Skin color detection is widely used in many fields such as face detection, image filtering, and machine vision. There are many methods for skin color detection. This paper comprehensively reviews the pixel-based skin color detection methods, focusing on the principles and characteristics of statistics-based, threshold-based, and machine-based learning methods, and discusses their advantages and disadvantages. The development trend of pixel-based skin color detection methods is also discussed.