Back to Search
Start Over
The long journey to the training of a deep neural network for segmenting pores and fibers
- Publication Year :
- 2023
- Publisher :
- Zenodo, 2023.
-
Abstract
- Even though it is a crucial step for achieving suitable results, the preprocessing of data before it is used as input to deep neural networks is often only described as a side note. This work elaborates on the required steps in this preprocessing procedure. Specifically, we provide insights into the selection of appropriate segmentation algorithms to generate reference volumes from X-ray computed tomography (XCT) scans as training data. Furthermore, this work evaluates the criteria for the selection of an appropriate deep learning network architecture, and a quantitative comparison between networks based on U-Net and V-Net.<br />iCT2022 conference
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....29f5a8d650e8deea77f91a0bc5e03aa5
- Full Text :
- https://doi.org/10.5281/zenodo.8098365