publications

2025

1. 

   Generalizing medical image representations via quaternion wavelet networks

   Luigi Sigillo, Eleonora Grassucci , Aurelio Uncini , and Danilo Comminiello

   Neurocomputing, 2025

   arXiv Bib HTML Code

   @article{SIGILLO2025130195,
     title = {Generalizing medical image representations via quaternion wavelet networks},
     journal = {Neurocomputing},
     volume = {638},
     pages = {130195},
     year = {2025},
     issn = {0925-2312},
     doi = {https://doi.org/10.1016/j.neucom.2025.130195},
     url = {https://www.sciencedirect.com/science/article/pii/S0925231225008677},
     author = {Sigillo, Luigi and Grassucci, Eleonora and Uncini, Aurelio and Comminiello, Danilo},
     keywords = {Generalizable neural networks, Quaternion wavelet transform, Task-agnostic deep learning, Quaternion neural networks, Medical imaging},
     bibtex_show = true,
     altmetric = true,
     dimensions = true,
   }

2024

1. 

   Ship in Sight: Diffusion Models for Ship-Image Super Resolution

   Luigi Sigillo, Riccardo Fosco Gramaccioni , Alessandro Nicolosi , and Danilo Comminiello

   In 2024 International Joint Conference on Neural Networks (IJCNN) , 2024

   Bib HTML Code

   @inproceedings{10650042,
     author = {Sigillo, Luigi and Gramaccioni, Riccardo Fosco and Nicolosi, Alessandro and Comminiello, Danilo},
     booktitle = {2024 International Joint Conference on Neural Networks (IJCNN)},
     title = {Ship in Sight: Diffusion Models for Ship-Image Super Resolution},
     year = {2024},
     volume = {},
     number = {},
     pages = {1-8},
     keywords = {Training;Analytical models;Image synthesis;Surveillance;Superresolution;Text to image;Diffusion models;Generative Deep Learning;Image Super resolution;Diffusion Models;Ship Classification},
     doi = {10.1109/IJCNN60899.2024.10650042},
     bibtex_show = true,
     altmetric = true,
     dimensions = true,
   }

2. 

   Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models

   Eleonora Lopez , Luigi Sigillo, Federica Colonnese , Massimo Panella , and Danilo Comminiello

   2024

   arXiv Bib Code

   @misc{lopez2024guessithinkstreamlined,
     title = {Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models},
     author = {Lopez, Eleonora and Sigillo, Luigi and Colonnese, Federica and Panella, Massimo and Comminiello, Danilo},
     year = {2024},
     eprint = {2410.02780},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     url = {https://arxiv.org/abs/2410.02780},
     bibtex_show = true,
     altmetric = true,
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   }

3. 

   A Wavelet Diffusion GAN for Image Super-Resolution

   Lorenzo Aloisi , Luigi Sigillo, Aurelio Uncini , and Danilo Comminiello

   2024

   arXiv Bib Code

   @misc{aloisi2024waveletdiffusionganimage,
     title = {A Wavelet Diffusion GAN for Image Super-Resolution},
     author = {Aloisi, Lorenzo and Sigillo, Luigi and Uncini, Aurelio and Comminiello, Danilo},
     year = {2024},
     eprint = {2410.17966},
     archiveprefix = {arXiv},
     primaryclass = {eess.IV},
     url = {https://arxiv.org/abs/2410.17966},
     bibtex_show = true,
     altmetric = true,
     dimensions = true,
   }

4. 

   Gramian Multimodal Representation Learning and Alignment

   Giordano Cicchetti , Eleonora Grassucci , Luigi Sigillo, and Danilo Comminiello

   In The Thirteenth International Conference on Learning Representations , 2024

   arXiv Bib Code

   @inproceedings{anonymous2024gramian,
     title = {Gramian Multimodal Representation Learning and Alignment},
     author = {Cicchetti, Giordano and Grassucci, Eleonora and Sigillo, Luigi and Comminiello, Danilo},
     booktitle = {The Thirteenth International Conference on Learning Representations},
     year = {2024},
     url = {https://openreview.net/forum?id=ftGnpZrW7P},
     bibtex_show = true,
     altmetric = true
   }

2023

1. 

   StawGAN: Structural-Aware Generative Adversarial Networks for Infrared Image Translation

   Luigi Sigillo, Eleonora Grassucci , and Danilo Comminiello

   In 2023 IEEE International Symposium on Circuits and Systems (ISCAS) , 2023

   arXiv Bib Code Website

   @inproceedings{10181838,
     author = {Sigillo, Luigi and Grassucci, Eleonora and Comminiello, Danilo},
     booktitle = {2023 IEEE International Symposium on Circuits and Systems (ISCAS)},
     title = {StawGAN: Structural-Aware Generative Adversarial Networks for Infrared Image Translation},
     year = {2023},
     volume = {},
     number = {},
     pages = {1-5},
     keywords = {Circuits and systems;Source coding;Image edge detection;Object detection;Color;Generative adversarial networks;Generators;Image Modality Translation;Generative Adversarial Networks;Drone Images;Infrared Images},
     doi = {10.1109/ISCAS46773.2023.10181838},
     bibtex_show = true,
     altmetric = true,
     code = https://github.com/luigisigillo/stawgan,
     dimensions = true,
   }

2. 

   Sailing the Seaformer: A Transformer-Based Model for Vessel Route Forecasting

   Luigi Sigillo, Alessandro Marzilli , Daniela Moretti , Eleonora Grassucci , Claudio Greco , and 1 more author

   In 2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP) , 2023

   Bib HTML

   @inproceedings{seaformer,
     author = {Sigillo, Luigi and Marzilli, Alessandro and Moretti, Daniela and Grassucci, Eleonora and Greco, Claudio and Comminiello, Danilo},
     booktitle = {2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP)},
     title = {Sailing the Seaformer: A Transformer-Based Model for Vessel Route Forecasting},
     year = {2023},
     volume = {},
     number = {},
     pages = {1-6},
     keywords = {Solid modeling;Deep architecture;Machine learning;Predictive models;Signal processing;Transformers;Solids;AIS;Transformers;Vessel Route Fore-casting},
     doi = {10.1109/MLSP55844.2023.10285968},
     bibtex_show = true,
     altmetric = true,
     dimensions = true,
   }

3. 

   GROUSE: A Task and Model Agnostic Wavelet- Driven Framework for Medical Imaging

   Eleonora Grassucci , Luigi Sigillo, Aurelio Uncini , and Danilo Comminiello

   IEEE Signal Processing Letters, 2023

   Bib HTML Code

   @article{10268972,
     author = {Grassucci, Eleonora and Sigillo, Luigi and Uncini, Aurelio and Comminiello, Danilo},
     journal = {IEEE Signal Processing Letters},
     title = {GROUSE: A Task and Model Agnostic Wavelet- Driven Framework for Medical Imaging},
     year = {2023},
     volume = {30},
     number = {},
     pages = {1397-1401},
     keywords = {Biomedical imaging;Quaternions;Wavelet transforms;Feature extraction;Task analysis;Discrete wavelet transforms;Mutual information;Generalizable deep learning;medical image analysis;mutual information;quaternion wavelet transform},
     doi = {10.1109/LSP.2023.3321554},
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   }

2022

1. 

   Hypercomplex Image- to- Image Translation

   Eleonora Grassucci , Luigi Sigillo, Aurelio Uncini , and Danilo Comminiello

   In International Joint Conference on Neural Networks (IJCNN) , 2022

   arXiv Bib HTML Code

   @inproceedings{9892119,
     author = {Grassucci, Eleonora and Sigillo, Luigi and Uncini, Aurelio and Comminiello, Danilo},
     booktitle = {International Joint Conference on Neural Networks {(IJCNN)}},
     title = {Hypercomplex Image- to- Image Translation},
     year = {2022},
     volume = {},
     number = {},
     pages = {1-8},
     doi = {10.1109/IJCNN55064.2022.9892119},
     bibtex_show = true,
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     code = https://github.com/ispamm/hi2i,
   }