The exponential map is a way of moving from the tangent space at a point on a manifold to the manifold itself. Given a Riemannian manifold, a point , and a tangent vector , the exponential map at , denoted , is defined as follows: for every , there is a unique geodesic with and . The exponential map is then defined by . To get , you follow the geodesic for a "time" instead of 1, so .
In other words, the exponential map for is the point reached by traveling along the geodesic in starting at in the direction of for "time" .