Search Results for author: Svetlana Pavlitska

Found 6 papers, 1 papers with code

CAGE: Circumplex Affect Guided Expression Inference

1 code implementation23 Apr 2024 Niklas Wagner, Felix Mätzler, Samed R. Vossberg, Helen Schneider, Svetlana Pavlitska, J. Marius Zöllner

Using a small-scaled MaxViT-based model architecture, we evaluate the impact of discrete expression category labels in training with the continuous valence and arousal labels.

Arousal Estimation Dominance Estimation +3

Conditioning Latent-Space Clusters for Real-World Anomaly Classification

no code implementations18 Sep 2023 Daniel Bogdoll, Svetlana Pavlitska, Simon Klaus, J. Marius Zöllner

Anomalies in the domain of autonomous driving are a major hindrance to the large-scale deployment of autonomous vehicles.

Anomaly Classification Autonomous Driving +1

Adversarial Attacks on Traffic Sign Recognition: A Survey

no code implementations17 Jul 2023 Svetlana Pavlitska, Nico Lambing, J. Marius Zöllner

In this work, we survey existing works performing either digital or real-world attacks on traffic sign detection and classification models.

Adversarial Attack Traffic Sign Detection +1

Sparsely-gated Mixture-of-Expert Layers for CNN Interpretability

no code implementations22 Apr 2022 Svetlana Pavlitska, Christian Hubschneider, Lukas Struppek, J. Marius Zöllner

In this work, we apply sparse MoE layers to CNNs for computer vision tasks and analyze the resulting effect on model interpretability.

Image Classification Language Modelling +2

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