Yep, I could tell it was Island Lake too. That trailhead is the busiest in the Uintas, I think.
The year I camped there the snow was still around in patches under the trees, so the crowds weren't there yet. But I wouldn't go there mid July at all.
This is our site up on top of the cliff. You can see the snow patches around.