The SportsDepths datased, including simulated depth acquisition of real subjects with associated ground truth annotation of body fat and other metadata can be downloaded at this link.

The dataset has been used for the paper ANALYZING BODY FAT FROM DEPTH IMAGES, presented at 3DV 2018. Authors using the dataset for research purpose must cite

M. Carletti, M.Cristani, V. Cavedon, C. Milanese, C. Zancanaro, A. Giachetti
Analyzing Body Fat from Depth Images
proceedings 3DV 2018, pp. 418-425.