Harry the Dirty Dog by Gene Zion
A favorite story of mine from childhood. Harry the dog hates getting a bath, so when his little boy and girl want to give him a bath, he runs away. He spends the day away from home having adventures. When he makes his way home, he is so dirty his family doesn’t recognize him! This is the first book in a series of books about Harry.