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This Computer Vision algorithm based system is meant to make an approximate detection of the movement of human beings and counting the number of human within a particular sample of visual data using Deep Learning and OpenCV-python where the core library of HOG descriptor was written in C. It is simultaneously applicable through the Web-camera or CCTV cameras.