This chapter presents the distributed camera network designed by INRETS. Four applications have been implemented on this network for the purpose incident detection and statistical monitoring of passenger flows in public transport systems. The authors mainly propose detection algorithms. The domain is to use cameras and computers to perform the desired detection functions.