This project is to develop new, effective distance metrics for comparing two images. These metrics account for two effects. First, pixels can change their position, deforming from one image to another. Second, pixels may change their intensity. In many vision problems, intensity changes are primarily due to lighting variation. The research team first addresses the effect of illumination changes, which enables to develop a new, powerful, robust distance for measuring the effects of lighting variation in an image.