Numerical Uncertainty of Convolutional Neural Networks Inference for Structural Brain MRI Analysis

no code implementations • 3 Aug 2023 • Inés Gonzalez Pepe, Vinuyan Sivakolunthu, Hae Lang Park, Yohan Chatelain, Tristan Glatard

This paper investigates the numerical uncertainty of Convolutional Neural Networks (CNNs) inference for structural brain MRI analysis.

Brain Segmentation Segmentation

Numerical Stability of DeepGOPlus Inference

1 code implementation • 13 Dec 2022 • Inés Gonzalez Pepe, Yohan Chatelain, Gregory Kiar, Tristan Glatard

However, recent works have highlighted numerical stability challenges in DNNs, which also relates to their known sensitivity to noise injection.