Training-time variability in FastSurfer is comparable in scale to FreeSurfer's, but the paper's evidence that this variability improves brain-age regression is internally contradictory.
hub
Douglass Stott Parker.Monte Carlo Arithmetic: Exploiting Randomness in Floating-Point Arithmetic
1 Pith paper cite this work, alongside 1,257 external citations. Polarity classification is still indexing.
1
Pith paper citing it
1,257
external citations · OpenAlex
hub tools
citation-role summary
background 1
citation-polarity summary
fields
math.NA 1years
2025 1verdicts
REJECT 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Uncertain but Useful: Leveraging CNN Training Variability into Data Augmentation
Training-time variability in FastSurfer is comparable in scale to FreeSurfer's, but the paper's evidence that this variability improves brain-age regression is internally contradictory.