We have on-going work in a number of fields related to Computer Vision. Many members of our group are actively working on Video Surveillance, a multi-scale human perception system. We also specialize in Biometrics, identifying people by their fingerprints or facial characteristics and studying the performance measures for similar systems. We continue to work on video browsing using closed caption text, speech recognition, camera motion and face finding. There are several other exciting projects including the Retail Productivity, Driver Assistance, and Rail Safety, all of which are explained in more detail in these pages.