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Text-to-Image Retrieval on MS-COCO (Hard)

43.5Recall@1BEIT-3
2.73213.31623.934.484Feb 19, 2026

Evaluation results

MethodLinks
BEIT-3Config=COCO-Finetuned, Zero-Shot=false2026.0243.573.987
Visual Model Checking + BEITZero-Shot=false2026.0239.171.791.3
SigLIPParameters=400M, Zero-Shot=true2026.0230.447.869.6
CLIPBackbone=ViT-H, QuickGELU=true, Zero-Shot=true2026.0228.341.367.4
ALIGNZero-Shot=true2026.0228.341.356.5
Visual Model Checking + ALIGNZero-Shot=true2026.0226.154.371.7
Visual Model Checking (base)Zero-Shot=true2026.0219.64973.9
CLIPBackbone=ViT-B, Zero-Shot=true2026.0215.24356.5
Visual Model Checking + CLIPZero-Shot=true2026.024.326.156.5