Search Results for author: Friedrich Kruber

Found 5 papers, 4 papers with code

Vehicle Position Estimation with Aerial Imagery from Unmanned Aerial Vehicles

1 code implementation17 Apr 2020 Friedrich Kruber, Eduardo Sánchez Morales, Samarjit Chakraborty, Michael Botsch

A robust object detection is crucial for reliable results, hence the state-of-the-art deep neural network Mask-RCNN is applied for that purpose.

drone-based object tracking object-detection +3

Accuracy Characterization of the Vehicle State Estimation from Aerial Imagery

1 code implementation13 May 2020 Eduardo Sánchez Morales, Friedrich Kruber, Michael Botsch, Bertold Huber, Andrés García Higuera

With these error reductions, camera-equipped UAVs are very attractive tools for traffic data acquisition.

Signal Processing

Open-set Recognition based on the Combination of Deep Learning and Ensemble Method for Detecting Unknown Traffic Scenarios

1 code implementation17 May 2021 Lakshman Balasubramanian, Friedrich Kruber, Michael Botsch, Ke Deng

Machine learning models are useful for scenario classification but most of them assume that data received during the testing are from one of the classes used in the training.

Autonomous Driving BIG-bench Machine Learning +1

An Unsupervised Random Forest Clustering Technique for Automatic Traffic Scenario Categorization

no code implementations5 Apr 2020 Friedrich Kruber, Jonas Wurst, Michael Botsch

A modification of the Random Forest algorithm for the categorization of traffic situations is introduced in this paper.

Clustering

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