1 INTRODUCTION

2 A GENERAL OVERVIEW OF ADVERSARIAL ATTACKS

3 TAXONOMY OF ADVERSARIAL DEFENSES

4 ADVERSARIAL TRAINING BASED DEFENSES

5 PERTURBATION CONTROL BASED DEFENSES

6 ROBUSTNESS BY CERTIFICATION

7 MISCELLANEOUS

8 METRICS FOR EVALUATION

9 ADVERSARIAL DATASETS AND FRAMEWORKS

10 RECOMMENDATIONS FOR FUTURE WORK

11 CONCLUSION