Fast convergence of regularised Region-based Mixture of Gaussians for dynamic background modelling

•Derivation of O(1/k2) rate of convergence for online gradient method with momentum.•Novel foreground detection algorithm for dynamic background modelling.•Fast convergence of mixtures demonstrated on various sets of simulated data.•Superior performance compared to other state-of-the-art algorithms on real videos.