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Exploring Intensity Invariance in Deep Neural Networks for Brain Image Registration

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hassaanmahmood/DeepIntense

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DeepIntense

Exploring Intensity Invariance in Deep Neural Networks for Brain Image Registration

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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:

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Effect of intensity variation can be observed below on deep learning based registraion model.

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Output of different distance metrics as below

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Exploring Intensity Invariance in Deep Neural Networks for Brain Image Registration

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