Artificial Intelligence #sam#segment anything model
Where Does Texture Evidence Live in SAM? Study Decomposes Failure Modes for Texture Segmentation
A new study examines why the Segment Anything Model (SAM) fails on texture segmentation and where texture-relevant evidence is preserved in frozen features and proposal masks. The research decomposes failure into four components: representation evidence, proposal-bank support, readout mismatch, and commitment failure.
Jun 16, 2026 1 source