Georg Volk

Towards Robust CNN-based Object Detection through Augmentation with Synthetic Rain Variations

Georg Volk, Stefan Müller, Alexander von Bernuth et al. · 2019 · 75 citations

Data Augmentation, High Accuracy, Machine Vision +15

Collective Perception: A Safety Perspective

Florian A. Schiegg, Ignacio Llátser, Daniel Bischoff et al. · Sensors · 2020 · 68 citations · Full text

V2x Communication, Vehicle Communication, Engineering +21

Simulating Photo-realistic Snow and Fog on Existing Images for Enhanced CNN Training and Evaluation

Alexander von Bernuth, Georg Volk, Oliver Bringmann · 2019 · 49 citations

Engineering, Machine Learning, Machine Learning Algorithms +24

A Comprehensive Safety Metric to Evaluate Perception in Autonomous Systems

Georg Volk, Jörg Gamerdinger, Alexander von Bernuth et al. · 2020 · 47 citations · Full text

Engineering, Safety Science, Advanced Driver-assistance System +24

Simulating Realistic Rain, Snow, and Fog Variations For Comprehensive Performance Characterization of LiDAR Perception

Sven Teufel, Georg Volk, Alexander von Bernuth et al. · 2022 IEEE 95th Vehicular Technology Conference: (VTC2022-Spring) · 2022 · 29 citations

Convolutional Neural Network, Engineering, Machine Learning +24