Dynamic Instance Generation for Few-Shot Handwritten Document Layout Segmentation (short paper). - Axel De Nardin; Silvia Zottin; Matteo Paier; Gian Luca Foresti; Emanuela Colombi; Claudio Piciarelli (AI4CH@AI*IA, 2022)

Is ImageNet Always the Best Option? An Overview on Transfer Learning Strategies for Document Layout Analysis. - Axel De Nardin; Silvia Zottin; Emanuela Colombi; Claudio Piciarelli; Gian Luca Foresti (ICIAP Workshops (2), 2023)

Efficient few-shot learning for pixel-precise handwritten document layout analysis. - Axel De Nardin; Silvia Zottin; Matteo Paier; Gian Luca Foresti; Emanuela Colombi; Claudio Piciarelli (WACV, 2023)

Few-Shot Pixel-Precise Document Layout Segmentation via Dynamic Instance Generation and Local Thresholding. - Axel De Nardin; Silvia Zottin; Claudio Piciarelli; Emanuela Colombi; Gian Luca Foresti (Int. J. Neural Syst., 2023)

ICDAR 2024 Competition on Few-Shot and Many-Shot Layout Segmentation of Ancient Manuscripts (SAM). - Silvia Zottin; Axel De Nardin; Gian Luca Foresti; Emanuela Colombi; Claudio Piciarelli (ICDAR (6), 2024)

A One-Shot Learning Approach to Document Layout Segmentation of Ancient Arabic Manuscripts. - Axel De Nardin; Silvia Zottin; Claudio Piciarelli; Emanuela Colombi; Gian Luca Foresti (WACV, 2024)

U-DIADS-Bib: a full and few-shot pixel-precise dataset for document layout analysis of ancient manuscripts. - Silvia Zottin; Axel De Nardin; Emanuela Colombi; Claudio Piciarelli; Filippo Pavan; Gian Luca Foresti (Neural Comput. Appl., 2024)

Exploring Few-Shot Text Line Segmentation Approaches in Challenging Ancient Manuscripts. - Silvia Zottin; Axel De Nardin; Giuseppe Branca; Emanuela Colombi; Claudio Piciarelli; Hafsa Shujat; Gian Luca Foresti (IRCDL, 2025)

Multi-Modal Analysis of Bi-Parametric MRI Slices for Lesion Detection in Prostate Cancer Screening. - Davide Antonutti; Axel De Nardin; Silvia Zottin; Claudio Piciarelli; Gian Luca Foresti (IEEE Access, 2025)

FL-W3S: Cross-domain federated learning for weakly supervised semantic segmentation of white blood cells. - Hussain Ahmad Madni; Rao Muhammad Umer; Silvia Zottin; Carsten Marr; Gian Luca Foresti (Int. J. Medical Informatics, 2025)

In-domain versus out-of-domain transfer learning for document layout analysis. - Axel De Nardin; Silvia Zottin; Claudio Piciarelli; Gian Luca Foresti; Emanuela Colombi (Int. J. Document Anal. Recognit., 2025)