdianpari M, Brisco B, Granger JE, Mohammadimanesh F, Salehi B, Banks S, Homayouni S, Bourgeau-Chavez L & Weng Q (2020). The second generation Canadian Wetland inventory map at 10 meters resolution using Google Earth Engine / La deuxième génération de la carte de l’inventaire canadien des milieux humides à une résolution de 10 mètres en utilisant Google Earth Engine. Can. J. Remote Sens. / J. Can. Télédétection, 46 (3): 360-375.
DOI: 10.1080/07038992.2020.1802584

Mahdianpari, Masoud; Jafarzadeh, H.; Granger, Jean Elizabeth; Mohammadimanesh, Fariba; Brisco, Brian; Homayouni, Saeid & Weng, Qihao (2020). A large-scale change monitoring of wetlands using time series Landsat imagery on Google Earth Engine: a case study in Newfoundland. GIScience & Remote Sensing, 57 (8): 1102-1124.
DOI: 10.1080/15481603.2020.1846948

Mandianpari, Masoud; Granger, Jean Elizabeth; Mohammadimanesh, Fariba; Salehi, Bahram; Brisco, Brian; Homayouni, Saeid; Gill, Eric; Huberty, Brian & Lang, Megan (2020). Meta-analysis of wetland classification using remote sensing: A systematic review of a 40-year trend in North America. Remote Sens., 12 (11): Art. 1882.
DOI: 10.3390/rs12111882

Mahdianpari M, Salehi B, Mohammedimandesh F, Brisco B, Homayouni S, Gill E, DeLancey ER & Bourgeau-Chavez L (2020). Big data for a big Country: The first generation of Canadian Wetland inventory map at a spatial resolution of 10-m using Sentinel-1 and Sentinel-2 data on the Google Earth Engine cloud computing platform  /  Mégadonnées pour un grand pays: La première carte d’inventaire des zones humides du Canada à une résolution de 10 m à l’aide des données Sentinel-1 et Sentinel-2 sur la plate-forme informatique en nuage de Google Earth Engine™. Can. J. Remote Sens. / J. Can. Télédétection, 46 (1): 15-33.
DOI: 10.1080/07038992.2019.1711366

Mohammedi, Ayub; Karimzadeh, Sadra; jalal, Shazad Jamal; Kamran, Khalil Valizadeh; Shahabi, Himan; Homayouni, Saeid & Al-Ansari, Hadhir (2020). A Multi-Sensor Comparative Analysis on the Suitability of Generated DEM from Sentinel-1 SAR Interferometry Using Statistical and Hydrological Models. Sensors, 20 (24): Art. 7214.
DOI: 10.3390/s20247214

Parto, Fatemeh; Saradjian, Mohammadreza & Homayouni, Saeid (2020). MODIS brightness temperature change-based forest fire monitoring. J. Indian Soc. Remote Sens., 48 (1): 163-169.
DOI: 10.1007/s12524-019-01071-w

Sheykhmousa, Mohammadreza; Mahdianpari, Masoud; Ghanbari, Hamid; Mohammadimanesh, Fariba; Ghamisi, Pedram & Homayouni, Saeid (2020). Support vector machine versus random forest for remote sensing image classification: A meta-analysis and systematic review. IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens., 13: 6308-6325.
DOI: 10.1109/JSTARS.2020.3026724

Yavari, Adel; Homayouni, Saeid; Oubennaceur, Khalid & Chokmani, Karem (2020). Flood inundation modeling in ungauged basins using Unmanned Aerial Vehicles imagery. Earth Obs. Geomat. Eng., 4 (1): 44-45.
DOI: 10.22059/eoge.2020.297824.1075

Gahrouei, Omid Reisi; McNairn, Heather; Hosseini, Mehdi & Homayouni, Saeid (2020). Estimation of crop Biomass and leaf area index from multitemporal and multispectral imagery using machine learning approaches / Estimation de la biomasse & de l’indice de surface foliaire de cultures à partir d’images multi-temporelles & multi-spectrales à l’aide d’approches d’apprentissage automatique. Can. J. Remote Sens. / J. Can. Télédétection, 46 (1): 84-99.
DOI: 10.1080/07038992.2020.1740584

Farhadiani, Ramin; Homayouni, Saeid & Safari, Abdolreza (2019). Hybrid SAR speckle reduction using complex wavelet shrinkage and non-local PCA-Based filtering. IEEE J. Sel. Top. Appl. Earth Observ. Remote Sens., 12 (5): 1489-1496.
DOI: 10.1109/JSTARS.2019.2907655

Hadavand, Ahmad; Saadat Seresht, Mohammad & Homayouni, Saeid (2019). A novel density-based super-pixel aggregation for automatic segmentation of remote sensing images in urban areas. Earth Obs. Geomat. Eng., 3 (21): 84-91.
DOI: 10.22059/EOGE.2019.282354.1048

Hosseini, Mehdi; McNairn, Heather; Mitchell, Scott; Dingle Robertson, Laura; Davidson, Andrew & Homayouni, Saeid (2019). Synthetic aperture radar and optical satellite data for estimating the biomass of corn. Int. J. Appl. Earth Observ. Geoinfo., 83): Art. 101933.
DOI: 10.1016/j.jag.2019.101933

Mahdianpari, Masoud; Mohammedimandesh, Fariba; McNairn, Heather; Davison, Andrew; Rezaee, Mohammad; Salehi, Bahram & Homayouni, Saeid (2019). Mid-season crop classification using dual-, compact-, and full-polarization in preparation for the radarsat constellation mission (RCM). Remote Sens., 11 (13): Art. 1582.
DOI: 10.3390/rs11131582

Niazmardi, Saeid; Homayouni, Saeid & Safari, Abdolreza (2019). A computationally efficient multi-domain active learning method for crop mapping using satellite image time-series. Int. J. Remote Sens., 40 (16): 6383-6394.
DOI: 10.1080/01431161.2019.1591648

Reisi-Gahrouei, Omid; Homayouni, Saeid; McNairn, Heather; Hosseini, Mehdi & Safari, Abdolreza (2019). Crop biomass estimation using multi regression analysis and neural networks from multitemporal L-band polarimetric synthetic aperture radar data. Int. J. Remote Sens., 40 (17): 6822-6840.
DOI: 10.1080/01431161.2019.1594436

See previous publications on ResearchGate