Retinol dehydrogenase with a clear preference for NADP. Converts all-trans-retinal to all-trans-retinol. May play a role in the regeneration of visual pigment at high light intensity (By similarity). . This is the function of RDH8 (retinol dehydrogenase 8, ENSG00000080511).