Large Neural Networks Learning from Scratch with Very Few Data and without Explicit Regularization

no code implementations • 18 May 2022 • Christoph Linse, Thomas Martinetz

We show that very large Convolutional Neural Networks with millions of weights do learn with only a handful of training samples and without image augmentation, explicit regularization or pretraining.

Fine-Grained Image Classification Image Augmentation

Explainable COVID-19 Detection Using Chest CT Scans and Deep Learning

no code implementations • 9 Nov 2020 • Hammam Alshazly, Christoph Linse, Erhardt Barth, Thomas Martinetz

This paper explores how well deep learning models trained on chest CT images can diagnose COVID-19 infected people in a fast and automated process.

Specificity Transfer Learning