Crowd Annotation Services for Public Safety, Density Mapping, and Behavioral Analytics

Understanding crowd behavior is essential for public safety, event management, transportation planning, and smart city operations. AI models trained on annotated crowd data can estimate density, identify movement patterns, detect congestion, and support early warning systems during high traffic events.DataVLab provides crowd annotation services for smart city platforms, public safety agencies, stadium and event operators, transportation hubs, retail analytics companies, and AI startups. We annotate CCTV feeds, drone footage, overhead views, entrances, platforms, and large gatherings.We support person detection, head counting, density estimation, region based counting, flow direction annotation, trajectory labeling, and crowd event tagging. Depending on the dataset, we annotate bounding boxes, keypoints, head points, segmentation masks, or region level density maps.Quality control includes multi step review, occlusion handling validation, consistency checks across scenes, and accuracy scoring on high density footage.