Search Results for author: Alessio Fagioli

Found 8 papers, 1 papers with code

Analyzing EEG Data with Machine and Deep Learning: A Benchmark

no code implementations18 Mar 2022 Danilo Avola, Marco Cascio, Luigi Cinque, Alessio Fagioli, Gian Luca Foresti, Marco Raoul Marini, Daniele Pannone

Nowadays, machine and deep learning techniques are widely used in different areas, ranging from economics to biology.

EEG

Human Silhouette and Skeleton Video Synthesis through Wi-Fi signals

no code implementations11 Mar 2022 Danilo Avola, Marco Cascio, Luigi Cinque, Alessio Fagioli, Gian Luca Foresti

The latter conditions signal-based features in the visual domain to completely replace visual data.

Image Generation

SIRe-Networks: Convolutional Neural Networks Architectural Extension for Information Preservation via Skip/Residual Connections and Interlaced Auto-Encoders

no code implementations6 Oct 2021 Danilo Avola, Luigi Cinque, Alessio Fagioli, Gian Luca Foresti

Improving existing neural network architectures can involve several design choices such as manipulating the loss functions, employing a diverse learning strategy, exploiting gradient evolution at training time, optimizing the network hyper-parameters, or increasing the architecture depth.

Multi-Task Learning

Study on Transfer Learning Capabilities for Pneumonia Classification in Chest-X-Rays Image

1 code implementation6 Oct 2021 Danilo Avola, Andrea Bacciu, Luigi Cinque, Alessio Fagioli, Marco Raoul Marini, Riccardo Taiello

Over the last year, the severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) and its variants have highlighted the importance of screening tools with high diagnostic accuracy for new illnesses such as COVID-19.

Transfer Learning

3D Hand Pose and Shape Estimation from RGB Images for Keypoint-Based Hand Gesture Recognition

no code implementations28 Sep 2021 Danilo Avola, Luigi Cinque, Alessio Fagioli, Gian Luca Foresti, Adriano Fragomeni, Daniele Pannone

Estimating the 3D pose of a hand from a 2D image is a well-studied problem and a requirement for several real-life applications such as virtual reality, augmented reality, and hand gesture recognition.

Hand Gesture Recognition Hand-Gesture Recognition +2

Deep Temporal Analysis for Non-Acted Body Affect Recognition

no code implementations23 Jul 2019 Danilo Avola, Luigi Cinque, Alessio Fagioli, Gian Luca Foresti, Cristiano Massaroni

In this paper, a solution for basic non-acted emotion recognition based on 3D skeleton and Deep Neural Networks (DNNs) is provided.

Emotion Recognition

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