HSR_Burn is a small-scale validation dataset for burn total body surface area (TBSA) estimation, constructed from four high-resolution human scan models obtained from the HUMAN SCAN Repository. Burn patterns were manually annotated on repaired high-resolution meshes, and frontal and dorsal rendered images with corresponding ground-truth TBSA values are provided.