Martina Pastorino

22 papers B 1C 4Journal 9Unranked 7
YearRankTypeTitle / Venue / Authors
2026 J jnl
Hyperspectral Image Synthesis Through Blind Unmixing Dictionary and Deep Diffusion Models.
IEEE Geosci. Remote. Sens. Lett.
Martina Pastorino, Michael Alibani, Nicola Acito, Gabriele Moser
2026 J jnl
Probabilistic Graphical Models Meet Deep Learning for Semantic Segmentation: Mathematical connections and recent developments.
IEEE Signal Process. Mag.
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2025 — conf
CFC-MCRF: Multiresolution Fusion and Segmentation of Hyperspectral and Panchromatic Remote Sensing Images with Deep Learning and CRFs.
EUSIPCO
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2025 — conf
Deep Diffusion Models and Unsupervised Hyperspectral Unmixing for Realistic Abundance Map Synthesis.
CVPR Workshops
Martina Pastorino, Michael Alibani, Nicola Acito, Gabriele Moser
2025 J jnl
Deep Diffusion Models and Unsupervised Hyperspectral Unmixing for Realistic Abundance Map Synthesis.
CoRR
Martina Pastorino, Michael Alibani, Nicola Acito, Gabriele Moser
2025 — conf
Deep Learning for Reconstructing Hyperspectral VNIR-SWIR Data from Multispectral Sources.
EUSIPCO
Michael Alibani, Martina Pastorino, Gabriele Moser, Nicola Acito
2025 J jnl
Investigating the Potential of Deep Learning Approaches in the Reconstruction of VNIR-SWIR Hyperspectral Data From Multispectral Imagery.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Michael Alibani, Martina Pastorino, Gabriele Moser, Nicola Acito
2025 — conf
Multiresolution Fusion and Classification of Hyperspectral and Panchromatic Remote Sensing Images.
WACV (Workshops)
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2024 C conf
A Multiresolution Fusion Framework based on Probabilistic Graphical Modeling for Burnt Zones Mapping from Satellite and UAV Imagery.
IGARSS
Martina Pastorino, Gabriele Moser, Fabien Guerra, Sebastiano B. Serpico, Josiane Zerubia
2024 J jnl
CRFNet: A Deep Convolutional Network to Learn the Potentials of a CRF for the Semantic Segmentation of Remote Sensing Images.
IEEE Trans. Geosci. Remote. Sens.
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2024 J jnl
Multimission, Multifrequency, and Multiresolution SAR Image Classification Through Hierarchical Markov Models and Convolutional Networks.
IEEE Geosci. Remote. Sens. Lett.
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2024 — conf
Probabilistic Fusion Framework Combining CNNs and Graphical Models for Multiresolution Satellite and UAV Image Classification.
ICPR (2)
Martina Pastorino, Gabriele Moser, Fabien Guerra, Sebastiano B. Serpico, Josiane Zerubia
2023 C conf
Classification of Multimission SAR Images Based on Probabilistic Graphical Models and Convolutional Neural Networks.
IGARSS
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2023 — conf
Learning CRF potentials through fully convolutional networks for satellite image semantic segmentation.
SITIS
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2023 — —
Probabilistic graphical models and deep learning methods for remote sensing image analysis.
Martina Pastorino
2022 B conf
Fully Convolutional and Feedforward Networks for The Semantic Segmentation of Remotely Sensed Images.
ICIP
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2022 J jnl
Multimodal Fusion of Mobility Demand Data and Remote Sensing Imagery for Urban Land-Use and Land-Cover Mapping.
Remote. Sens.
Martina Pastorino, Federico Gallo, Angela Di Febbraro, Gabriele Moser, Nicola Sacco, Sebastiano B. Serpico
2022 J jnl
Semantic Segmentation of Remote-Sensing Images Through Fully Convolutional Neural Networks and Hierarchical Probabilistic Graphical Models.
IEEE Trans. Geosci. Remote. Sens.
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2022 C conf
Semantic Segmentation of SAR Images Through Fully Convolutional Networks and Hierarchical Probabilistic Graphical Models.
IGARSS
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2021 — conf
Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks for Remote Sensing Image Classification.
EUSIPCO
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2021 J jnl
Multisensor and Multiresolution Remote Sensing Image Classification through a Causal Hierarchical Markov Framework and Decision Tree Ensembles.
Remote. Sens.
Martina Pastorino, Alessandro Montaldo, Luca Fronda, Ihsen Hedhli, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia
2021 C conf
Semantic Segmentation of Remote Sensing Images Combining Hierarchical Probabilistic Graphical Models and Deep Convolutional Neural Networks.
IGARSS
Martina Pastorino, Gabriele Moser, Sebastiano B. Serpico, Josiane Zerubia