The BioCV dataset consists of synchronised multi-camera video, marker tracks from optical motion capture, and forceplate data for 15 participants performing controlled and repeated motions. It also includes photogrammetry scans (images and point cloud reconstructions) for each participant. The dataset was created for the purposes of evaluating the performance of computer vision based markerless motion capture systems with respect to marker based systems.