While I've not found it totally reliable, this could be an occasion to investigate working with linked graphics: most browsers [I'll say that, since I've never worked with Chrome] give you a Save as complete html option that downloads the graphics separately. If you then link the downloaded graphics rather than simply pasting them into your Word file, they're easily available when you want to re-use them elsewhere.