The part of the leg between the knee and ankle is called the calf (rear) and shin (front), or shank.
According to reference material, the leg section between the knee and ankle is specifically known as the calf (on the back side) and shin, collectively called the shank (on the front side). The thigh, on the other hand, is located between the hip and knee.