Search Results for author: Niccolò Cavagnero

Found 5 papers, 2 papers with code

The revenge of BiSeNet: Efficient Multi-Task Image Segmentation

no code implementations15 Apr 2024 Gabriele Rosi, Claudia Cuttano, Niccolò Cavagnero, Giuseppe Averta, Fabio Cermelli

Recent advancements in image segmentation have focused on enhancing the efficiency of the models to meet the demands of real-time applications, especially on edge devices.

Image Segmentation Panoptic Segmentation +1

PEM: Prototype-based Efficient MaskFormer for Image Segmentation

1 code implementation29 Feb 2024 Niccolò Cavagnero, Gabriele Rosi, Claudia Cuttano, Francesca Pistilli, Marco Ciccone, Giuseppe Averta, Fabio Cermelli

To fill this gap, we propose Prototype-based Efficient MaskFormer (PEM), an efficient transformer-based architecture that can operate in multiple segmentation tasks.

Image Segmentation Panoptic Segmentation +1

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

Fault-Aware Design and Training to Enhance DNNs Reliability with Zero-Overhead

no code implementations28 May 2022 Niccolò Cavagnero, Fernando Dos Santos, Marco Ciccone, Giuseppe Averta, Tatiana Tommasi, Paolo Rech

Deep Neural Networks (DNNs) enable a wide series of technological advancements, ranging from clinical imaging, to predictive industrial maintenance and autonomous driving.

Autonomous Driving

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