Modulare Ladungsträger für den Kleinteiletransport

Sliwinski, Martin J.; Raabe, Corin Manuel; Braun, Philipp; Hinckeldeyn, Johannes; Kreutzfeldt, Jochen

doi:10.3139/104.112359

Cited by 4 publications

(1 citation statement)

References 1 publication

Supporting

Mentioning

Contrasting

Order By: Relevance

“…The intralogistic transport of components on the plant-site of an aircraft manufacturer is comprised of multiple handling and repackaging processes [1]. Such components are often transported on material delivery units, and due to the manual handling, are subjected to error.…”

Section: Introductionmentioning

confidence: 99%

Towards Synthetic AI Training Data for Image Classification in Intralogistic Settings

Schoepflin

Iyer

Gomse

et al. 2022

Annals of Scientific Society for Assembly, Handling and Industrial Robotics 2021

View full text Add to dashboard Cite

Obtaining annotated data for proper training of AI image classifiers remains a challenge for successful deployment in industrial settings. As a promising alternative to handcrafted annotations, synthetic training data generation has grown in popularity. However, in most cases the pipelines used to generate this data are not of universal nature and have to be redesigned for different domain applications. This requires a detailed formulation of the domain through a semantic scene grammar. We aim to present such a grammar that is based on domain knowledge for the production-supplying transport of components in intralogistic settings. We present a use-case analysis for the domain of production supplying logistics and derive a scene grammar, which can be used to formulate similar problem statements in the domain for the purpose of data generation. We demonstrate the use of this grammar to feed a scene generation pipeline and obtain training data for an AI based image classifier.

show abstract

Section: Introductionmentioning

confidence: 99%