Publications
See also Google Scholar, Scopus and Orcid
2023
paper, code
GIM3D plus: A labeled 3D dataset to design data-driven solutions for dressed humans
Pietro Musoni, Simone Melzi, Umberto Castellani.
Graphical Models 2023.
2022
Spectral Unions of Partial Deformable 3D Shapes
Luca Moschella, Simone Melzi, Luca Cosmo, Filippo Maggioli, Or Litany, Maks Ovsjanikov, Leonidas Guibas, Emanuele Rodolà.
Computer Graphics Forum (CGF) 2022 (presented at Eurographics 2022).
2021
Learning disentangled representations via product manifold projection
Marco Fumero, Luca Cosmo, Simone Melzi, Emanuele Rodolà.
Proc. International Conference on Machine Learning, ICML 2021.
Universal Spectral Adversarial Attacks for Deformable Shapes
Arianna Rampini, Franco Pestarini, Luca Cosmo, Simone Melzi, Emanuele Rodolà.
Proc. IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2021.
Fast Sinkhorn Filters: Using Matrix Scaling for Non-Rigid Shape Correspondence with Functional Maps
Gautam Pai, Jing Ren, Simone Melzi, Peter Wonka, Maks Ovsjanikov.
Proc. IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2021.
2020
Correspondence Learning via Linearly-invariant Embedding
Riccardo Marin*, Marie-Julie Rakotosaona*, Simone Melzi, Maks Ovsjanikov.
Proc. Conference on Neural Information Processing Systems (NeurIPS) 2020 (* equal contribution).
2019
Sparse representation of step functions on manifolds
Simone Melzi.
Computers & Graphics, 2019.
POP: full Parametric modelling estimation for Occluded People
Riccardo Marin, Simone Melzi, Niloy Mitra, Umberto Castellani.
The 12th Eurographics Workshop on 3D Object Retrieval, 2019 (3DOR).
Matching Humans with Different Connectivity
Simone Melzi, Riccardo Marin, Emanuele Rodolà, Umberto Castellani et al.
3D Shape Retrieval Contest 2019 (SHREC 2019), at the 12th Eurographics Workshop on 3D Object Retrieval, 2019.
FARM: Functional Automatic Registration Method for 3D Human Bodies
Simone Melzi*, Riccardo Marin*, Emanuele Rodolà, Umberto Castellani (* equal contribution).
Computer Graphics Forum (CGF) 2019.
2018
Indicators Basis for Functional Shape Analysis
Simone Melzi.
Smart Tools and Applications in Graphics (STAG) - presented at STAG 2018.
Local Geometry Processing for Deformations of Non-Rigid 3D Shapes
Simone Melzi.
Ph.D. Thesis - presented at Università degli studi di Verona in June 2018.
Improved functional mappings via product preservation
Simone Melzi*, Dorian Nogneng*, Emanuele Rodolà, Umberto Castellani, Michael Bronstein, Maks Ovsjanikov (* equal contribution).
Computer Graphics Forum (CGF) - presented at EUROGRAPHICS 2018.
2017
Infinite Latent Feature Selection: A Probabilistic Latent Graph-Based Ranking Approach
Giorgio Roffo, Simone Melzi, Umberto Castellani, Alessandro Vinciarelli.
Intl. IEEE International Conference on Computer Vision (ICCV 2017).
2016
Functional Maps for Brain Classification on Spectral Domain
Simone Melzi, Alessandro Mella, Umberto Castellani, et al.
SESAMI, International Workshop on Spectral and Shape Analysis in Medical Imaging (MICCAI 2016).
Online Feature Selection for Visual Tracking
Giorgio Roffo, Simone Melzi.
The British Machine Vision Conference (BMVC 2016).
The Visual Object Tracking VOT2016 challenge results
M Kristan, A Leonardis, J Matas, M Felsberg, R Pflugfelder, G. Roffo, Simone Melzi, et al.
ECCV 2016 Workshops (ECCV 2016).
2015
Infinite Feature Selection
Giorgio Roffo, Simone Melzi, Marco Cristani.
Intl. IEEE International Conference on Computer Vision (ICCV 2015).
Learning class‐specific descriptors for deformable shapes using localized spectral convolutional networks
Davide Boscaini, Jonathan Masci, Simone Melzi, Umberto Castellani, Michael M. Bronstein, Pierre Vandergheynst.
Computer Graphics Forum (CGF) (presented at SGP 2015).
2014
A bioinformatics approach to 3D shape matching
Manuele Bicego, Stefano Danese, Simone Melzi, Umberto Castellani.
European Conference on Computer Vision (NORDIA 2014).