The Mall dataset was collected from a publicly accessible webcam for crowd counting and profiling research. Ground truth: Over 60,000 pedestrians were labelled in 2000 video frames. We annotated the data exhaustively by labelling the head position of every pedestrian in all frames. Video length: 2000 frames Frame size: 640x480 Frame rate: < 2 Hz The dataset is intended for research purposes only and as such cannot be used commercially. In addition, reference must be made to the following publications when this dataset is used in any academic and research reports. References Cumulative Attribute Space for Age and Crowd Density Estimation K. Chen, S. Gong, T. Xiang, and C. C. Loy in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2013 (CVPR, Oral)

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