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Text-to-Image Retrieval on ShareGPT4V 1k

99Recall@1CAFT++
79.2484.3789.594.63Feb 3, 2026

Evaluation results

MethodLinks
CAFT++Training Data Scale=30M, Training Strategy=Trained on Long-Captions from Scratch, Vision Encoder=ViT-B/16, Zero-shot=true2026.0299
CAFTTraining Data Scale=30M, Training Strategy=Trained on Long-Captions from Scratch, Vision Encoder=ViT-B/16, Zero-shot=true2026.0298.8
TULIPTraining Data Scale=400M to 1M, Training Strategy=Finetuned on Long-Captions, Vision Encoder=ViT-B/16, Zero-shot=true2026.0298.6
FLAIRTraining Data Scale=30M, Training Strategy=Trained on Long-Captions from Scratch, Vision Encoder=ViT-B/16, Zero-shot=true2026.0298
FG-CLIPTraining Data Scale=400M to 1.6B, Training Strategy=Finetuned on Long-Captions, Vision Encoder=ViT-B/16, Zero-shot=true2026.0294.9
OpenCLIPTraining Data Scale=2B, Training Strategy=Trained on Short-Captions Only, Vision Encoder=ViT-B/16, Zero-shot=true2026.0287.7
Long-CLIPTraining Data Scale=400M to 1M, Training Strategy=Finetuned on Long-Captions, Vision Encoder=ViT-B/16, Zero-shot=true2026.0287.4
LoTLIPTraining Data Scale=100M, Training Strategy=Trained on Long-Captions from Scratch, Vision Encoder=ViT-B/16, Zero-shot=true2026.0286.8
ALIGNTraining Data Scale=700M, Training Strategy=Trained on Short-Captions Only, Vision Encoder=ViT-B/16, Zero-shot=true2026.0285.3
SigLIPTraining Data Scale=10B, Training Strategy=Trained on Short-Captions Only, Vision Encoder=ViT-B/16, Zero-shot=true2026.0283.4
LiTTraining Data Scale=100M, Training Strategy=Trained on Short-Captions Only, Vision Encoder=ViT-B/16, Zero-shot=true2026.0280