Publications

Here are a number of my selected publications. For the full list, please visit my google scholar page.

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Selected Working Papers

Towards Scientific AI: Domain-Aware Deep Learning with Interpretable Intermediate Features for Biomass Mapping from Earth Observation Data,
Reza M. Asiyabi, et al.

Generative AI for Earth Observation, a Prospect,
Reza M. Asiyabi, et al.

Using satellite imagery to monitor remote rural economies at high frequency,
Tillmann von Carnap, Reza M. Asiyabi, Paul Dingus, and Anna Tompsett Article

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Selected Datasets

S1SLC_CVDL: A Complex-Valued Annotated Single Look Complex Sentinel-1 SAR dataset forComplex-Valued Deep Networks, IEEE DataPort, April 8, 2023 RReza M. Asiyabi, Mihai Datcu, Andrei Anghel and Holger Nies Dataset

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Selected Journal Papers

Complex-Valued Autoencoder-Based Neural Data Compression for SAR Raw Data, IEEE J-STSP - Journal ofSelected Topics in Signal Processing, 2025
Reza M. Asiyabi, Mihai Datcu, Andrei Anghel, Adrian Focsa, Michele Martone, Paola Rizzoli, and Ernesto Imbembo Article

Complex-Valued End-to-End Deep Network with Coherency Preservation for Complex-Valued SAR Data Reconstruction and Classification, IEEE TGRS - Transactions on Geoscience and Remote Sensing, 2023
Reza M. Asiyabi, Mihai Datcu, Andrei Anghel, and Holger Nies Article

Earth Observation Semantic Data Mining: Latent Dirichlet Allocation-Based Approach, IEEE J-STARS - Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022
Reza M. Asiyabi, and Mihai Datcu Article

Synthetic Aperture Radar (SAR) for Ocean: A Review, IEEE J-STARS - Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023
Reza M. Asiyabi, Arsalan Ghorbanian, Shaahin Nazarpour Tameh, Meisam Amani, Shuanggen Jin, and Ali Mohammadzadeh Article

Segment-based bag of visual words model for urban land cover mapping using polarimetric SAR data, Advances in Space Research, 2022
Reza M. Asiyabi, Mahmood R. Sahebi, and Arsalan Ghorbanian, Article

Ocean Remote Sensing Techniques and Applications: A Review (Part I and II), Water, 2022
Meisam Amani, Soroosh Mehravar, Reza M. Asiyabi, et al. Article

Mangrove Ecosystem Mapping Using Sentinel-1 and Sentinel-2 Satellite Images and Random Forest Algorithm in Google Earth Engine, MDPI Remote Sensing, 2021
Arsalan Ghorbanian, Soheil Zaghian, Reza M. Asiyabi, Meisam Amani, Ali Mohammadzadeh, and Sadegh Jamali Article

PolSAR Data Classification using Bag of Visual Words Algorithm, Journal of Geomatics Science and Technology, 2020 (in Persian)
Reza M. Asiyabi, and Mahmood R. Sahebi Article

Oil spill four-Class classification using UAVSAR polarimetric data, Ocean Science Journal, 2020
Behnam Hassani, Mahmood R. Sahebi, and Reza M. Asiyabi Article

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Selected Conference Papers

Joint Underwater Depth Estimation and Dehazing from a Single Image Using Attention U-Net, DASIP - International Workshop on Design and Architectures for Signal and Image Processing, 2025
Saqib Nazir, Reza M. Asiyabi, and Olivier Lezoray Article

On the use of JPEG2000 for SAR raw data compression, EUSAR - European Conference on Synthetic Aperture Radar, 2024
Reza M. Asiyabi, Andrei Anghel, Adrian Focsa, Mihai Datcu, Michele Martone, Paola Rizzoli, and Ernesto Imbembo Article

Complex-Valued Autoencoder for Multi-Polarization SLC SAR Data Compression with Side Information, IGARSS - IEEE International Geoscience and Remote Sensing Symposium, 2023
Reza M. Asiyabi, Andrei Anghel, Paola Rizzoli, Michele Martone, and Mihai Datcu Article

Complex-Valued Autoencoders with Coherence Preservation for SAR, EuSAR - European Conference on Synthetic Aperture Radar, 2022
Reza M. Asiyabi, Mihai Datcu, Andrei Anghel, and Holger Nies Article

Complex-Valued Vs. Real-Valued Convolutional Neural Network for PolSAR Data Classification, IGARSS - IEEE International Geoscience and Remote Sensing Symposium, 2022
Reza M. Asiyabi, Mihai Datcu, Holger Nies, and Andrei Anghel Article

Earth Observation Image Semantics: Latent Dirichlet Allocation Based Information Discovery, IGARSS - IEEE International Geoscience and Remote Sensing Symposium, 2021
Reza M. Asiyabi, and Mihai Datcu Article