1 code implementation • 12 Jan 2021 • Ognjen Rudovic, Nicolas Tobis, Sebastian Kaltwang, Björn Schuller, Daniel Rueckert, Jeffrey F. Cohn, Rosalind W. Picard
A potential approach to tackling this is Federated Learning (FL), which enables multiple parties to collaboratively learn a shared prediction model by using parameters of locally trained models while keeping raw training data locally.
no code implementations • 14 Aug 2018 • Sebastian Kaltwang, Sina Samangooei, John Redford, Andrew Blake
Images are composed as a hierarchy of object parts.
no code implementations • ECCV 2018 • Brook Roberts, Sebastian Kaltwang, Sina Samangooei, Mark Pender-Bare, Konstantinos Tertikas, John Redford
Autonomous vehicles require knowledge of the surrounding road layout, which can be predicted by state-of-the-art CNNs.
no code implementations • CVPR 2015 • Sebastian Kaltwang, Sinisa Todorovic, Maja Pantic
Our model is a latent tree (LT) that represents input features of facial landmark points and FAU intensities as leaf nodes, and encodes their higher-order dependencies with latent nodes at tree levels closer to the root.