I. Introduction

IV. Categorization of Few-Shot Object Detection Approaches

V. Dual-Branch Meta Learning

VI. Single-Branch Meta Learning

VII. Transfer Learning

VIII. Comparison Between Meta Learning and Transfer Learning

IX. Datasets, Evaluation Protocols, and Benchmark Results

X. Current Trends

XI. Conclusion