Systems and methods for tracking and analysis physical activity is disclosed. In some aspects, a provided method includes receiving a time sequence of images captured while with an individual is performing the physical activity, and generating, using the time sequence of images, at least one map indicating a movement of the individual. The method also includes identifying at least one body portion using the at least one map, and computing at least one index associated with the identified body portions to characterize the physical activity of the individual. The method further includes generating a report using the at least one index.