We describe InterFace, a software package for research in face recognition. The package supports image warping, re-shaping, averaging of multiple face images and morphing between faces. It also supports principal components analysis (PCA) of face images, along with tools for exploring ‘face-space’ as produced by PCA. The package uses a simple GUI, allowing users to perform these sophisticated image manipulations without any need for programming knowledge. The program is available for download in the form of an app, which requires that users also have access to the (freely available) MATLAB Runtime©.