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Semantic Segmentation on COCO-Stuff C=27 (Held-out Seen/Unseen)

34.6mIoU (Seen)LILA
29.9231.13532.3533.565Apr 29, 2026

Evaluation results

MethodLinks
LILABackbone=ViT-B/14, Zero-shot setting=true, Linear probing=true, CLIP text embedding initialization=true2026.0434.622.727.4
LILABackbone=ViT-S/14, Zero-shot setting=true, Linear probing=true, CLIP text embedding initialization=true2026.0432.820.124.9
DINO2-B14Backbone=ViT-B/14, Zero-shot setting=true, Linear probing=true, CLIP text embedding initialization=true2026.0432.61924.1
DINO2-S14Backbone=ViT-S/14, Zero-shot setting=true, Linear probing=true, CLIP text embedding initialization=true2026.0430.11721.8