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Open-vocabulary semantic segmentation on PASCAL VOC VOC20 2012

78.2mIoUEVA-CLIP + UniRefiner
55.11261.10667.173.094May 19, 2026

Evaluation results

MethodLinks
EVA-CLIP + UniRefinerViT=8B/14, Background category=Without background category, Protocol=Zero-shot2026.0578.2
EVA-CLIPViT=8B/14, Background category=Without background category, Protocol=Zero-shot2026.0570.6
SigLIPv2 + UniRefinerViT=So/16, Background category=Without background category, Protocol=Zero-shot2026.0569.1
SigLIPv2ViT=So/16, Background category=Without background category, Protocol=Zero-shot2026.0568
CLIP + UniRefinerViT=G/14, Background category=Without background category, Protocol=Zero-shot2026.0557.3
CLIPViT=G/14, Background category=Without background category, Protocol=Zero-shot2026.0556