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)

Speckle reduction and restoration of synthetic aperture radar data with an adoptive Markov random field model. - Masoud MahdianPari; Mahdi Motagh; Vahid Akbari 001 (IGARSS, 2012)

A new speckle reduction algorithm of polsar images based on a combined Gaussian random field model and wavelet edge detection approach. - Masoud MahdianPari; Bahram Salehi; Fariba Mohammadimanesh (IGARSS, 2017)

X-band interferometric sar observations for wetland water level monitoring in newfoundland and labrador. - Fariba Mohammadimanesh; Bahram Salehi; Masoud MahdianPari; Mahdi Motagh (IGARSS, 2017)

Wetland Classification Using Deep Convolutional Neural Network. - Masoud MahdianPari; Mohammad Rezaee; Yun Zhang 014; Bahram Salehi (IGARSS, 2018)

A New Hierarchical Object-Based Classification Algorithm for Wetland Mapping in Newfoundland, Canada. - Fariba Mohammadimanesh; Bahram Salehi; Masoud MahdianPari; Mahdi Motagh (IGARSS, 2018)

An efficient feature optimization for wetland mapping by synergistic use of SAR intensity, interferometry, and polarimetry data. - Fariba Mohammadimanesh; Bahram Salehi; Masoud MahdianPari; Mahdi Motagh; Brian Brisco (Int. J. Appl. Earth Obs. Geoinformation, 2018)

Very Deep Convolutional Neural Networks for Complex Land Cover Mapping Using Multispectral Remote Sensing Imagery. - Masoud MahdianPari; Bahram Salehi; Mohammad Rezaee; Fariba Mohammadimanesh; Yun Zhang 014 (Remote. Sens., 2018)

Deep Convolutional Neural Network for Complex Wetland Classification Using Optical Remote Sensing Imagery. - Mohammad Rezaee; Masoud MahdianPari; Yun Zhang 014; Bahram Salehi (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

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)

Full and Simulated Compact Polarimetry SAR Responses to Canadian Wetlands: Separability Analysis and Classification. - Fariba Mohammadimanesh; Bahram Salehi; Masoud MahdianPari; Brian Brisco; Eric Gill (Remote. Sens., 2019)

Wetland Monitoring Using SAR Data: A Meta-Analysis and Comprehensive Review. - Sarina Adeli; Bahram Salehi; Masoud MahdianPari; Lindi J. Quackenbush; Brian Brisco; Haifa Tamiminia; Stephen Shaw (Remote. Sens., 2020)

Hybrid Compact Polarimetric SAR for Environmental Monitoring with the RADARSAT Constellation Mission. - Brian Brisco; Masoud MahdianPari; Fariba Mohammadimanesh (Remote. Sens., 2020)

Comparing Deep Learning and Shallow Learning for Large-Scale Wetland Classification in Alberta, Canada. - Evan R. DeLancey; John F. Simms; Masoud MahdianPari; Brian Brisco; Craig Mahoney; Jahan Kariyeva (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)

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)

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)

Sea Ice Detection From the RADARSAT Constellation Mission Experiment Data. - Hangyu Lyu; Weimin Huang 001; Masoud MahdianPari (CCECE, 2021)

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

Wetland Mapping of Northern Provinces of Iran Using Sentinel-1 and Sentinel-2 in Google Earth Engine. - MohammadAli Hemati; Mahdi Hasanlou; Masoud MahdianPari; Fariba Mohammadimanesh (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)

Random Forest Outperformed Convolutional Neural Networks for Shrub Willow Above Ground Biomass Estimation Using Multi-Spectral UAS Imagery. - Haifa Tamiminia; Bahram Salehi; Masoud MahdianPari; Colin M. Beier; Daniel J. Klimkowski; Timothy A. Volk (IGARSS, 2021)

Assessing the Impacts of Rising Sea Level on Coastal Morpho-Dynamics with Automated High-Frequency Shoreline Mapping Using Multi-Sensor Optical Satellites. - Naheem Adebisi; Abdul-Lateef Balogun; Masoud MahdianPari; Teh Hee Min (Remote. Sens., 2021)

A Systematic Review of Landsat Data for Change Detection Applications: 50 Years of Monitoring the Earth. - MohammadAli Hemati; Mahdi Hasanlou; Masoud MahdianPari; Fariba Mohammadimanesh (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)

Comparing Solo Versus Ensemble Convolutional Neural Networks for Wetland Classification Using Multi-Spectral Satellite Imagery. - Ali Jamali; Masoud MahdianPari; Brian Brisco; Jean Granger; Fariba Mohammadimanesh; Bahram Salehi (Remote. Sens., 2021)

A Meta-Analysis on Harmful Algal Bloom (HAB) Detection and Monitoring: A Remote Sensing Perspective. - Rabia Munsaf Khan; Bahram Salehi; Masoud MahdianPari; Fariba Mohammadimanesh; Giorgos Mountrakis; Lindi J. Quackenbush (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)

NFNet Based Sea Ice Classification From RADARSAT Constellation Mission Data. - Hangyu Lyu; Weimin Huang 001; Masoud MahdianPari (Agro-Geoinformatics, 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)

Iranian Wetland Hydroperiod Change Detection Using an Unsupervised Method on 20 Years of Landsat Data Within the Google Earth Engine. - MohammadAli Hemati; Masoud MahdianPari; Mahdi Hasanlou; Fariba Mohammadimanesh (IGARSS, 2022)

Wetland Mapping by Jointly Use of Convolutional Neural Network and Graph Convolutional Network. - Hamid Jafarzadeh; Masoud MahdianPari; Eric Gill (IGARSS, 2022)

Wetland Classification with Swin Transformer Using Sentinel-1 and Sentinel-2 Data. - Ali Jamali; Fariba Mohammadimanesh; Masoud MahdianPari (IGARSS, 2022)

Machine Learning Methods for Water Quality Monitoring Over Finger Lakes Using Sentinel-2. - Rabia Munsaf Khan; Bahram Salehi; Masoud MahdianPari (IGARSS, 2022)

A Desktop-Based Methodology for Collecting Wetland Reference data over Inaccessible Arctic Landscapes. - Michael Allan Merchant; Brian Brisco; Masoud MahdianPari; Jean Granger; Fariba Mohammadimanesh; Ben DeVries; Aaron Berg (IGARSS, 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)

3DUNetGSFormer: A deep learning pipeline for complex wetland mapping using generative adversarial networks and Swin transformer. - Ali Jamali; Masoud MahdianPari; Brian Brisco; Dehua Mao; Bahram Salehi; Fariba Mohammadimanesh (Ecol. Informatics, 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)

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)

TCD-Net: A Novel Deep Learning Framework for Fully Polarimetric Change Detection Using Transfer Learning. - Rezvan Habibollahi; Seyd Teymoor Seydi; Mahdi Hasanlou; Masoud MahdianPari (Remote. Sens., 2022)

Swin Transformer and Deep Convolutional Neural Networks for Coastal Wetland Classification Using Sentinel-1, Sentinel-2, and LiDAR Data. - Ali Jamali; Masoud MahdianPari (Remote. Sens., 2022)

Eastern Arctic Sea Ice Sensing: First Results from the RADARSAT Constellation Mission Data. - Hangyu Lyu; Weimin Huang 001; Masoud MahdianPari (Remote. Sens., 2022)

Mapping Two Decades of New York State Forest Aboveground Biomass Change Using Remote Sensing. - Haifa Tamiminia; Bahram Salehi; Masoud MahdianPari; Colin M. Beier; Lucas K. Johnson (Remote. Sens., 2022)

Wet-GC: A Novel Multimodel Graph Convolutional Approach for Wetland Classification Using Sentinel-1 and 2 Imagery With Limited Training Samples. - Hamid Jafarzadeh; Masoud MahdianPari; Eric W. Gill (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

3-D Hybrid CNN Combined With 3-D Generative Adversarial Network for Wetland Classification With Limited Training Data. - Ali Jamali; Masoud MahdianPari; Fariba Mohammadimanesh; Brian Brisco; Bahram Salehi (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

A Meta-Analysis of Sea Ice Monitoring Using Spaceborne Polarimetric SAR: Advances in the Last Decade. - Hangyu Lyu; Weimin Huang 001; Masoud MahdianPari (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

WetNet: A Spatial-Temporal Ensemble Deep Learning Model for Wetland Classification Using Sentinel-1 and Sentinel-2. - Benyamin Hosseiny; Masoud MahdianPari; Brian Brisco; Fariba Mohammadimanesh; Bahram Salehi (IEEE Trans. Geosci. Remote. Sens., 2022)

Remote Sensing and Machine Learning Tools to Support Wetland Monitoring: A Meta-Analysis of Three Decades of Research. - Hamid Jafarzadeh; Masoud MahdianPari; Eric W. Gill; Brian Brisco; Fariba Mohammadimanesh (Remote. Sens., 2022)

Gedi and Sentinel-2 Integration for Mapping Complex Wetlands. - Sarina Adeli; Lindi J. Quackenbush; Bahram Salehi; Masoud MahdianPari (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)

Quantification and Mapping of Water Clarity for Freshwater Lakes Using Sentinel-2 Data and Random Forest Regression Model: Application on Finger Lakes, New York. - Rabia Munsaf Khan; Bahram Salehi; Milad Niroumand Jadidi; Masoud MahdianPari (IGARSS, 2023)

Generating A 10 M Resolution Canopy Height Model Of New York State Using Gedi And Sentinel-2 Data. - Haifa Tamiminia; Bahram Salehi; Masoud MahdianPari (IGARSS, 2023)

Dual-Branch Fusion of Convolutional Neural Network and Graph Convolutional Network for PolSAR Image Classification. - Ali Radman; Masoud MahdianPari; Brian Brisco; Bahram Salehi; Fariba Mohammadimanesh (Remote. Sens., 2023)

Rapid Large-Scale Wetland Inventory Update Using Multi-Source Remote Sensing. - Victor Igwe; Bahram Salehi; Masoud MahdianPari (Remote. Sens., 2023)

Leveraging google earth engine cloud computing for large-scale arctic wetland mapping. - Michael Allan Merchant; Brian Brisco; Masoud MahdianPari; Laura L. Bourgeau-Chavez; Kevin Murnaghan; Ben DeVries; Aaron Berg (Int. J. Appl. Earth Obs. Geoinformation, 2023)

FirePred: A hybrid multi-temporal convolutional neural network model for wildfire spread prediction. - Mohammad Marjani; Seyed Ali Ahmadi; Masoud MahdianPari (Ecol. Informatics, 2023)

Global vs Local Random Forest Model for Water Quality Monitoring: Assessment in Finger Lakes Using Sentinel-2 Imagery and Gloria Dataset. - Rabia Munsaf Khan; Bahram Salehi; Milad Niroumand Jadidi; Masoud MahdianPari (IGARSS, 2024)

Application of Explainable Artificial Intelligence in Predicting Wildfire Spread: An ASPP-Enabled CNN Approach. - Mohammad Marjani; Masoud MahdianPari; Seyed Ali Ahmadi; Emadoddin Hemmati; Fariba Mohammadimanesh; Mohammad Saadi Mesgari (IEEE Geosci. Remote. Sens. Lett., 2024)

Beyond Supervised Learning in Remote Sensing: A Systematic Review of Deep Learning Approaches. - Benyamin Hosseiny; Masoud MahdianPari; MohammadAli Hemati; Ali Radman; Fariba Mohammadimanesh; Jocelyn Chanussot (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 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)

Mapping Water Clarity in Small Oligotrophic Lakes Using Sentinel-2 Imagery and Machine Learning Methods: A Case Study of Canandaigua Lake in Finger Lakes, New York. - Rabia Munsaf Khan; Bahram Salehi; Milad Niroumand Jadidi; Masoud MahdianPari (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)

State-wide forest canopy height and aboveground biomass map for New York with 10 m resolution, integrating GEDI, Sentinel-1, and Sentinel-2 data. - Haifa Tamiminia; Bahram Salehi; Masoud MahdianPari; Tristan Goulden (Ecol. Informatics, 2024)

Integrating SAR and Optical Data for Aboveground Biomass Estimation of Coastal Wetlands Using Machine Learning: Multi-Scale Approach. - MohammadAli Hemati; Masoud MahdianPari; Hodjat Shiri; Fariba Mohammadimanesh (Remote. Sens., 2024)

Enhancing Wetland Mapping: Integrating Sentinel-1/2, GEDI Data, and Google Earth Engine. - Hamid Jafarzadeh; Masoud MahdianPari; Eric W. Gill; Fariba Mohammadimanesh (Sensors, 2024)

CNN-BiLSTM: A Novel Deep Learning Model for Near-Real-Time Daily Wildfire Spread Prediction. - Mohammad Marjani; Masoud MahdianPari; Fariba Mohammadimanesh (Remote. Sens., 2024)

CVTNet: A Fusion of Convolutional Neural Networks and Vision Transformer for Wetland Mapping Using Sentinel-1 and Sentinel-2 Satellite Data. - Mohammad Marjani; Masoud MahdianPari; Fariba Mohammadimanesh; Eric W. Gill (Remote. Sens., 2024)

Wet-ConViT: A Hybrid Convolutional-Transformer Model for Efficient Wetland Classification Using Satellite Data. - Ali Radman; Fariba Mohammadimanesh; Masoud MahdianPari (Remote. Sens., 2024)

A Review of Vision-Based Pothole Detection Methods Using Computer Vision and Machine Learning. - Yashar Safyari; Masoud MahdianPari; Hodjat Shiri (Sensors, 2024)