I am a third year Ph.D. student in Information Engineering at the University of Padova (Italy), under the supervision of Prof. Pietro Zanuttigh.

From May to November 2023, I was a research intern at Mila - Quebec AI Institute & Concordia University, under the supervision of Prof. Eugene Belilovsky.

I am interested in large scale machine learning problems and their applications to computer vision. In particular, my research interests are:

  • Federated Learning
  • Continual Learning
  • Domain Adaptation
  • Semantic Segmentation
[Download CV]

Publications

Journals

[J1] D. Shenaj, F. Barbato, U. Michieli, P. Zanuttigh, “Continual coarse-to-fine domain adaptation in semantic segmentation”, Elsevier Image and Vision Computing, 2022. [doi][webpage][code]

[J2] D. Shenaj*, G. Rizzoli*, P. Zanuttigh, “Federated Learning in Computer Vision”, IEEE Access, 2023. [doi][paper]

Conferences

[C1] D. Shenaj*, E. Fanì*, M. Toldo, D. Caldarola, A. Tavera, U. Michieli†, M. Ciccone†, P. Zanuttigh†, B. Caputo†, “Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning”, IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2023. [paper][code]

[C2] D. Shenaj, M. Toldo, A. Rigon, P. Zanuttigh, “Asynchronous Federated Continual Learning”, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), FedVision Workshop, 2023. [paper][code]

[c3] G. Rizzoli, D. Shenaj, P Zanuttigh, “Source-Free Domain Adaptation for RGB-D Semantic Segmentation with Vision Transformers”, IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Pretrain Workshop 2024. [arxiv]

* Equal contribution. † Equal supervision.

Bachelor and Master Thesis

[T2] D. Shenaj, “Coarse-to-Fine Learning for Semantic Segmentaion across Multiple Domains”, MS thesis in ICT for Internet and Multimedia, University of Padova, September 2021.

[T1] D. Shenaj, “Implementation and analysis of a vehicle counter system with Python and OpenCV”, BS thesis in Electronics Engineering for Energy and Information, University of Bologna, October 2019.