SAM2 Hiera Large is a specialist — it's the heavy-duty variant of Meta's Segment Anything Model 2, built around a hierarchical image encoder that trades raw speed for richer spatial understanding. It handles complex segmentation tasks with more precision than its smaller siblings, though that depth comes with higher compute demands. Think of it as the deliberate, thorough colleague who takes more time but misses fewer details.