Omid works as a Postdoctoral Researcher in the AI4RS group at IARAI. He is a GIS and remote sensing expert with a strong background in research and development of machine (deep) learning models for the monitoring of land cover dynamics and natural hazards with over 50 papers in international journals. He was a recipient of the Best Paper Awards at the GISTAM 2019 Conf., Journals of Mathematics 2020, Spatial Science 2021, and Remote Sensing 2021.
Publications
2023
R. Jena, A. Shanableh, R. Al-Ruzouq, B. Pradhan, M. B. A Gibril, O. Ghorbanzadeh, C. Atzberger, M. A. Khalil, H. Mittal, and P. Ghamisi (2023) An Integration of Deep Learning and Transfer Learning for Earthquake-Risk Assessment in the Eurasian Region. Remote Sensing, 15, 15, 3759, 2023-07-28. (more) (download)
R. Jena, A. Shanableh, R. Al-Ruzouq, B. Pradhan, M. B. A Gibril, M. A. Khalil, O. Ghorbanzadeh, and P. Ghamisi (2023) Earthquake Spatial Probability and Hazard Estimation Using Various Explainable AI (XAI) Models at the Arabian Peninsula. Remote Sensing Applications: Society and Environment, 31, 101004, 2023-06-01. (more) (download)
R. Jena, A. Shanableh, R. Al-Ruzouq, B. Pradhan, M. B. A Gibril, M. A. Khalil, O. Ghorbanzadeh, G. P. Ganapathy, and P. Ghamisi (2023) Explainable Artificial Intelligence (XAI) Model for Earthquake Spatial Probability Assessment in Arabian Peninsula. Remote Sensing, 15, 9, 2248, 2023-04-24. (more) (download)
A. R. Barzani, P. Pahlavani, and O. Ghorbanzadeh (2023) Ensembling of Decision Trees, KNN, and Logistic Regression with Soft-Voting Method for Wildfire Susceptibility Mapping. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 10, 647–652, 2023-01-14. (more) (download)
A. R. Barzani, P. Pahlavani, O. Ghorbanzadeh, and P. Ghamisi (2023) How the Recursive Feature Elimination Affects the SVM and RF for Wildfire Modeling? A Mountainous Case Study Area. EGUsphere, 2023-01-10. (more) (download)
2022
O. Ghorbanzadeh, A. Crivellari, D. Tiede, P. Ghamisi, and S. Lang (2022) Mapping Dwellings in IDP/Refugee Settlements Using Deep Learning. Remote Sensing, 14, 24, 6382, 2022-12-16. (more) (download)
O. Ghorbanzadeh, Y. Xu, H. Zhao, J. Wang, Y. Zhong, D. Zhao, Q. Zang, S. Wang, F. Zhang, Y. Shi, X. X. Zhu, L. Bai, W. Li, W. Peng, and P. Ghamisi (2022) The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection from Multi-Source Satellite Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 15, 9927-9942, 2022-11-09. (more) (download)
O. Ghorbanzadeh, Y. Xu, P. Ghamisi, M. Kopp, and D. Kreil (2022) Landslide4Sense: Reference Benchmark Data and Deep Learning Models for Landslide Detection. IEEE Transactions on Geoscience and Remote Sensing, 60, 2022-10-17. (more) (download)
E. Nejatiyanpour, O. Ghorbanzadeh, J. Strobl, M. D. Kakhki, H. Amirnezhad, and M. S. Sabouni (2022) Fire Vulnerability of Hyrcanian Forests: A Conceptual Framework for an Enhanced Forest Fire Risk Management in Northern Iran. Intercontinental Geoinformation Days, 4, 286-289, 2022-09-20. (more) (download)
P. Ghamisi, O. Ghorbanzadeh, Y. Xu, P. Herruzo, D. Kreil, M. Kopp, and S. Hochreiter (2022) The Landslide4Sense Competition 2022. CEUR Workshop Proceedings, 3207, 2022-07-25. (more) (download)
S. Namdari, A. I. Z. Alnasrawi, O. Ghorbanzadeh, A. Sorooshian, K. V. Kamran, and P. Ghamisi (2022) Time Series of Remote Sensing Data for Interaction Analysis of the Vegetation Coverage and Dust Activity in the Middle East. Remote Sensing, 14, 13, 2963, 2020-06-21. (more) (download)
B. Aslam, A. Maqsoom, U. Khalil, O. Ghorbanzadeh, T. Blaschke, D. Farooq, R. F. Tufail, S. A. Suhail, and P. Ghamisi (2022) Evaluation of Different Landslide Susceptibility Models for a Local Scale in the Chitral District, Northern Pakistan. Sensors, 22, 9, 3107, 2022-04-19. (more) (download)
A. Arabameri, A. S. Danesh, M. Santosh, A. Cerda, S. C. Pal, O. Ghorbanzadeh, P. Roy, and I. Chowdhuri (2022) Flood Susceptibility Mapping Using Meta-heuristic Algorithms. Geomatics, Natural Hazards and Risk, 13, 1, 949-974, 2022-04-11. (more) (download)
O. Ghorbanzadeh, K. Gholamnia, and P. Ghamisi (2022) The Application of ResU-Net and OBIA for Landslide Detection from Multi-Temporal Sentinel-2 Images. Big Earth Data, 2022-02-14. (more) (download)
S. T. Piralilou, G. Einali, O. Ghorbanzadeh, T. G. Nachappa, K. Gholamnia, T. Blaschke, and a. P. Ghamisi (2022) A Google Earth Engine Approach for Wildfire Susceptibility Prediction Fusion with Remote Sensing Data of Different Spatial Resolutions. Remote Sensing, 14, 3, 672, 2022-01-30. (more) (download)
O. Ghorbanzadeh, H. Shahabi, A. Crivellari, S. Homayouni, T. Blaschke, and P. Ghamisi (2022) Landslide Detection Using Deep Learning and Object-Based Image Analysis. Landslides, 19, 4, 929, 2022-01-20. (more) (download)
M. Avand, A. Kuriqi, M. Khazaei, and O. Ghorbanzadeh (2022) DEM Resolution Effects on Machine Learning Performance for Flood Probability Mapping. Journal of Hydro-environment Research, 40, 1-16, 2022-01-01. (more) (download)
2021
H. Shahabi, M. Rahimzad, S. T. Piralilou, O. Ghorbanzadeh, S. Homayouni, T. Blaschke, S. Lim, and a. P. Ghamisi (2021) Unsupervised Deep Learning for Landslide Detection from Multispectral Sentinel-2 Imagery. Remote Sensing, 13, 22, 4698, 2021-11-20. (more) (download)
H. Ebrahimy, A. Naboureh, B. Feizizadeh, J. Aryal, and a. O. Ghorbanzadeh (2021) Integration of Sentinel-1 and Sentinel-2 Data with the G-SMOTE Technique for Boosting Land Cover Classification Accuracy. Applied Sciences, 11, 21, 10309, 2021-11-03. (more) (download)