Tobias Windisch

Most of my research is about creating machine learning systems that further automatize industrial processes using data from optical sensors. Particularly, I like to develop mechanical processes build around a machine learning model.


Relation mining

Causal relation mining on high-dimensional manufacturing data, including images and time-series data. Here, deep data representations are combined with graphical models to unveil relations between manufacturing processes.

Scrap detection

Development of enhanced automated optical inspection systems for scrap detection. Particular focus is the learning from very few scrap examples with synthetic scrap-examples from generative models.