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pro vyhledávání: '"Pastore, Vito P."'
Autor:
Ciranni, Massimiliano, Molinaro, Luca, Barbano, Carlo Alberto, Fiandrotti, Attilio, Murino, Vittorio, Pastore, Vito Paolo, Tartaglione, Enzo
In the last few years, due to the broad applicability of deep learning to downstream tasks and end-to-end training capabilities, increasingly more concerns about potential biases to specific, non-representative patterns have been raised. Many works f
Externí odkaz:
http://arxiv.org/abs/2408.09570
Deep neural networks have been extensively applied in the medical domain for various tasks, including image classification, segmentation, and landmark detection. However, their application is often hindered by data scarcity, both in terms of availabl
Externí odkaz:
http://arxiv.org/abs/2407.18125
Autor:
Pastore, Vito Paolo, Ciranni, Massimiliano, Marinelli, Davide, Odone, Francesca, Murino, Vittorio
It is widely recognized that deep neural networks are sensitive to bias in the data. This means that during training these models are likely to learn spurious correlations between data and labels, resulting in limited generalization abilities and low
Externí odkaz:
http://arxiv.org/abs/2407.17449
In recent years, deep learning has emerged as a promising technique for medical image analysis. However, this application domain is likely to suffer from a limited availability of large public datasets and annotations. A common solution to these chal
Externí odkaz:
http://arxiv.org/abs/2403.01470
The impressive performance of deep learning architectures is associated with a massive increase in model complexity. Millions of parameters need to be tuned, with training and inference time scaling accordingly, together with energy consumption. But
Externí odkaz:
http://arxiv.org/abs/2209.07932
Autor:
Alfano, Paolo Didier, Rando, Marco, Letizia, Marco, Odone, Francesca, Rosasco, Lorenzo, Pastore, Vito Paolo
Monitoring plankton populations in situ is fundamental to preserve the aquatic ecosystem. Plankton microorganisms are in fact susceptible of minor environmental perturbations, that can reflect into consequent morphological and dynamical modifications
Externí odkaz:
http://arxiv.org/abs/2209.06726
Plankton provide the foundation for life on earth. To advance our understanding of the marine ecosystem, for scientific, commercial and survival purposes, more in situ continuous monitoring and analysis of plankton is required. Cost, complexity, powe
Externí odkaz:
http://arxiv.org/abs/2005.13064
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