Open the Instagram app. Tap the menu or the hamburger icon in the upper right corner of your profile to enter the settings menu. Scroll down to Your app and media, then tap Archiving and downloading.
As per a blog post, the images are “optimized for today's high-resolution screens—featuring brighter colours, sharper images and resolutions up to 4K.” How to download and use images from ...