Search Results for author: Fabio M. Carlucci

Found 4 papers, 3 papers with code

Approximate Neural Architecture Search via Operation Distribution Learning

no code implementations8 Nov 2021 Xingchen Wan, Binxin Ru, Pedro M. Esperança, Fabio M. Carlucci

The standard paradigm in Neural Architecture Search (NAS) is to search for a fully deterministic architecture with specific operations and connections.

Bayesian Optimisation Neural Architecture Search

NAS evaluation is frustratingly hard

1 code implementation ICLR 2020 Antoine Yang, Pedro M. Esperança, Fabio M. Carlucci

As such, and due to the under-use of ablation studies, there is a lack of clarity regarding why certain methods are more effective than others.

Image Classification Neural Architecture Search

Domain Generalization by Solving Jigsaw Puzzles

1 code implementation CVPR 2019 Fabio M. Carlucci, Antonio D'Innocente, Silvia Bucci, Barbara Caputo, Tatiana Tommasi

Human adaptability relies crucially on the ability to learn and merge knowledge both from supervised and unsupervised learning: the parents point out few important concepts, but then the children fill in the gaps on their own.

Domain Generalization Object Recognition

Hallucinating Agnostic Images to Generalize Across Domains

1 code implementation3 Aug 2018 Fabio M. Carlucci, Paolo Russo, Tatiana Tommasi, Barbara Caputo

The ability to generalize across visual domains is crucial for the robustness of artificial recognition systems.

Domain Generalization Unsupervised Domain Adaptation

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