One-sided limits in calculus refer to the value that a function approaches as the input approaches a specific point from one side, either from the left or the right. These limits are crucial for understanding the behavior of functions at points of discontinuity or where the function is not defined, and they help in determining the existence of two-sided limits and continuity of functions.