Search Results for author: Bettina Finzel

Found 6 papers, 0 papers with code

Explaining with Attribute-based and Relational Near Misses: An Interpretable Approach to Distinguishing Facial Expressions of Pain and Disgust

no code implementations27 Aug 2023 Bettina Finzel, Simon P. Kuhn, David E. Tafler, Ute Schmid

In this paper, we present an approach for generating contrastive explanations to explain facial expressions of pain and disgust shown in video sequences.

Attribute Explanation Generation

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.

A Comprehensive Taxonomy for Explainable Artificial Intelligence: A Systematic Survey of Surveys on Methods and Concepts

no code implementations15 May 2021 Gesina Schwalbe, Bettina Finzel

With the amount of XAI methods vastly growing, a taxonomy of methods is needed by researchers as well as practitioners: To grasp the breadth of the topic, compare methods, and to select the right XAI method based on traits required by a specific use-case context.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)

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

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