But guys you can test this thing to make things clear.
1.Open a theme doesn’t matter which one
2. Add post thumbnails support
3. Add this line
4. Now add support to post thumbnails by pasting following code into the post loop
5. Add new post with with featured image
What is the result. Does your theme use settings from function or admin panel -> settings/media/thumbnail size ?