Intelligenza artificiale e ricerca biomedica · Dottorato in Medicina Clinica e Sperimentale · Invited Seminar
Intelligenza Artificiale: Prospettive in Campo di Ricerca nel Medical Imaging
Dove l’intelligenza artificiale aiuta davvero, e che cosa le manca
Datasets · Multimodal Data · Privacy · Foundation Models
Federico Bolelli — AImageLab, University of Modena and Reggio Emilia
federico.bolelli@unimore.it
· January 19, 2026 · Aula Magna, Facoltà di Medicina e Chirurgia, Modena
Datasets We Build and Share
Progress in medical imaging is limited by data before it is limited by models: shared cohorts, expert segmentations and a benchmark everyone can be measured against.
Segmenting the Inferior Alveolar Canal in CBCT Volumes: the ToothFairy Challenge
Federico Bolelli, Luca Lumetti, Shankeeth Vinayahalingam, ..., Alexandre Anesi, Costantino Grana
IEEE Transactions on Medical Imaging, Dec 2024
ToothFairy: segmenting the inferior alveolar canal in CBCT volumes.
Multi-Structure Segmentation in CBCT Volumes: the ToothFairy2 Challenge
Federico Bolelli, Luca Lumetti, Niels van Nistelrooij, Shankeeth Vinayahalingam, Mattia Di Bartolomeo, Kevin Marchesini, Arrigo Pellacani, Ettore Candeloro, Gabriele Rosati, Tong Xi, Fabian Isensee, Yannick Kirchhoff, Lars Krämer, Maximilian Rokuss, Constantin Ulrich, Klaus Maier-Hein, Yuxian Jiang, Yusheng Liu, Lisheng Wang, Haoshen Wang, Siyu Chen, Zhiming Cui, Pengcheng Shi, Zhaohong Pan, Xiaokun Liang, Qi Ma, Ender Konukoglu, Marek Wodzinski, Henning Müller, Haipeng Mai, Xiaobing Dang, Shrajan Bhandary, Radu Grosu, Stefaan Bergé, Alexandre Anesi, Costantino Grana
Medical Image Analysis, April 2026
ToothFairy2: multi-structure segmentation, 42 classes.
ToothFairy3: Scaling CBCT Maxillofacial Segmentation to 77 Classes with U-Mamba2
Luca Lumetti, Zhi Qin Tan, Lorenzo Borghi, Niels van Nistelrooij, Gabriele Rosati, Owen Addison, Yupeng Li, Shankeeth Vinayahalingam, Costantino Grana, Federico Bolelli
Medical Image Computing and Computer Assisted Intervention – MICCAI 2026, May 2026
ToothFairy3: scaling to 77 classes with U-Mamba2.
IM-Fuse: A Mamba-based Fusion Block for Brain Tumor Segmentation with Incomplete Modalities
Vittorio Pipoli, Alessia Saporita, Kevin Marchesini, Costantino Grana, Elisa Ficarra, Federico Bolelli
Medical Image Computing and Computer Assisted Intervention – MICCAI 2025, May 2025
IM-Fuse: brain tumour segmentation with incomplete modalities.
The challenge portal for the whole series
Where our datasets are versioned, documented and shared
Multimodal Data and the Platform Around It
A patient is more than a volume. Collecting images, reports and metadata together means putting the annotation protocol into the infrastructure rather than into a manual.
Do Multimodal LLMs Understand Intraoral Dental Data? Dataset, Platform, and Baselines
Luca Lumetti, Federico Rizzo, Francesca Cremonini, Ettore Candeloro, Luca Lombardo, Costantino Grana, Federico Bolelli
European Conference on Computer Vision (ECCV), June 2026
Do multimodal LLMs understand intraoral dental data? Dataset, platform and baselines.
Ontology-Grounded Structured Prediction for Dental CBCT Reporting
Luca Lumetti, Mattia Di Bartolomeo, Arrigo Pellacani, Alexandre Anesi, Costantino Grana, Federico Bolelli
Medical Image Computing and Computer Assisted Intervention – MICCAI 2026, June 2026
Ontology-grounded structured prediction for dental CBCT reporting.
Code for the work above, and more