Artificial Intelligence

Chapter 14

AMD Severity Prediction and Explainability Using Image Registration and Deep Embedded Clustering

Dwarikanath Mahapatra

Inception Institute of Artificial Intelligence

CONTENTS

14.1   Introduction

14.2   Method

14.2.1   Atlas Construction Using Groupwise Registration

14.2.2   Deep Embedded Clustering Network

14.2.3   Estimation of Registration Parameters

14.2.4   Training Stage Implementation

14.2.5   Predicting Severity of Test Image

14.3   Experimental Results

14.3.1   Registration Results

14.3.2   Classification Results

14.3.3   Identification of Disease Subgroups and Explainability

14.4   Conclusion

References

14.1   Introduction

Most approaches to deep learning (DL)-based medical image classification output a binary decision about ...