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Image-to-Text Retrieval on Flickr

98.8R@1LamRA
36.9252.98569.0585.115Dec 2, 2024Feb 22, 2025May 16, 2025Aug 7, 2025Oct 29, 2025Jan 20, 2026Apr 13, 2026
Updated 6mo ago

Evaluation results

MethodLinks
LamRAReranker=true2025.0798.8
U-MARVEL+Reranker=true2025.0797.7
LamRAreranking=pointwise/listwise2024.1297.6
EVA-CLIPparameters=18B2024.1296.7
U-MARVELReranker=false2025.0796.7
PE-coreArchitecture=G/142026.0496.2
UniMEReranker=false2025.0795.9
EVA-CLIPparameters=8B2024.1295.6
EVA-CLIP-8BSetting=Zero-shot2026.0295.6
SigLIP2Architecture=g/162026.0495.4
LamRA-RetReranker=false2025.0795.1
TIPSv2Architecture=g/142026.0495.1
SigLIP 2Setting=Zero-shot2026.0294.9
UniIR-CLIP2024.1294.2
SigLIPSetting=Zero-shot2026.0293.5
TIPSArchitecture=g/142026.0493
OpenCLIPArchitecture=G/142026.0492.9
LamRA-Ret2024.1292.7
VersaViTVision backbone state=Unfrozen, Projection layer fine-tuning=true, Training data alignment=30M image-text pairs2026.0292.5
VLM2VecReranker=false2025.0790.8
Long-CLIP-L2024.1289.3
VersaViTVision backbone state=Frozen, Projection layer fine-tuning=true, Training data alignment=30M image-text pairs2026.0288.3
E5-V2024.1288.2
CLIP-L2024.1287.2
CLIP-LSetting=Zero-shot2026.0285.2
CLIPArchitecture=L/142026.0485.2
MagicLens-L2024.1284.6
E5-VReranker=false2025.0784
ViT-B/16Architecture=ViT-B/16, Zero-shot evaluation=true2026.0376.5
ViT-B/16Backbone=ViT-B/16, Zero-shot=true, Role=Teacher2026.0376.5
UniIR-CLIP_SFReranker=false2025.0775
CLIP-KDBackbone=ResNet-50, Zero-shot=true2026.0374.9
CLIP-RDBackbone=ResNet-50, Zero-shot=true2026.0373
CLIP-RDBackbone=EfficientNet-B0, Zero-shot=true2026.0364.3
MagicLens-LReranker=false2025.0759.3
TinyCLIPArchitecture=TinyCLIP, Zero-shot evaluation=true2026.0358.6
CLIP-KD*Architecture=ViT-T/16, Zero-shot evaluation=true2026.0358.4
CLIP-RDArchitecture=ViT-T/16, Zero-shot evaluation=true2026.0358.3
CLIP-KDBackbone=ResNet-18, Zero-shot=true2026.0356.6
CLIP-RDBackbone=ResNet-18, Zero-shot=true2026.0354.4
CLIP-LReranker=false2025.0752.8
ResNet-50Backbone=ResNet-50, Zero-shot=true, Role=Student2026.0352.2
EfficientNet-B0Backbone=EfficientNet-B0, Zero-shot=true, Role=Student2026.0344.9
ResNet-18Backbone=ResNet-18, Zero-shot=true, Role=Student2026.0343.6
ViT-T/16Architecture=ViT-T/16, Zero-shot evaluation=true2026.0339.3