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ResearchFormerly WizWand

Image-Text Retrieval on General Domain

31.27Retrieval ScoreCLIPScore
23.241225.325627.4129.4944Nov 23, 2025
Updated 7mo ago

Evaluation results

MethodLinks
CLIPScoreRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1131.27
Concept-BalanceRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1130.31
Concept-BalanceRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1130.14
RandomRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1129.85
Concept-BalanceRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1129.66
RandomRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1129.57
Concept-FilterRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1129.54
Concept-FilterRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1129.54
RandomRetention ratio (r)=50%, Backbone=MetaCLIP-B16-400M2025.1129.29
RandomRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1129.28
VanillaBackbone=MetaCLIP-B16-400M2025.1129.23
Concept-FilterRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1129.19
CLIPScoreRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1128.81
BMCLIP2025.1128.27
CLIPScoreRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1128.09
TRAKRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1127.17
DotRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1126.93
DotRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1126.47
TracInRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1126.36
CHIPSRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1126.11
CHIPSRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1125.9
TRAKRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1125.81
CHIPSRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1125.71
DotRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1125.67
TracInRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1125.15
TracInRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1125.09
PubMedCLIP2025.1124.21
Full DatasetBackbone=MetaCLIP-B16-400M2025.1124.2
TRAKRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1124.04
BioMedCLIP2025.1123.55