Addressing materials' microstructure diversity using transfer learning

no code implementations • 29 Jul 2021 • Aurèle Goetz, Ali Riza Durmaz, Martin Müller, Akhil Thomas, Dominik Britz, Pierre Kerfriden, Chris Eberl

We show that a state-of-the-art UDA approach surpasses the na\"ive application of source domain trained models on the target domain (generalization baseline) to a large extent.

Data Augmentation Domain Generalization +2

Advanced Steel Microstructural Classification by Deep Learning Methods

no code implementations • 20 Jun 2017 • Seyed Majid Azimi, Dominik Britz, Michael Engstler, Mario Fritz, Frank Mücklich

In this work, we propose a Deep Learning method for microstructural classification in the examples of certain microstructural constituents of low carbon steel.

Classification General Classification