Search Results for author: Stig Ursing

Found 3 papers, 0 papers with code

Evaluation of Out-of-Distribution Detection Performance on Autonomous Driving Datasets

no code implementations30 Jan 2024 Jens Henriksson, Christian Berger, Stig Ursing, Markus Borg

Safety measures need to be systemically investigated to what extent they evaluate the intended performance of Deep Neural Networks (DNNs) for critical applications.

Autonomous Driving Out-of-Distribution Detection +1

Understanding the Impact of Edge Cases from Occluded Pedestrians for ML Systems

no code implementations26 Apr 2022 Jens Henriksson, Christian Berger, Stig Ursing

As the NN is trained on well annotated images, in this paper we study the variations of confidence levels from the NN when tested on hand-crafted occlusion added to a test set.

Body Detection object-detection +1

Towards Structured Evaluation of Deep Neural Network Supervisors

no code implementations4 Mar 2019 Jens Henriksson, Christian Berger, Markus Borg, Lars Tornberg, Cristofer Englund, Sankar Raman Sathyamoorthy, Stig Ursing

Deep Neural Networks (DNN) have improved the quality of several non-safety related products in the past years.

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