4 papers
The Power of Light: Improving Synthetic-to-Real Domain Adaptation through Physically-Based Indirect Illumination
Hooman Tavakoli Ghinani, Tatjana Legler, Martin Ruskowski
While synthetic data generation resolves the manual labeling bottleneck in computer vision, minimizing the syn-to-real domain gap requires optimizing rendering variables. This pape…
OPC UA Shared-Memory: Conceptual Elaboration and Prototypical Implementation Using Iceoryx2
Thomas Barth, Tatjana Legler, Achim Wagner +1
The increasing virtualization of automation software leads to a growing co-location of heterogeneous applications on shared edge devices and fosters modern microservice architectur…
Federated Action Recognition for Smart Worker Assistance Using FastPose
Vinit Hegiste, Vidit Goyal, Tatjana Legler +1
In smart manufacturing environments, accurate and real-time recognition of worker actions is essential for productivity, safety, and human-machine collaboration. While skeleton-bas…
Towards Robust Federated Image Classification: An Empirical Study of Weight Selection Strategies in Manufacturing
Vinit Hegiste, Tatjana Legler, Martin Ruskowski
In the realm of Federated Learning (FL), particularly within the manufacturing sector, the strategy for selecting client weights for server aggregation is pivotal for model perform…