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Image Retrieval on Flickr30K 1K

84.9R@1ALIGN
27.742.5557.472.25May 28, 2022Jan 19, 2023Sep 12, 2023May 6, 2024Dec 28, 2024Aug 21, 2025Apr 15, 2026

Evaluation results

MethodLinks
ALIGN#Img=1.2B, fine-tuned=true2023.0484.997.498.6
SoftMask++#Img=4M, fine-tuned=true2023.0484.696.898.5
TCL#Img=4M, fine-tuned=true2023.048496.798.5
CODIS#Img=4M, fine-tuned=true2023.0483.396.197.8
ALBEF#Img=4M, fine-tuned=true2023.0482.896.798.4
InternVL3-8BEvaluation Protocol=Zero-shot, Tuning Strategy=SLQ2026.0480.994.997.1
VILLA#Img=4M, fine-tuned=true2023.0476.394.296.8
UNITER#Img=4M, fine-tuned=true2023.0475.694.196.8
UNIMO#Img=4M, fine-tuned=true2023.0474.793.596.1
SOHO#Img=200K, fine-tuned=true2023.0472.592.796.1
InternVL3-8BEvaluation Protocol=Zero-shot, Tuning Strategy=LoRA2026.046988.793.8
E5-V-7BEvaluation Protocol=Zero-shot2026.0467.889.293.6
InternVL3-8BEvaluation Protocol=Zero-shot, Tuning Strategy=Full FT2026.0464.986.591.7
InternVL3-1BEvaluation Protocol=Zero-shot, Tuning Strategy=SLQ2026.0464.887.392.2
ViLT#Img=4M, fine-tuned=true2023.0464.488.793.8
InternVL3-1BEvaluation Protocol=Zero-shot, Tuning Strategy=Full FT2026.0461.284.389.7
InternVL3-1BEvaluation Protocol=Zero-shot, Tuning Strategy=LoRA2026.0460.484.690.2
CYCLIPEvaluation Protocol=Fine-tuned2022.0547.376.685.4
CLIPEvaluation Protocol=Fine-tuned2022.0546.374.783.6
CYCLIPEvaluation Protocol=Zero-shot2022.0530.957.869.1
CLIPEvaluation Protocol=Zero-shot2022.0529.957.268