Search Results for author: Simona Perotto

Found 4 papers, 0 papers with code

A deep learning approach for detection and localization of leaf anomalies

no code implementations7 Oct 2022 Davide Calabrò, Massimiliano Lupo Pasini, Nicola Ferro, Simona Perotto

The detection and localization of possible diseases in crops are usually automated by resorting to supervised deep learning approaches.

Image Reconstruction

Hierarchical model reduction driven by machine learning for parametric advection-diffusion-reaction problems in the presence of noisy data

no code implementations1 Apr 2022 Massimiliano Lupo Pasini, Simona Perotto

We propose a new approach to generate a reliable reduced model for a parametric elliptic problem, in the presence of noisy data.

Anisotropic mesh adaptation for region-based segmentation accounting for image spatial information

no code implementations19 Dec 2021 Matteo Giacomini, Simona Perotto

The methodology relies on a split Bregman algorithm for the minimisation of a region-based energy functional and on an anisotropic recovery-based error estimate to drive mesh adaptation.

Image Segmentation Semantic Segmentation

Scalable Balanced Training of Conditional Generative Adversarial Neural Networks on Image Data

no code implementations21 Feb 2021 Massimiliano Lupo Pasini, Vittorio Gabbi, Junqi Yin, Simona Perotto, Nouamane Laanait

We propose a distributed approach to train deep convolutional generative adversarial neural network (DC-CGANs) models.

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