I. INTRODUCTION

II. GENERAL CONCEPTS OF AV BIOMETRIC VERIFICATION SYSTEM

III. AV BASED FEATURE EXTRACTION

IV. AV BASED FUSION AND CLASSIFICATION

V. AUDIO-VISUAL BIOMETRIC DATABASES

VI. PRESENTATION ATTACK DETECTION (PAD) ALGORITHMS

VII. CHALLENGES AND OPEN QUESTIONS

VIII. CONCLUSION AND FUTURE WORKS