Yes. On fair market value.
I have linked to sources that state buy value and date remains same. Relative part comes only into the picture for gift tax. Not for capital gains (w.r.t buy price and date)
@quicko can clarify. If we gift shares to friend or non relative, is their buy price the same as ours, after they have paid full gift tax on the FMV of the shares?