Check out the link http://www.britainfromabove.org.uk/ Site has over 15,000 historical aerial images from all over the UK. Didn't see any of Upton Park, but there was one of Memorial Grounds where Thames Iron Works/West Ham played around the turn of the century. There are a couple of Craven Cottage and Stamford Bridge from the 20s, and one of Goodison Park in the distance with just a bit of Anfield on the side.
There would be more photos of Germany from above if those damn Krauts didn't keep acting up between 1914 and 1945