Davide Marelli is an Assistant Professor at the Department of Informatics, Systems and Communication (DISCo) of the University of Milano-Bicocca. He obtained his Bachelor’s Degree and Master’s Degree in Computer Science at the University of Milano-Bicocca, respectively in 2015 and 2018. In 2023 he obtained his PhD in Computer Science at DISCo. His research interests include 3D reconstruction from images, material appearance acquisition, virtual and augmented reality, and the Internet of Things. He is currently working on the AdvaNced Technologies for HumancentrEd Medicine (ANTHEM) project.
He is a teaching assistant in Computer Graphics and Internet of Things at the Department of Computer Science.
@patent{terrapin2023, author = {Marelli, Davide and Bianco, Simone and Ciocca, Gianluigi}, year = {2023}, title = {Dispositivo per l’acquisizione dell’aspetto di materiali}, note = {IT n. 102023000028101}, yearfiled = {2023}}
Journal Articles
7.
ENRICH: multi-purposE dataset for beNchmaRking In Computer vision and pHotogrammetry (Davide Marelli, Luca Morelli, Elisa Mariarosaria Farella, Simone Bianco, Gianluigi Ciocca, Fabio Remondino)
In ISPRS Journal of Photogrammetry and Remote Sensing, volume 198, pp. 84-98, 2023.
@article{enrich2023, author = {Marelli, Davide and Morelli, Luca and Farella, Elisa Mariarosaria and Bianco, Simone and Ciocca, Gianluigi and Remondino, Fabio}, year = {2023}, pages = {84-98}, title = {ENRICH: multi-purposE dataset for beNchmaRking In Computer vision and pHotogrammetry}, volume = {198}, journal = {ISPRS Journal of Photogrammetry and Remote Sensing}, pdf = {https://doi.org/10.1016/j.isprsjprs.2023.03.002}, doi = {10.1016/j.isprsjprs.2023.03.002}, projectref = {https://github.com/davidemarelli/ENRICH}}
@article{amaru2023dalib, author = {Amarù, Sofia and Marelli, Davide and Ciocca, Gianluigi and Schettini, Raimondo}, year = {2023}, title = {DALib: A Curated Repository of Libraries for Data Augmentation in Computer Vision}, volume = {9}, number = {10}, journal = {Journal of Imaging}, pdf = {https://www.mdpi.com/2313-433X/9/10/232}, doi = {10.3390/jimaging9100232}, projectref = {http://www.ivl.disco.unimib.it/activities/dalib/}}
5.
SfM Flow: A comprehensive toolset for the evaluation of 3D reconstruction pipelines (Davide Marelli, Simone Bianco, Gianluigi Ciocca)
In SoftwareX, volume 17, pp. 100931, 2022.
@article{marelli2022sfmflow, author = {Marelli, Davide and Bianco, Simone and Ciocca, Gianluigi}, year = {2022}, pages = {100931}, title = {SfM Flow: A comprehensive toolset for the evaluation of 3D reconstruction pipelines}, volume = {17}, journal = {SoftwareX}, pdf = {https://www.sciencedirect.com/science/article/pii/S2352711021001692}, doi = {10.1016/j.softx.2021.100931}, issn = {2352-7110}, projectref = {http://www.ivl.disco.unimib.it/activities/evaluating-the-performance-of-structure-from-motion-pipelines/}}
@article{marelli2022designing, author = {Marelli, Davide and Bianco, Simone and Ciocca, Gianluigi}, year = {2022}, title = {Designing an AI-Based Virtual Try-On Web Application}, volume = {22}, number = {10}, journal = {Sensors}, pdf = {https://www.mdpi.com/1424-8220/22/10/3832}, doi = {10.3390/s22103832}}
@article{smartmirror2021, author = {Bianco, Simone and Celona, Luigi and Ciocca, Gianluigi and Marelli, Davide and Napoletano, Paolo and Yu, Stefano and Schettini, Raimondo}, year = {2021}, title = {A Smart Mirror for Emotion Monitoring in Home Environments}, volume = {21}, number = {22}, journal = {Sensors}, pdf = {https://www.mdpi.com/1424-8220/21/22/7453/pdf}, doi = {10.3390/s21227453}}
2.
IVL-SYNTHSFM-v2: A synthetic dataset with exact ground truth for the evaluation of 3D reconstruction pipelines (Davide Marelli, Simone Bianco, Gianluigi Ciocca)
In Data in Brief, pp. 105041, 2020.
@article{marelli2020IVLSYNTHSFMv2, author = {Marelli, Davide and Bianco, Simone and Ciocca, Gianluigi}, year = {2020}, pages = {105041}, title = {IVL-SYNTHSFM-v2: A synthetic dataset with exact ground truth for the evaluation of 3D reconstruction pipelines}, journal = {Data in Brief}, pdf = {/download/IVL-SYNTHSFM-v2.pdf}, doi = {10.1016/j.dib.2019.105041}, issn = {2352-3409}}
@article{bianco-sfm2018, author = {Bianco, Simone and Ciocca, Gianluigi and Marelli, Davide}, year = {2018}, title = {Evaluating the Performance of Structure from Motion Pipelines}, volume = {4}, number = {8}, journal = {Journal of Imaging}, pdf = {/download/bianco-sfm2018.pdf}, doi = {10.3390/jimaging4080098}, projectref = {http://www.ivl.disco.unimib.it/activities/evaluating-the-performance-of-structure-from-motion-pipelines/}}
@inproceedings{piccoli2024efficient, author = {Piccoli, Flavio and Buzzelli, Marco and Marelli, Davide and Bianco, Simone and Ciocca, Gianluigi and Schettini, Raimondo}, year = {2024}, pages = {208-213}, title = {Efficient Deep Learning Methods for Food Localization in Canteen Trays}, booktitle = {2024 IEEE 8th Forum on Research and Technologies for Society and Industry Innovation (RTSI)}, pdf = {/download/piccoli2024efficient.pdf}, doi = {10.1109/RTSI61910.2024.10761232}}
@inproceedings{rigamonti2024improving, author = {Rigamonti, Giorgia and Barbato, Mirko Paolo and Marelli, Davide and Napoletano, Paolo}, year = {2024}, pages = {79-84}, title = {Improving Detection of Type-1 Diabetes Adverse Events Using GRU Networks}, organization = {IEEE}, booktitle = {2024 IEEE 8th Forum on Research and Technologies for Society and Industry Innovation (RTSI)}, doi = {10.1109/RTSI61910.2024.10761795}}
4.
Evaluation of 3D Reconstruction Pipelines Under Varying Imaging Conditions (Davide Marelli, Simone Bianco, Gianluigi Ciocca)
In International Conference on Image Analysis and Processing, pp. 87-98, 2023.
@inproceedings{marelli2023evaluation, author = {Marelli, Davide and Bianco, Simone and Ciocca, Gianluigi}, year = {2023}, pages = {87-98}, title = {Evaluation of 3D Reconstruction Pipelines Under Varying Imaging Conditions}, organization = {Springer}, booktitle = {International Conference on Image Analysis and Processing}}
3.
Faithful Fit, Markerless, 3D Eyeglasses Virtual Try-On (Davide Marelli, Simone Bianco, Gianluigi Ciocca)
In Pattern Recognition. ICPR International Workshops and Challenges, Cham, pp. 460-471, Springer International Publishing, 2021.
@inproceedings{marelli21-faithful, author = {Marelli, Davide and Bianco, Simone and Ciocca, Gianluigi}, year = {2021}, pages = {460-471}, title = {Faithful Fit, Markerless, 3D Eyeglasses Virtual Try-On}, publisher = {Springer International Publishing}, address = {Cham}, booktitle = {Pattern Recognition. ICPR International Workshops and Challenges}}
2.
A Web Application for Glasses Virtual Try-on in 3D Space (Davide Marelli, Simone Bianco, Gianluigi Ciocca)
In IEEE 23rd International Symposium on Consumer Technologies (ISCT), pp. 299-303, 2019.
@inproceedings{marelli2019tryon, author = {Marelli, Davide and Bianco, Simone and Ciocca, Gianluigi}, year = {2019}, pages = {299-303}, title = {A Web Application for Glasses Virtual Try-on in 3D Space}, booktitle = {IEEE 23rd International Symposium on Consumer Technologies (ISCT)}, doi = {10.1109/ISCE.2019.8900979}}
1.
A Blender plug-in for comparing Structure from Motion pipelines (Davide Marelli, Simone Bianco, Luigi Celona, Gianluigi Ciocca)
In 2018 IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin), pp. 1-5, 2018.
@inproceedings{bianco2018blender-plugin, author = {Marelli, Davide and Bianco, Simone and Celona, Luigi and Ciocca, Gianluigi}, year = {2018}, pages = {1-5}, title = {A Blender plug-in for comparing Structure from Motion pipelines}, organization = {IEEE}, booktitle = {2018 IEEE 8th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)}, doi = {10.1109/ICCE-Berlin.2018.8576196}, issn = {2166-6822}}
