Search Results for author: Sebastian Kaltwang

Found 4 papers, 1 papers with code

Personalized Federated Deep Learning for Pain Estimation From Face Images

1 code implementation12 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.

Federated Learning

Latent Trees for Estimating Intensity of Facial Action Units

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.

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