Deep Learning

Deep Learning Applied to Optical Physics.

Deep Learning for Optics and Physics.

Deep Learning Applied to Optical Physics.

FPVRGame: Deep Learning for Hand Pose Recognition in Real-Time Using Low-End HMD

We used a DenseNet Convolutional Neural Network (CNN) architecture to perform the recognition in real-time, from both indoor and outdoor environments, not requiring any image segmentation process. Our research also generated a vocabulary, considering users’ preferences, seeking a set of natural and comfortable hand poses and evaluated users’ satisfaction and performance for an entertainment setup. Our recognition model achieved an accuracy of 97.89%.

Eder de Oliveira, Esteban Clua, Cristina Nader, Bruno A D Marques

FPVRGame: Deep Learning for Hand Pose Recognition in Real-Time Using Low-End HMD

Deep Learning Applied to Astronomy.

Deep Learning for Characterization of Galaxies.

Deep Learning Applied to Astronomy.

PEEK - An LSTM Recurrent Network for Motion Classification from Sparse Data

we developed a novel Recurrent Neural Network topology based on Long Short-Term Memory cells (LSTMs) that are able to classify motions sequences of different sizes.

Rafael Rego Drumond, Bruno A D Marques, Cristina Nader Vasconcelos, Esteban Clua

PEEK - An LSTM Recurrent Network for Motion Classification from Sparse Data

eXtended Reality interfaces.

XR interfaces and interactions.

eXtended Reality interfaces.

Lighting Estimation for Mixed Reality.

Deep Learning methods of lighting estimation.

Lighting Estimation for Mixed Reality.