Individuality Within Crowd: Distinctive Features to Ensure a Diverse Crowd Appearance

Crowds are a significant part of our daily lives, representing numerous individuals who appear in a specific place, each engaging in various activities as part of their daily routines. We notice that each individual has a distinctive appearance that distinguishes them, such as their clothing color, skin color, eye color, and hairstyle. Each individual is characterized by wearing distinct accessories. We also observe variations in shape and height. In this paper, we present a crowd composed of numerous characters, each with distinct appearance traits to ensure individuality. First, we introduced a range of concepts to enhance the diversity of appearances. This step involved incorporating a variety of features, including variations in eye and hair colors, textures for clothing and accessories, the addition of different accessories, as well as variations in height and body shape. Second, we evaluated the efficacy of our approach by calculating the total number of combinations of these elements. The results demonstrate that our model enhances both the realism and visual diversity of the crowd. By utilizing these sets, it significantly improves the overall appearance, resulting in a more varied and realistic representation of the crowd.