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Semantic Segmentation on ADE20K (Novel and Zero-Shot mIoU)

38mIoU (novel)MaskCLIP
36.137.053838.95Apr 22, 2026

Evaluation results

MethodLinks
MaskCLIPMechanism=CLIP-based pseudo-labels, Notes=Improves with self-training2026.0438—
Semantic-Fast-SAM (Ours)Mechanism=FastSAM masks + BLIP/CLIP fusion + closed-set priors, Notes=High-detail masks and strong overall performance2026.04—53.7