Meta's SAM changed image segmentation forever in 2023. but video? video was still a mess. SAM 2 fixed that with one deceptively simple idea: treat every image as a single-frame video. the result: state-of-the-art across 17 zero-shot video benchmarks, 6x faster than the original, running at 44 fps. here's why this paper still matters more than most people realize: