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Yes it is. It has to be configured from the feed generator. Not all generators have an image. On my site, I have one such feed that doesn't have an image. I tucked it away at the bottom of my feeds, because it's a popular site and I Still want people to have access to it's news.
To the best of my knowledge (such as it is) there is no way to manualy add your image to a feed.