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Open-vocabulary semantic segmentation on COCO-Stuff 164k

23.3mIoUSigLIPv2 + UniRefiner
10.313.67517.0520.425May 19, 2026

Evaluation results

MethodLinks
SigLIPv2 + UniRefinerViT=So/16, Background category=Without background category, Protocol=Zero-shot2026.0523.3
EVA-CLIP + UniRefinerViT=8B/14, Background category=Without background category, Protocol=Zero-shot2026.0520.5
CLIP + UniRefinerViT=G/14, Background category=Without background category, Protocol=Zero-shot2026.0519.6
CLIPViT=G/14, Background category=Without background category, Protocol=Zero-shot2026.0518.2
SigLIPv2ViT=So/16, Background category=Without background category, Protocol=Zero-shot2026.0516.8
EVA-CLIPViT=8B/14, Background category=Without background category, Protocol=Zero-shot2026.0510.8