Do you mean the wholesale prices are on the product photos themselves?
Most of the photos I have seen do not have prices on them maybe a watermark but not prices.
If the prices are indeed on the photo you can always try and find photos on the net for the same product or use stock photos instead.
If the prices are mentioned in the description, you will need to edit this to reflect your price :)
Hope this helps!