Jonas Unger

A Closer Look at Domain Shift for Deep Learning in Histopathology

2019 · arXiv (Cornell University)

Domain shift is a significant problem in histopathology. There can be large differences in data characteristics of whole-slide images between medical centers and scanners, making generalization of deep learning to unseen data difficult. To gain …

Standalone Neural ODEs with Sensitivity Analysis

2022 · arXiv (Cornell University)

This paper presents the Standalone Neural ODE (sNODE), a continuous-depth neural ODE model capable of describing a full deep neural network. This uses a novel nonlinear conjugate gradient (NCG) descent optimization scheme for training, where …