Publications

You can also find my articles on my Google Scholar profile.

Joint Reconstruction and Spatial Super-resolution of Hyper-Spectral CTIS Images via Multi-Scale Refinement

Published in IEEE Transactions on Computational Imaging, 2024

This paper is about spectral image reconstruction and spatial ruper-resolution from CTIS measurements using multi-scale learning.

Recommended citation: Mel, Mazen, Alexander Gatto, and Pietro Zanuttigh. "Joint Reconstruction and Spatial Super-resolution of Hyper-Spectral CTIS Images via Multi-Scale Refinement." IEEE Transactions on Computational Imaging. https://ieeexplore.ieee.org/document/10640287

End-to-end learning for joint depth and image reconstruction from diffracted rotation

Published in The Visual Computer, 2023

This paper is about monocular depth estimation using engineered camera Point Spread Function (PSF).

Recommended citation: Mel, Mazen, Muhammad Siddiqui, and Pietro Zanuttigh. "End-to-end learning for joint depth and image reconstruction from diffracted rotation." The Visual Computer (2023): 1-17. https://link.springer.com/article/10.1007/s00371-023-03147-8

Material characterization using a compact Computed Tomography Imaging Spectrometer with super-resolution capability

Published in Proceedings of the 6th International Conference on Optical Characterization of Materials, 2022

This paper is about hyper-spectral imaging and material characterization using spectral signature of objects.

Recommended citation: Amann, Simon, et al. "Material Characterization using a Compact Computed Tomography Imaging Spectrometer with Super-resolution Capability." Proceedings of the 6th International Conference on Optical Characterization of Materials, OCM 2023. https://www.research.unipd.it/handle/11577/3477950

Joint Reconstruction and Super Resolution of Hyper-Spectral CTIS Images

Published in The 33rd British Machine Vision Conference (BMVC), 2022

This paper is about hyper-spectral image reconstruction and spatial super-resolution from CTIS measurements.

Recommended citation: Mel, Mazen, Alexander Gatto, and Pietro Zanuttigh. "Joint Reconstruction and Super Resolution of Hyper-Spectral CTIS Images." BMVC. 2022. https://bmvc2022.mpi-inf.mpg.de/1063.pdf

Deep learning-based hyperspectral image reconstruction from emulated and real computed tomography imaging spectrometer data

Published in Optical Engineering (SPIE), 2022

This paper is a learning based apporach for hyper-spectral image reconstruction using CTIS measurements.

Recommended citation: Zimmermann, Markus, et al. "Deep learning-based hyperspectral image reconstruction from emulated and real computed tomography imaging spectrometer data." Optical Engineering 61.5 (2022): 053103-053103. https://www.spiedigitallibrary.org/journals/optical-engineering/volume-61/issue-5/053103/Deep-learning-based-hyperspectral-image-reconstruction-from-emulated-and-real/10.1117/1.OE.61.5.053103.pdf

Incremental and Multi-Task Learning Strategies for Coarse-To-Fine Semantic Segmentation

Published in Technologies (MDPI), 2019

This paper is about novel approaches for incremental and multi-task learning for semantic image segmentation task.

Recommended citation: Mel, Mazen, Umberto Michieli, and Pietro Zanuttigh. "Incremental and multi-task learning strategies for coarse-to-fine semantic segmentation." Technologies 8.1 (2019): 1. https://www.mdpi.com/2227-7080/8/1/1

Mazen Mel, PhD