1 INTRODUCTION

2 SALIENCY MAPS

3 FEATURE VISUALIZATION IN FACE MODELS

4 FEATURE INVERSION IN FACE MODELS

5 FACIAL CONCEPTS AND DEEP FACE FEATURES

6 EVALUATION PROTOCOLS FOR FACE TASKS

7 USER SURVEY: UTILITY OF FACE EXPLAINABILITY

8 CONCLUSION