Search Results for author: Luigi Capogrosso

Found 6 papers, 2 papers with code

Disentangled Latent Spaces Facilitate Data-Driven Auxiliary Learning

no code implementations13 Oct 2023 Geri Skenderi, Luigi Capogrosso, Andrea Toaiari, Matteo Denitto, Franco Fummi, Simone Melzi, Marco Cristani

In this paper, we propose a novel framework, dubbed Detaux, whereby a weakly supervised disentanglement procedure is used to discover new unrelated classification tasks and the associated labels that can be exploited with the principal task in any Multi-Task Learning (MTL) model.

Auxiliary Learning Disentanglement +2

A Machine Learning-oriented Survey on Tiny Machine Learning

no code implementations21 Sep 2023 Luigi Capogrosso, Federico Cunico, Dong Seon Cheng, Franco Fummi, Marco Cristani

The emergence of Tiny Machine Learning (TinyML) has positively revolutionized the field of Artificial Intelligence by promoting the joint design of resource-constrained IoT hardware devices and their learning-based software architectures.

Model Optimization

Split-Et-Impera: A Framework for the Design of Distributed Deep Learning Applications

1 code implementation22 Mar 2023 Luigi Capogrosso, Federico Cunico, Michele Lora, Marco Cristani, Franco Fummi, Davide Quaglia

Many recent pattern recognition applications rely on complex distributed architectures in which sensing and computational nodes interact together through a communication network.

I-SPLIT: Deep Network Interpretability for Split Computing

1 code implementation23 Sep 2022 Federico Cunico, Luigi Capogrosso, Francesco Setti, Damiano Carra, Franco Fummi, Marco Cristani

A neuron is important if its gradient with respect to the correct class decision is high.

Toward Smart Doors: A Position Paper

no code implementations23 Sep 2022 Luigi Capogrosso, Geri Skenderi, Federico Girella, Franco Fummi, Marco Cristani

In particular, a smart door system predicts the intention of people near the door based on the social context of the surrounding environment and then makes rational decisions about whether or not to open the door.

Position

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