Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology.
David TellezGeert LitjensPéter BándiWouter BultenJohn-Melle BokhorstFrancesco CiompiJeroen van der LaakPublished in: CoRR (2019)
Keyphrases
- data sets
- data sources
- data analysis
- complex data
- experimental data
- high dimensional data
- small number
- data points
- training data
- synthetic data
- data distribution
- raw data
- knowledge discovery
- image data
- data mining techniques
- input data
- high quality
- data collection
- data quality
- color space
- original data
- database
- missing values
- neural network
- decision trees
- data processing