Vision-based estimation of the number of occupants using video cameras

•A vision-based approach using deep learning architectures to estimate people count.•Two methods that instantaneously and incrementally count people are combined.•The method was tested in a large, crowded and severely occluded classroom.•Results show that our method has high predictive capacity.•Future work should address high computational cost and privacy preservation.