Search Results for author: Adrian Holzbock

Found 7 papers, 6 papers with code

Pedestrian Environment Model for Automated Driving

1 code implementation17 Aug 2023 Adrian Holzbock, Alexander Tsaregorodtsev, Vasileios Belagiannis

We only use images from a monocular camera and the vehicle's localization data as input to our pedestrian environment model.

Motion Compensation Position

Out-of-Distribution Detection for Monocular Depth Estimation

1 code implementation ICCV 2023 Julia Hornauer, Adrian Holzbock, Vasileios Belagiannis

In monocular depth estimation, uncertainty estimation approaches mainly target the data uncertainty introduced by image noise.

Anomaly Detection Decoder +3

Data-Free Backbone Fine-Tuning for Pruned Neural Networks

1 code implementation22 Jun 2023 Adrian Holzbock, Achyut Hegde, Klaus Dietmayer, Vasileios Belagiannis

In particular, the pruned network backbone is trained with synthetically generated images, and our proposed intermediate supervision to mimic the unpruned backbone's output feature map.

2D Human Pose Estimation Image Classification +4

Automated Static Camera Calibration with Intelligent Vehicles

1 code implementation21 Apr 2023 Alexander Tsaregorodtsev, Adrian Holzbock, Jan Strohbeck, Michael Buchholz, Vasileios Belagiannis

Our method does not require any human interaction with the information recorded by both the infrastructure and the vehicle.

Camera Calibration

Gesture Recognition with Keypoint and Radar Stream Fusion for Automated Vehicles

no code implementations20 Feb 2023 Adrian Holzbock, Nicolai Kern, Christian Waldschmidt, Klaus Dietmayer, Vasileios Belagiannis

We present a joint camera and radar approach to enable autonomous vehicles to understand and react to human gestures in everyday traffic.

Autonomous Vehicles Gesture Recognition

MotionMixer: MLP-based 3D Human Body Pose Forecasting

1 code implementation1 Jul 2022 Arij Bouazizi, Adrian Holzbock, Ulrich Kressel, Klaus Dietmayer, Vasileios Belagiannis

Given a stacked sequence of 3D body poses, a spatial-MLP extracts fine grained spatial dependencies of the body joints.

Human Pose Forecasting

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