The book, simply called Autobiography, will be published by Penguin Classics on October 17 and will also be available as an ebook.
The singer said last month he had pulled the book after what he described as "a last-minute content disagreement" with Penguin.
The memoirs, which could lift the lid on his upbringing in Manchester and his relationship with former songwriting partner Johnny Marr, will be eagerly read by his devoted fans.
Morrissey, who is a prominent vegetarian, recently donated £10,000 to an anti-foie gras campaign after being paid the money by Channel 4, which had used one of his songs without permission in an advert for a Gordon Ramsay show.
It is unusual for a newly published book to be part of the classics range, which includes authors such as Oscar Wilde, Leo Tolstoy and Emily Bronte.