I. INTRODUCTION

II. KNOWLEDGE OF THE CROWD

III. MOTION REPRESENTATION IN CROWDED SCENES

IV. CROWD MOTION PATTERN SEGMENTATION

V. CROWD BEHAVIOR RECOGNITION

VI. CROWD ANOMALY DETECTION

VII. CROWD VIDEO DATASETS

VIII. CONCLUSIONS AND FUTURE DEVELOPMENTS