Exploring Intensity Invariance in Deep Neural Networks for Brain Image Registration
This repo contains Intensity Shift analysis in registraion tasks. Specifically, effect of within-domain changes have been analysed. The variation in the data can be see below:
Effect of intensity variation can be observed below on deep learning based registraion model.
Output of different distance metrics as below