Support vector machine versus random forest for remote sensing image classification: A meta-analysis and systematic review M Sheykhmousa, M Mahdianpari, H Ghanbari, F Mohammadimanesh, ... IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2020 | 619 | 2020 |
Very deep convolutional neural networks for complex land cover mapping using multispectral remote sensing imagery M Mahdianpari, B Salehi, M Rezaee, F Mohammadimanesh, Y Zhang Remote Sensing 10 (7), 1119, 2018 | 426 | 2018 |
Random forest wetland classification using ALOS-2 L-band, RADARSAT-2 C-band, and TerraSAR-X imagery M Mahdianpari, B Salehi, F Mohammadimanesh, M Motagh ISPRS Journal of Photogrammetry and Remote Sensing 130, 13-31, 2017 | 287 | 2017 |
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 M Mahdianpari, B Salehi, F Mohammadimanesh, S Homayouni, E Gill Remote Sensing 11 (1), 43, 2018 | 278 | 2018 |
A new fully convolutional neural network for semantic segmentation of polarimetric SAR imagery in complex land cover ecosystem F Mohammadimanesh, B Salehi, M Mahdianpari, E Gill, M Molinier ISPRS journal of photogrammetry and remote sensing 151, 223-236, 2019 | 185 | 2019 |
A systematic review of landsat data for change detection applications: 50 years of monitoring the earth MA Hemati, M Hasanlou, M Mahdianpari, F Mohammadimanesh Remote sensing 13 (15), 2869, 2021 | 120 | 2021 |
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 … M Mahdianpari, B Salehi, F Mohammadimanesh, B Brisco, S Homayouni, ... Canadian journal of remote sensing 46 (1), 15-33, 2020 | 116 | 2020 |
A large-scale change monitoring of wetlands using time series Landsat imagery on Google Earth Engine: a case study in Newfoundland M Mahdianpari, H Jafarzadeh, JE Granger, F Mohammadimanesh, ... GIScience & Remote Sensing 57 (8), 1102-1124, 2020 | 97 | 2020 |
Multi-temporal, multi-frequency, and multi-polarization coherence and SAR backscatter analysis of wetlands F Mohammadimanesh, B Salehi, M Mahdianpari, B Brisco, M Motagh ISPRS Journal of Photogrammetry and Remote Sensing 142, 78-93, 2018 | 97 | 2018 |
Bagging and boosting ensemble classifiers for classification of multispectral, hyperspectral and PolSAR data: a comparative evaluation H Jafarzadeh, M Mahdianpari, E Gill, F Mohammadimanesh, ... Remote Sensing 13 (21), 4405, 2021 | 95 | 2021 |
Fisher Linear Discriminant Analysis of coherency matrix for wetland classification using PolSAR imagery M Mahdianpari, B Salehi, F Mohammadimanesh, B Brisco, S Mahdavi, ... Remote Sensing of Environment 206, 300-317, 2018 | 91 | 2018 |
Multi-task convolutional neural networks outperformed random forest for mapping soil particle size fractions in central Iran R Taghizadeh-Mehrjardi, M Mahdianpari, F Mohammadimanesh, ... Geoderma 376, 114552, 2020 | 81 | 2020 |
Meta-analysis of wetland classification using remote sensing: A systematic review of a 40-year trend in North America M Mahdianpari, JE Granger, F Mohammadimanesh, B Salehi, B Brisco, ... Remote Sensing 12 (11), 1882, 2020 | 76 | 2020 |
Meta-analysis of unmanned aerial vehicle (UAV) imagery for agro-environmental monitoring using machine learning and statistical models R Eskandari, M Mahdianpari, F Mohammadimanesh, B Salehi, B Brisco, ... Remote Sensing 12 (21), 3511, 2020 | 60 | 2020 |
An assessment of simulated compact polarimetric SAR data for wetland classification using random forest algorithm M Mahdianpari, B Salehi, F Mohammadimanesh, B Brisco Canadian Journal of Remote Sensing 43 (5), 468-484, 2017 | 56 | 2017 |
Wetland water level monitoring using interferometric synthetic aperture radar (InSAR): A review F Mohammadimanesh, B Salehi, M Mahdianpari, B Brisco, M Motagh Canadian journal of remote sensing 44 (4), 247-262, 2018 | 54 | 2018 |
The second generation Canadian wetland inventory map at 10 meters resolution using Google Earth Engine M Mahdianpari, B Brisco, JE Granger, F Mohammadimanesh, B Salehi, ... Canadian Journal of Remote Sensing 46 (3), 360-375, 2020 | 52 | 2020 |
WetNet: A spatial–temporal ensemble deep learning model for wetland classification using Sentinel-1 and Sentinel-2 B Hosseiny, M Mahdianpari, B Brisco, F Mohammadimanesh, B Salehi IEEE transactions on geoscience and remote sensing 60, 1-14, 2021 | 51 | 2021 |
Full and simulated compact polarimetry SAR responses to Canadian wetlands: Separability analysis and classification F Mohammadimanesh, B Salehi, M Mahdianpari, B Brisco, E Gill Remote Sensing 11 (5), 516, 2019 | 47 | 2019 |
An efficient feature optimization for wetland mapping by synergistic use of SAR intensity, interferometry, and polarimetry data F Mohammadimanesh, B Salehi, M Mahdianpari, M Motagh, B Brisco International journal of applied earth observation and geoinformation 73 …, 2018 | 44 | 2018 |