> However lazy loading images that are not on screen is generally a good thing.
No. An article should always be loaded in full. I clicked a link to a document, that means i wish to view it. Not half, not the first page, the whole thing. If you have tons of content in a single document, you should probably paginate anyway. Images are usually few, and if not totally unoptimized (which you should do before lazy loading), not a huge drain. By all means, lazy load all the unimportant banners, ads and UI elements. Better still, don't add them at all. Only for infinite scroll would lazy loading make sense, and even then batched by 10-20 ahead (or more), so I don't spend time waiting half a second for each and every image.
The heaviest part is nearly always ads and analytics. Cut those down first.