Figure 1. The Transformer decoder of SAM 3 excels at delineat-
ing countable objects but produces fragmented masks for amor-
phous regions, while the semantic head preserves continuity for
amorphous regions but lacks boundary precision for small targets.
(Left: Remote sensing image. Middle: Prediction of Transformer
Decoder. Right: Prediction of semantic segmentation head.)