A method for collective human action recognition on a distributed smart phone camera network is disclosed. The method includes providing visual from at least one smartphone of the distributed smartphone network, followed by collecting visual inputs from the input layer and extracts features of the human action recognition. The method further includes classifying human action based on the extracted collective features.