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Transferability Estimation on CIFAR-10

0.949Weighted Kendall's TauSFDA
-0.083720.184390.45250.72061Jul 7, 2022

Evaluation results

MethodLinks
SFDAWall-Clock Time (s)=576.6, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.070.949—
LogMEWall-Clock Time (s)=23.5, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.070.852—
LEEPWall-Clock Time (s)=22.3, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.070.824—
NLEEPWall-Clock Time (s)=11000, Backbone=11 Supervised CNN models, Pre-trained=ImageNet2022.070.806—
SFDA2022.070.748—
SFDAModel type=ViT models2022.070.743121.7
LogMEModel type=ViT models2022.070.74113.1
LogME2022.070.687—
NLEEPModel type=ViT models2022.070.6748,000
SFDAWall-Clock Time (s)=504.12022.070.619—
NLEEP2022.070.491—
LogMEWall-Clock Time (s)=89.32022.070.295—
NLEEPWall-Clock Time (s)=80002022.07-0.044—