In addition, a large subset of the faces contain hand-labeled descriptive attributes, including demographic information such as age and race, facial features like mustaches and hair color, and other attributes such as expression, environment, etc. Each of the 15,000 faces in the database has a variety of metadata and fiducial points marked. The FaceTracer database is a large collection of real-world face images, collected from the internet.