I. INTRODUCTION

II. RELATED SURVEYS

III. VISION TRANSFORMERS

IV. SELF-SUPERVISED LEARNING

V. FINE-GRAINED VISUAL RECOGNITION

VI. PERSON RE-IDENTIFICATION

VII. FEW-SHOT LEARNING

VIII. ZERO-SHOT LEARNING

IX. MULTIMODAL LEARNING

X. OUTLOOK

XI. CONCLUSIONS