CHN-PD is a set of Chinese pediatric brain templates aged from 6-12 years-old using high-quality MRI brain images of 328 healthy Chinese children. The unbiased hierarchical template generation pipeline and the ANIMAL nonlinear algorithm are employed in the construction process which makes the templates compatible with the ICBM-152 templates. We provide the T1-weighted head/brain template, T2-weighed brain template and the standard probability maps of gray matter, white matter and cerebrospinal fluid across the whole age range and within a one-year interval. Symmetric brain templates and sex-specific brain templates are also provided. We expect this set of age-specific Chinese brain atlases is useful for the image registration and spatial statistics in Chinese pediatric studies.