MultiMatte: Promptable Image Background Removal Using Low-Rank Adaptation

MultiMatte is a promptable image background removal model built on SAM 3 with low-rank adaptation (LoRA) that achieves state-of-the-art performance on segmentation benchmarks. It improves S-measure scores by 23-24% across multiple datasets while retaining SAM 3's text alignment capabilities.

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