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ResearchFormerly WizWand

Image Classification on General Domain 31 tasks

57.97CLS ScoreBMCLIP
5.668419.246732.82546.4033Nov 23, 2025
Updated 7mo ago

Evaluation results

MethodLinks
BMCLIP2025.1157.97
CLIPScoreRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1153.39
VanillaBackbone=MetaCLIP-B16-400M2025.1153.15
RandomRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1152.21
Concept-BalanceRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1151.95
Concept-FilterRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1151.81
RandomRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1151.39
Concept-BalanceRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1151.38
Concept-FilterRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1151.25
CLIPScoreRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1151.25
Concept-BalanceRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1151.13
RandomRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1150.98
CLIPScoreRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1150.76
Concept-FilterRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1150.63
RandomRetention ratio (r)=50%, Backbone=MetaCLIP-B16-400M2025.1150.56
Full DatasetBackbone=MetaCLIP-B16-400M2025.1149.72
DotRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1148.27
TRAKRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1148.24
CHIPSRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1147.88
TRAKRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1147.54
DotRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1147.5
CHIPSRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1147.45
TracInRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.1147.26
TracInRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.1146.79
DotRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1146.39
CHIPSRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1146.34
TRAKRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1146.29
TracInRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.1146.23
PubMedCLIP2025.1119.05
BioMedCLIP2025.117.68