CNNs struggle in various scenarios, such as when parts of an object are hidden or when the object is viewed from new angles or poses. For example, CNNs may fail to recognize a dog with its body hidden behind a fence or a cat that is lying down instead of upright. Additionally, CNNs struggle with recognizing facial expressions, as they lack understanding of the spatial relationships between facial features when altered.