Ifirsthand

IFIRSTHANDbuyer room · privateManage buyer room

A ready-made, commercially licensed egocentric multimodal dataset of live retail shelf operations - facing and front-stocking to a planogram, case-cut and shelf-load, price and label swaps, chilled-case rotation by date code, and hanger and fixture resets - captured on operating sales floors with customers present across ten hardware-synchronized streams: 4K60 global-shutter head camera, two 1080p60 wrist cameras, active-stereo depth in metric millimetres, 200 Hz 6-DoF IMU, 3D 21-keypoint hand pose with grasp and release contact events, body pose, instance masks and frame-accurate per-skill action segments, all on one clock with under 2 ms sync