Could "recognise" replace "know'?

At first, the doctors thought it would be temporary. But weeks passed and no trace of her memory returned. Her husband and children visited her daily, but she did not know them. This was such an unusual case that other doctors and specialists came to visit her as well, to test her and ask her questions about her condition.

Could "recognise" replace "know'?

Thanks.