In this paper, we utilised the 4D scanning technology to capture dynamic breast deformation in vivo during treadmill fast walking, offering high spatial and temporal resolutions, leading to a breast anthropometric dataset covering the dynamic deformation of the breast during treadmill fast walking. The results provide valuable insights into the complex nature of breast motion and deformation, which can inform the design of sports bras and other supportive garments.