Used to be in Firefox you could hit Escape after load to do that. Not any more. There's an extension to add it back, but it's too flaky to work well. So it goes.

For Firefox:

user_pref("image.animation_mode", "once");

Animation Policy does this: https://chrome.google.com/webstore/detail/animation-policy/n...