Our People
Reza M Asiyabi
Postdoctoral Research Associate
EO Data-Model Evaluation
Research interests
I work on AI/ML for Earth Observation, focusing on domain-aware deep learning to improve model explainability and incorporate physics-based constraints in AI systems, which is crucial for adoption of trustworthy and reliable AI in EO applications.
Recent publications
Complex-Valued Autoencoder-Based Neural Data Compression for SAR Raw Data. 2025-04
DOI: https://doi.org/10.1109/JSTSP.2025.3558651
Joint Underwater Depth Estimation and Dehazing from a Single Image Using Attention U-Net. 2025
DOI: https://doi.org/10.1007/978-3-031-87897-8_6
Towards Complex-Valued Deep Architectures with Data Model Preservation for Sea Surface Current Estimation from SAR Data. 2023-09-20
DOI: https://doi.org/10.1145/3617233.3617271
Complex-Valued Autoencoder for Multi-Polarization SLC SAR Data Compression with Side Information. 2023-07-16
DOI: https://doi.org/10.1109/igarss52108.2023.10282287
Complex-Valued End-to-End Deep Network With Coherency Preservation for Complex-Valued SAR Data Reconstruction and Classification. 2023
DOI: https://doi.org/10.1109/TGRS.2023.3267185
S1SLC_CVDL: A Complex-Valued Annotated Single Look Complex Sentinel-1 SAR dataset for Complex-Valued Deep Networks. 2023
DOI: https://doi.org/10.21227/NM4G-YD98
Synthetic Aperture Radar (SAR) for Ocean: A Review. 2023
DOI: https://doi.org/10.1109/JSTARS.2023.3310363
Ocean Remote Sensing Techniques and Applications: A Review (Part I). 2022-10-26
DOI: https://doi.org/10.3390/w14213400 ISSN: https://portal.issn.org/resource/ISSN/2073-4441
Ocean Remote Sensing Techniques and Applications: A Review (Part II). 2022-10-26
DOI: https://doi.org/10.3390/w14213401
Complex-Valued Vs. Real-Valued Convolutional Neural Network for Polsar Data Classification. 2022-07-17
DOI: https://doi.org/10.1109/igarss46834.2022.9884081
Earth Observation Semantic Data Mining: Latent Dirichlet Allocation-Based Approach. 2022
DOI: https://doi.org/10.1109/JSTARS.2022.3159277
Segment-based bag of visual words model for urban land cover mapping using polarimetric SAR data. 2022
DOI: https://doi.org/10.1016/J.ASR.2021.10.042 WOSUID: https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Publons&SrcAuth=Publons_CEL&KeyUT=WOS:000897771300002&DestLinkType=FullRecord&DestApp=WOS_CPL
Earth Observation Image Semantics: Latent Dirichlet Allocation Based Information Discovery. 2021-07-11
DOI: https://doi.org/10.1109/igarss47720.2021.9553122
Mangrove Ecosystem Mapping Using Sentinel-1 and Sentinel-2 Satellite Images and Random Forest Algorithm in Google Earth Engine. 2021-06-30
DOI: https://doi.org/10.3390/rs13132565
Oil Spill Four-Class Classification Using UAVSAR Polarimetric Data. 2020-09
DOI: https://doi.org/10.1007/s12601-020-0023-9 ISSN: https://portal.issn.org/resource/ISSN/1738-5261 ISSN: https://portal.issn.org/resource/ISSN/2005-7172
Synthetic aperture radar remote sensing classification using the bag of visual words model to land cover studies. 2018
