Search Results for author: Luca Robbiano

Found 4 papers, 3 papers with code

Entropic Score metric: Decoupling Topology and Size in Training-free NAS

no code implementations6 Oct 2023 Niccolò Cavagnero, Luca Robbiano, Francesca Pistilli, Barbara Caputo, Giuseppe Averta

Neural Networks design is a complex and often daunting task, particularly for resource-constrained scenarios typical of mobile-sized models.

Neural Architecture Search

FreeREA: Training-Free Evolution-based Architecture Search

1 code implementation17 Jun 2022 Niccolò Cavagnero, Luca Robbiano, Barbara Caputo, Giuseppe Averta

In the last decade, most research in Machine Learning contributed to the improvement of existing models, with the aim of increasing the performance of neural networks for the solution of a variety of different tasks.

Neural Architecture Search

Adversarial Branch Architecture Search for Unsupervised Domain Adaptation

1 code implementation12 Feb 2021 Luca Robbiano, Muhammad Rameez Ur Rahman, Fabio Galasso, Barbara Caputo, Fabio Maria Carlucci

Unsupervised Domain Adaptation (UDA) is a key issue in visual recognition, as it allows to bridge different visual domains enabling robust performances in the real world.

Model Selection Neural Architecture Search +1

Unsupervised Domain Adaptation through Inter-modal Rotation for RGB-D Object Recognition

3 code implementations21 Apr 2020 Mohammad Reza Loghmani, Luca Robbiano, Mirco Planamente, Kiru Park, Barbara Caputo, Markus Vincze

Unsupervised Domain Adaptation (DA) exploits the supervision of a label-rich source dataset to make predictions on an unlabeled target dataset by aligning the two data distributions.

Object Categorization Object Recognition +1

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