Search Results for author: Ines Rieger

Found 7 papers, 0 papers with code

CorrLoss: Integrating Co-Occurrence Domain Knowledge for Affect Recognition

no code implementations31 Oct 2022 Ines Rieger, Jaspar Pahl, Bettina Finzel, Ute Schmid

Neural networks are widely adopted, yet the integration of domain knowledge is still underutilized.

Uncovering the Bias in Facial Expressions

no code implementations23 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.

Classification General Classification +1

Multi-label Learning with Missing Values using Combined Facial Action Unit Datasets

no code implementations17 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.

Action Unit Detection Missing Labels

Unique Class Group Based Multi-Label Balancing Optimizer for Action Unit Detection

no code implementations5 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.

Action Unit Detection Gesture Recognition

Multi-Label Class Balancing Algorithm for Action Unit Detection

no code implementations8 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.

Action Unit Detection Gesture Recognition

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