I would like to set the font for the caption label, not just its series, shape or size, I would like to set the font itself. For example, my document's font is set to be Times New Roman, but I would like the caption label to be in a font that exists in another font family or even under a different font encoding. However, the labelfont option of package caption seem to only allow attributes like normalfont, up, it, sl, sc, md, bf, rm, sf, tt and so on, it would not let me specify a literal font, like Georgia, Helvetica or others.
\usepackage[labelfont = bf]{caption}
I am not sure if I have made it clear, please let me know if it is not and I will try to make it clear as possible.
Also, the reason why I am asking this question is, I am typesetting a Chinese document in which the caption label is in Chinese, but in a font I do not like. I am trying to change the font for the caption label to another font for Chinese character.
Thanks in advance!

\DeclareCaptionFormatand similar commands described in § 4 of the documentation (‘Own Enhancements’), pp 24-28. – Bernard Oct 17 '18 at 19:27