Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
2021AI in MedTech Production. Visual Inspection for Quality Assurance
Roscher, Karsten
Presentation
2021Machine Learning Methods for Enhanced Reliable Perception of Autonomous Systems
Henne, Maximilian; Gansloser, Jens; Schwaiger, Adrian; Weiß, Gereon
Report
2021Measuring Ensemble Diversity and its Effects on Model Robustness
Heidemann, Lena; Schwaiger, Adrian; Roscher, Karsten
Conference Paper
2021Probabilistic Segmentation Using PDQ-inspired Loss Functions
Berhorst, Steffen
: Schmoeller da Roza, Felippe (Supervisor); Günnemann, Stephan (Advisor)
Master Thesis
2020Assessing Box Merging Strategies and Uncertainty Estimation Methods in Multimodel Object Detection
Schmoeller Roza, Felippe; Henne, Maximilian; Roscher, Karsten; Günnemann, Stephan
Conference Paper
2020Benchmarking Uncertainty Estimation Methods for Deep Learning with Safety-Related Metrics
Henne, Maximilian; Schwaiger, Adrian; Roscher, Karsten; Weiß, Gereon
Conference Paper
2020Is Uncertainty Quantification in Deep Learning Sufficient for Out-of-Distribution Detection?
Schwaiger, Adrian; Sinhamahapatra, Poulami; Gansloser, Jens; Roscher, Karsten
Conference Paper
2020Sampling Based Methods for Uncertainty Quantification in Neural Networks
Felgentreff, Jens
: Ankerst, Donna (Aufgabensteller); Schwaiger, Adrian (Betreuer)
Bachelor Thesis
2019Managing Uncertainty of AI-based Perception for Autonomous Systems
Henne, Maximilian; Schwaiger, Adrian; Weiß, Gereon
Conference Paper