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TL;DR if you're saving images from tumblr, change "1280" to "raw" in the url first!
If you're like me, you care about having the highest quality images (and if you're not like me, shame on you).
Tumblr is stupid and frustrating in that it resizes everything that's uploaded to it. If the filename ends in _540.png or _1280.png then you've saved a smaller, resized version instead of the original image, and that's bad. Most image downloaders are going to grab the 1280 version, because that was thought to be the biggest one available. But it turns out you can obtain the raw, unresized image by replacing the 1280 with "raw" in the filename.
Unfortunately, the 1280 version has been the 'standard' for a long time. I have a hunch most images uploaded here which come from tumblr are shrunken.
Updated by Mairo