Security Fence Inspection at Airports Using Object Detection

1 code implementation • 18 Nov 2023 • Nils Friederich, Andreas Specker, Jürgen Beyerer

In this work, we explore object detection methods to address the fence inspection task and localize various types of damages.

Object object-detection +1

AI-based automated active learning for discovery of hidden dynamic processes: A use case in light microscopy

no code implementations • 5 Oct 2023 • Nils Friederich, Angelo Yamachui Sitcheu, Oliver Neumann, Süheyla Eroğlu-Kayıkçı, Roshan Prizak, Lennart Hilbert, Ralf Mikut

In the biomedical environment, experiments assessing dynamic processes are primarily performed by a human acquisition supervisor.

Active Learning Semantic Segmentation

MLOps for Scarce Image Data: A Use Case in Microscopic Image Analysis

1 code implementation • 27 Sep 2023 • Angelo Yamachui Sitcheu, Nils Friederich, Simon Baeuerle, Oliver Neumann, Markus Reischl, Ralf Mikut

The operationalization of ML models is governed by a set of concepts and methods referred to as Machine Learning Operations (MLOps).