Recent studies in Deep Learning have led to many advancements in problems regarding images. One of the obstacles that researchers have faced is training with Deep Learning methods requires a vast amount of data and computation power. Among the methods that try to overcome with mentioned problem, we are especially interested in transfer learning and using synthetic data.