Saeid Homayouni

Orcid: 0000-0002-0214-5356

According to our database1, Saeid Homayouni authored at least 81 papers between 2006 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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On csauthors.net:

Bibliography

2024
Mangrove plantation suitability mapping by integrating multi criteria decision making geospatial approach and remote sensing data.
Geo spatial Inf. Sci., July, 2024

Compact-Polarimetric SAR Signature Analysis for Wetland Characterization Using RADARSAT Constellation Mission.
IEEE Trans. Geosci. Remote. Sens., 2024

Enhanced Crop Discrimination and Monitoring Using Compact-Polarimetric SAR Signature Analysis From RADARSAT Constellation Mission.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Deep learning based crop-type mapping using SAR and optical data fusion.
Int. J. Appl. Earth Obs. Geoinformation, 2024

2023
D-Net: A Density-Based Convolutional Neural Network for Mobile LiDAR Point Clouds Classification in Urban Areas.
Remote. Sens., May, 2023

An Unsupervised Saliency-Guided Deep Convolutional Neural Network for Accurate Burn Mapping from Sentinel-1 SAR Data.
Remote. Sens., March, 2023

Crop Discrimination and Mapping Using Multi-Temporal RCM Compact Polarimetry SAR Data.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Sentinel-1 Sar Image Capabilities For Lake Ice Cover Monitoring.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022
Optimum Feature and Classifier Selection for Accurate Urban Land Use/Cover Mapping from Very High Resolution Satellite Imagery.
Remote. Sens., 2022

Active Fire Detection from Landsat-8 Imagery Using Deep Multiple Kernel Learning.
Remote. Sens., 2022

Global Evaluation of SMAP/Sentinel-1 Soil Moisture Products.
Remote. Sens., 2022

Gaussian Process Regression Model for Crop Biophysical Parameter Retrieval from Multi-Polarized C-Band SAR Data.
Remote. Sens., 2022

The RADARSAT Constellation Mission Core Applications: First Results.
Remote. Sens., 2022

A Meta-Analysis of Remote Sensing Technologies and Methodologies for Crop Characterization.
Remote. Sens., 2022

Urban Land Use and Land Cover Change Analysis Using Random Forest Classification of Landsat Time Series.
Remote. Sens., 2022

PolSAR Image Classification Based on Deep Convolutional Neural Networks Using Wavelet Transformation.
IEEE Geosci. Remote. Sens. Lett., 2022

SAR Despeckling Based on CNN and Bayesian Estimator in Complex Wavelet Domain.
IEEE Geosci. Remote. Sens. Lett., 2022

A deep learning framework based on generative adversarial networks and vision transformer for complex wetland classification using limited training samples.
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.
Int. J. Appl. Earth Obs. Geoinformation, 2022

Automatic coastline extraction through enhanced sea-land segmentation by modifying Standard U-Net.
Int. J. Appl. Earth Obs. Geoinformation, 2022

Results Update on the Performance of the Radarsat Constellation Mission.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Convolutional Deep Kernel Method for Land Cover Mapping from Hyperspectral Imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

10th International Conference on Agro-Geoinformatics 43rd Canadian Symposium on Remote Sensing (hybrid event).
Proceedings of the 10th International Conference on Agro-geoinformatics, 2022

2021
The Third Generation of Pan-Canadian Wetland Map at 10 m Resolution Using Multisource Earth Observation Data on Cloud Computing Platform.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

A Meta-Analysis of Convolutional Neural Networks for Remote Sensing Applications.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

A New Convolutional Kernel Classifier for Hyperspectral Image Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Unsupervised Deep Learning for Landslide Detection from Multispectral Sentinel-2 Imagery.
Remote. Sens., 2021

An Efficient Multi-Sensor Remote Sensing Image Clustering in Urban Areas via Boosted Convolutional Autoencoder (BCAE).
Remote. Sens., 2021

Bagging and Boosting Ensemble Classifiers for Classification of Multispectral, Hyperspectral and PolSAR Data: A Comparative Evaluation.
Remote. Sens., 2021

A Comparison between Support Vector Machine and Water Cloud Model for Estimating Crop Leaf Area Index.
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.
Remote. Sens., 2021

Unsupervised Classification of Crop Growth Stages with Scattering Parameters from Dual-Pol Sentinel-1 SAR Data.
Remote. Sens., 2021

Monitoring of 30 Years Wetland Changes in Newfoundland, Canada.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Ensemble Learning for Crop Monitoring from Multitemporal Optical and Synthetic Aperture Radar Earth Observations.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020
Support Vector Machine Versus Random Forest for Remote Sensing Image Classification: A Meta-Analysis and Systematic Review.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

A Multi-Sensor Comparative Analysis on the Suitability of Generated DEM from Sentinel-1 SAR Interferometry Using Statistical and Hydrological Models.
Sensors, 2020

Meta-Analysis of Wetland Classification Using Remote Sensing: A Systematic Review of a 40-Year Trend in North America.
Remote. Sens., 2020

A GA-Based Multi-View, Multi-Learner Active Learning Framework for Hyperspectral Image Classification.
Remote. Sens., 2020

An Automated Framework for Plant Detection Based on Deep Simulated Learning from Drone Imagery.
Remote. Sens., 2020

Meta-analysis of Unmanned Aerial Vehicle (UAV) Imagery for Agro-environmental Monitoring Using Machine Learning and Statistical Models.
Remote. Sens., 2020

A Novel Active Contours Model for Environmental Change Detection from Multitemporal Synthetic Aperture Radar Images.
Remote. Sens., 2020

Multiview Active Learning Optimization Based on Genetic Algorithm and Gaussian Mixture Models for Hyperspectral Data.
IEEE Geosci. Remote. Sens. Lett., 2020

2019
Hybrid SAR Speckle Reduction Using Complex Wavelet Shrinkage and Non-Local PCA-Based Filtering.
IEEE J. Sel. Top. Appl. Earth Obs. 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.
Remote. Sens., 2019

Mid-season Crop Classification Using Dual-, Compact-, and Full-Polarization in Preparation for the Radarsat Constellation Mission (RCM).
Remote. Sens., 2019

Synthetic aperture radar and optical satellite data for estimating the biomass of corn.
Int. J. Appl. Earth Obs. Geoinformation, 2019

Quad and compact multitemporal C-band PolSAR observations for crop characterization and monitoring.
Int. J. Appl. Earth Obs. Geoinformation, 2019

Adaptive Self-Learned Active Learning Framework for Hyperspectral Classification.
Proceedings of the 10th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing, 2019

2018
Multiple Kernel Learning for Remote Sensing Image Classification.
IEEE Trans. Geosci. Remote. Sens., 2018

Radiometric Normalization of Multitemporal and Multisensor Remote Sensing Images Based on a Gaussian Mixture Model and Error Ellipse.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Object-based classification of hyperspectral data using Random Forest algorithm.
Geo spatial Inf. Sci., 2018

Histogram-based spatio-temporal feature classification of vegetation indices time-series for crop mapping.
Int. J. Appl. Earth Obs. Geoinformation, 2018

2017
A Novel Multiple Kernel Learning Framework for Multiple Feature Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Similarity-Based Multiple Kernel Learning Algorithms for Classification of Remotely Sensed Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Spectral-Spatial Semisupervised Hyperspectral Classification Using Adaptive Neighborhood.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Multiobjective Genetic Optimization of Terrain-Independent RFMs for VHSR Satellite Images.
IEEE Geosci. Remote. Sens. Lett., 2017

A particle swarm optimized kernel-based clustering method for crop mapping from multi-temporal polarimetric L-band SAR observations.
Int. J. Appl. Earth Obs. Geoinformation, 2017

Compact polarimetric synthetic aperture radar for monitoring crop condition.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016
Graph-based semi-supervised hyperspectral image classification using spatial information.
Proceedings of the 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2016

A comparative study on Multiple Kernel Learning for remote sensing image classification.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016

2015
The Soil Moisture Active Passive Validation Experiment 2012 (SMAPVEX12): Prelaunch Calibration and Validation of the SMAP Soil Moisture Algorithms.
IEEE Trans. Geosci. Remote. Sens., 2015

A Hybrid Kernel-Based Change Detection Method for Remotely Sensed Data in a Similarity Space.
Remote. Sens., 2015

2014
RADARSAT-2 Polarimetric SAR Response to Crop Biomass for Agricultural Production Monitoring.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Improving the Dynamic Clustering of Hyperspectral Data Based on the Integration of Swarm Optimization and Decision Analysis.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Intrinsic Dimensionality Estimation in Hyperspectral Imagery Using Residual and Change-Point Analyses.
IEEE Geosci. Remote. Sens. Lett., 2014

Evaluation of intrinsic dimensionality methods using residual and change-point analyses.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

An improved marker selection method for hyperspectral image segmentation and classification.
Proceedings of the 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2014

Multi-temporal full polarimetry L-band SAR data classification for agriculture land cover mapping.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

Semi-supervised classification of hyperspectral image using random forest algorithm.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

An efficient framework for spectral-spatial classification of hyperspectral images in urban areas.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014

2013
An Improved FCM Algorithm Based on the SVDD for Unsupervised Hyperspectral Data Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

An Approach for Subpixel Anomaly Detection in Hyperspectral Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2013

Land cover change detection using unsupervised kernel C-means and multi-temporal SAR data.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012
Improving the SVDD Approach to Hyperspectral Image Classification.
IEEE Geosci. Remote. Sens. Lett., 2012

Improvement of Anomoly Detection Algorithms in Hyperspectral Images using Discrete Wavelet Transform
CoRR, 2012

Speckle reduction of SAR images using curvelet and wavelet transforms based on spatial features characteristics.
Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

2011
Range Camera Self-Calibration Based on Integrated Bundle Adjustment via Joint Setup with a 2D Digital Camera.
Sensors, 2011

Anomaly Detection in Hyperspectral Images Based on an Adaptive Support Vector Method.
IEEE Geosci. Remote. Sens. Lett., 2011

A fast-adaptive support vector method for full-pixel anomaly detection in hyperspectral images.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

2009
A SVMS-based hyperspectral data classification algorithm in a similarity space.
Proceedings of the First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009

2006
Hyperspectral Image Analysis for Precision Viticulture.
Proceedings of the Image Analysis and Recognition, Third International Conference, 2006


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