Eros Fani'

Research topic

Addressing Heterogeneity in Federated Learning for Real-world Vision Applications

Tutors

• Barbara Caputo

Research presentation

Poster

• Outstanding Reviewer Award - EUROPEAN CONFERENCE ON COMPUTER VISION (ECCV) 2924 (2024)

Master of Science

• Applicazioni Web I. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso

Bachelor of Science

• Informatica. A.A. 2022/23, INGEGNERIA GESTIONALE. Collaboratore del corso

• Fanì, Eros; Camoriano, Raffaello; Caputo, Barbara; Ciccone, Marco (2024)
  Accelerating Heterogeneous Federated Learning with Closed-form Classifiers. In: Forty-first International Conference on Machine Learning (ICML), Wien, Austria, July 21 - July 27, 2024, pp. 13029-13048. ISSN 2640-3498
  Contributo in Atti di Convegno (Proceeding)
• Dutto, Mattia; Berton, Gabriele; Caldarola, Debora; Fani, Eros; Trivigno, Gabriele; ... (2024)
  Collaborative Visual Place Recognition through Federated Learning. In: IEEE / CVF Computer Vision and Pattern Recognition Conference Workshop, Seattle (USA), 17-18 June 2024, pp. 4215-4225. ISBN: 979-8-3503-6547-4
  Contributo in Atti di Convegno (Proceeding)
• Fani', Eros; Ciccone, Marco; Caputo, Barbara (2023)
  FedDrive v2: an Analysis of the Impact of Label Skewness in Federated Semantic Segmentation for Autonomous Driving. In: 2023 I-RIM Conference, Roma (ITA), 20-22 ottobre 2023, pp. 81-84. ISBN: 9788894580549
  Contributo in Atti di Convegno (Proceeding)
• Shenaj, Donald; Fani, Eros; Toldo, Marco; Caldarola, Debora; Tavera, Antonio; Michieli, ... (2023)
  Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning. In: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii (USA), 02-07 January 2023, pp. 444-454
  Contributo in Atti di Convegno (Proceeding)
• Fani', Eros; Camoriano, Raffaello; Caputo, Barbara; Ciccone, Marco (2023)
  Fed3R: Recursive Ridge Regression for Federated Learning with strong pre-trained models. In: Workshop on Federated Learning in the Age of Foundation Models in Conjunction with NeurIPS 2023, New Orleans, LA (USA), Dec 16 2023, pp. 1-19
  Contributo in Atti di Convegno (Proceeding)