Density-Guided Label Smoothing for Temporal Localization of Driving Actions

no code implementations • 11 Mar 2024 • Tunc Alkanat, Erkut Akdag, Egor Bondarev, Peter H. N. de With

Temporal localization of driving actions plays a crucial role in advanced driver-assistance systems and naturalistic driving studies.

Action Recognition Temporal Action Localization +1

Transformer-based Fusion of 2D-pose and Spatio-temporal Embeddings for Distracted Driver Action Recognition

no code implementations • 11 Mar 2024 • Erkut Akdag, Zeqi Zhu, Egor Bondarev, Peter H. N. de With

The model uses 2D-pose features as the positional embedding of the transformer architecture and spatio-temporal features as the main input to the encoder of the transformer.

2D Human Pose Estimation Action Recognition +3

Detection of Object Throwing Behavior in Surveillance Videos

no code implementations • 11 Mar 2024 • Ivo P. C. Kersten, Erkut Akdag, Egor Bondarev, Peter H. N. de With

Second, we compare the performance of different feature extractors for our anomaly detection method on the UCF-Crime and Throwing-Action datasets.

Action Detection Anomaly Detection +1