| Project |
Contact |
| Multiple Sclerosis Lesion Segmentation: Development of models for automatic segmentation of multiple sclerosis lesions, leveraging diffusion models, attention mechanisms, and brain parcellation to improve accuracy, robustness, and generalization. These include the MSLesSeg competition, studies on innovative pipeline integration, and enhancements of traditional architectures with advanced approaches. |
Prof. Sebastiano Battiato - [sebastiano.battiato@unict.it](mailto:sebastiano.battiato@unict.it) |
| Project |
Contact |
| Brain Age Prediction: Development of models for brain age estimation capable of handling heterogeneous MRI sequences and resolutions, reducing the impact of acquisition variability and correlating brain PAD with Alzheimer’s cognitive measures. |
Prof. Sebastiano Battiato - [sebastiano.battiato@unict.it](mailto:sebastiano.battiato@unict.it) |
| Project |
Contact |
| Atrophy Mapping: Development of U-net-based architectures for rapid brain atrophy mapping, consolidating multi-step processes into a single step, reducing computation time while maintaining state-of-the-art performance. |
Prof. Sebastiano Battiato - [sebastiano.battiato@unict.it](mailto:sebastiano.battiato@unict.it) |
| Project |
Contact |
| Brain Progression Modeling: Development of temporally-aware diffusion models for predicting neurodegenerative brain progression, generating accurate future MRI scans from baseline data with significant improvements in similarity metrics. |
Prof. Sebastiano Battiato - [sebastiano.battiato@unict.it](mailto:sebastiano.battiato@unict.it) |
| Project |
Contact |
| COVID-19 Detection: Development of convolutional neural networks with attention mechanisms for the detection of COVID-19 from CT scans. |
Prof. Sebastiano Battiato - [sebastiano.battiato@unict.it](mailto:sebastiano.battiato@unict.it) |
| Project |
Contact |
| Hip Prosthesis Infection Detection: Development of ResNeSt-based CNNs for the early detection of periprosthetic hip infections from CT scans. |
Prof. Sebastiano Battiato - [sebastiano.battiato@unict.it](mailto:sebastiano.battiato@unict.it) |
| Project |
Contact |
| Other Projects |
Prof. Giovanni Gallo - [gallo@dmi.unict.it](mailto:gallo@dmi.unict.it ) |
| Project |
Contact |
| Other Projects |
Prof. Giovanni Maria Farinella - [gfarinella@dmi.unict.it](mailto:gfarinella@dmi.unict.it) |
| Project |
Contact |
| Other Projects |
Prof. Filippo Stanco - [fstanco@dmi.unict.it](mailto:fstanco@dmi.unict.it) |