ACM Reference Format:

1 INTRODUCTION

2 PRELIMINARIES

3 ONE-SHOT OBJECT LOCALIZATION

4 STANDARD FEW-SHOT OBJECT DETECTION

5 ZERO-SHOT OBJECT DETECTION

6 EXTENSIONAL ZERO-SHOT OBJECT DETECTION

7 POPULAR BENCHMARKS FOR LOW-SHOT OBJECT DETECTION

8 PERFORMANCE

9 PROMISING DIRECTIONS

10 CONCLUSION