I would just use images that I am sure about. The article you mentioned has this section called "Where can I find public domain works?" with a list of archives where "the copyright term has expired or the creator has not renewed the license". Try to find your images here?
If you are planning to use these commercially however (you did not mention this), you should be very careful and try to get some written approval first.
Also see this question.