no code implementations • 31 Oct 2022 • Ines Rieger, Jaspar Pahl, Bettina Finzel, Ute Schmid
Neural networks are widely adopted, yet the integration of domain knowledge is still underutilized.
no code implementations • 23 Nov 2020 • Jessica Deuschel, Bettina Finzel, Ines Rieger
Over the past decades the machine and deep learning community has celebrated great achievements in challenging tasks such as image classification.
no code implementations • 17 Aug 2020 • Jaspar Pahl, Ines Rieger, Dominik Seuss
Facial action units allow an objective, standardized description of facial micro movements which can be used to describe emotions in human faces.
no code implementations • 5 Mar 2020 • Ines Rieger, Jaspar Pahl, Dominik Seuss
Balancing methods for single-label data cannot be applied to multi-label problems as they would also resample the samples with high occurrences.
no code implementations • 14 Feb 2020 • Ines Rieger, Rene Kollmann, Bettina Finzel, Dominik Seuss, Ute Schmid
Finally, we quantify these visual explanations based on a bounding-box method with respect to facial regions.
Facial Expression Recognition Facial Expression Recognition (FER)
no code implementations • 8 Feb 2020 • Jaspar Pahl, Ines Rieger, Dominik Seuss
Isolated facial movements, so-called Action Units, can describe combined emotions or physical states such as pain.
no code implementations • 12 Jun 2019 • Ines Rieger, Thomas Hauenstein, Sebastian Hettenkofer, Jens-Uwe Garbas
Head poses are a key component of human bodily communication and thus a decisive element of human-computer interaction.