I. Introduction

II. Background for Adversarial Attacks

III. Related Surveys

IV. Adversarial Attacks

V. Adversarial Defenses

VI. Adversarial Effects on Vision Transformers

VII. Datasets

VIII. Metrics and State-of-the-Art Results

X. Conclusions