Spatio-temporal multi-scale motion descriptor from a spatially-constrained decomposition for online action recognition.

This study presents a spatio-temporal motion descriptor that is computed from a spatially-constrained decomposition and applied to online classification and recognition of human activities. The method starts by computing a dense optical flow without explicit spatial regularisation. Potential human actions are detected at each frame as spatially consistent moving regions of interest (RoIs). Each of...