5 papers
Occlusion-Robust Multimodal Emotion Recognition in VR via Fusion of Facial Images and EMG
Birgit Nierula, Karam Tomotaki-Dawoud, Mert Akguel +5
Head-mounted displays (HMDs) fundamentally limit emotion recognition in virtual reality (VR): by occluding the upper face, they render conventional image-based facial expression an…
Temporal Preservation over Processing: Diagnosing and Designing Spatiotemporal Single-Stage Video Detectors
Karam Tomotaki-Dawoud, Anna Hilsmann, Peter Eisert +1
Single-stage video object detectors are increasingly deployed in time-critical applications, yet it remains unclear whether these models genuinely reason over temporal context or m…
Monocular 3D Object Position Estimation with VLMs for Human-Robot Interaction
Ari Wahl, Dorian Gawlinski, David Przewozny +3
Pre-trained general-purpose Vision-Language Models (VLM) hold the potential to enhance intuitive human-machine interactions due to their rich world knowledge and 2D object detectio…
EEG-Features for Generalized Deepfake Detection
Arian Beckmann, Tilman Stephani, Felix Klotzsche +8
Since the advent of Deepfakes in digital media, the development of robust and reliable detection mechanism is urgently called for. In this study, we explore a novel approach to Dee…
Human-Centered Evaluation of XAI Methods
Karam Dawoud, Wojciech Samek, Peter Eisert +2
In the ever-evolving field of Artificial Intelligence, a critical challenge has been to decipher the decision-making processes within the so-called "black boxes" in deep learning.…