no code implementations • 13 Nov 2019 • Joris Roels, Yvan Saeys
Our experiments on three different electron microscopy datasets show that active learning can improve segmentation quality by 10 to 15% in terms of Jaccard score compared to standard randomized sampling.
no code implementations • 23 Oct 2018 • Joris Roels, Jan Aelterman, Jonas De Vylder, Hiep Luong, Yvan Saeys, Wilfried Philips
Microscopy is one of the most essential imaging techniques in life sciences.
no code implementations • 23 Oct 2018 • Joris Roels, Jonas De Vylder, Jan Aelterman, Yvan Saeys, Wilfried Philips
Biological membranes are one of the most basic structures and regions of interest in cell biology.
1 code implementation • 23 Oct 2018 • Joris Roels, Julian Hennies, Yvan Saeys, Wilfried Philips, Anna Kreshuk
In this work, we extend recently proposed classification DA techniques to an encoder-decoder layout and propose a novel method that adds a reconstruction decoder to the classical encoder-decoder segmentation in order to align source and target encoder features.
no code implementations • NeurIPS 2017 • Jonathan Peck, Joris Roels, Bart Goossens, Yvan Saeys
The input-output mappings learned by state-of-the-art neural networks are significantly discontinuous.