Real-time gait biometrics for surveillance applications: A review

•Model-based gait recognition techniques apt for handling covariates.•An exploration of various parameters of deep learning pipelines.•List of covariates-based gait datasets for training robust gait recognition system.•Overview of gait sensing technologies with their benefits and limitations.•Research gaps and challenges in the implementation of deep learning pipelines.