I. Introduction

II. ASV-Related Surveys and Survey Scope

III. ASV Systems

IV. Deep Learning Models and Techniques

V. Deep Learning Driven Navigation System

VI. Deep Learning Driven Guidance System

VII. Deep Learning Driven Control Systems

VIII. Deep Learning in Cooperative Operations

X. Conclusion