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Image-to-Text Retrieval on ShareGPT4V 10k

95.5R@1CAFT++
60.03669.24378.4587.657Feb 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=true2026.0295.5
CAFTTraining Data Scale=30M, Training Strategy=Trained on Long-Captions from Scratch, Vision Encoder=ViT-B/16, Zero-shot=true2026.0295.1
FLAIRTraining Data Scale=30M, Training Strategy=Trained on Long-Captions from Scratch, Vision Encoder=ViT-B/16, Zero-shot=true2026.0290.3
LoTLIPTraining Data Scale=100M, Training Strategy=Trained on Long-Captions from Scratch, Vision Encoder=ViT-B/16, Zero-shot=true2026.0286.8
SigLIPTraining Data Scale=10B, Training Strategy=Trained on Short-Captions Only, Vision Encoder=ViT-B/16, Zero-shot=true2026.0283.4
Long-CLIPTraining Data Scale=400M to 1M, Training Strategy=Finetuned on Long-Captions, Vision Encoder=ViT-B/16, Zero-shot=true2026.0273.1
OpenCLIPTraining Data Scale=2B, Training Strategy=Trained on Short-Captions Only, Vision Encoder=ViT-B/16, Zero-shot=true2026.0269.6
ALIGNTraining Data Scale=700M, Training Strategy=Trained on Short-Captions Only, Vision Encoder=ViT-B/16, Zero-shot=true2026.0265.1
LiTTraining Data Scale=100M, Training Strategy=Trained on Short-Captions Only, Vision Encoder=ViT-B/16, Zero-shot=true2026.0261.4