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ResearchFormerly WizWand

Image Classification on CIFAR-100 l=50000 (test)

0.7753AccuracyILL
0.6162840.6575670.698850.740133May 22, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ILLpartial ratio (q)=0.01, noise ratio (η)=0.12023.050.7753
ILLpartial ratio (q)=0.05, noise ratio (η)=0.12023.050.7707
ILLpartial ratio (q)=0.01, noise ratio (η)=0.22023.050.7696
DALI Mixuppartial ratio (q)=0.05, noise ratio (η)=0.12023.050.7687
DALI Mixuppartial ratio (q)=0.01, noise ratio (η)=0.22023.050.7655
DALI Mixuppartial ratio (q)=0.01, noise ratio (η)=0.12023.050.7652
ILLpartial ratio (q)=0.01, noise ratio (η)=0.32023.050.7643
ILLpartial ratio (q)=0.05, noise ratio (η)=0.22023.050.7634
DALI Mixuppartial ratio (q)=0.01, noise ratio (η)=0.32023.050.7609
DALI Mixuppartial ratio (q)=0.05, noise ratio (η)=0.22023.050.7523
ILLpartial ratio (q)=0.05, noise ratio (η)=0.32023.050.7513
PiCO+ Mixuppartial ratio (q)=0.01, noise ratio (η)=0.12023.050.7504
DALI Mixuppartial ratio (q)=0.05, noise ratio (η)=0.32023.050.7449
PiCO+ Mixuppartial ratio (q)=0.01, noise ratio (η)=0.22023.050.7431
PiCO+ Mixuppartial ratio (q)=0.05, noise ratio (η)=0.12023.050.7306
DALIpartial ratio (q)=0.05, noise ratio (η)=0.12023.050.7228
DALIpartial ratio (q)=0.01, noise ratio (η)=0.12023.050.7226
DALIpartial ratio (q)=0.01, noise ratio (η)=0.22023.050.7198
PiCO+ Mixuppartial ratio (q)=0.01, noise ratio (η)=0.32023.050.7179
PiCO+partial ratio (q)=0.01, noise ratio (η)=0.12023.050.7142
PiCO+ Mixuppartial ratio (q)=0.05, noise ratio (η)=0.22023.050.7137
DALIpartial ratio (q)=0.05, noise ratio (η)=0.22023.050.7135
IRNetpartial ratio (q)=0.01, noise ratio (η)=0.12023.050.7117
DALIpartial ratio (q)=0.01, noise ratio (η)=0.32023.050.7104
IRNetpartial ratio (q)=0.05, noise ratio (η)=0.12023.050.7073
PiCO+partial ratio (q)=0.01, noise ratio (η)=0.22023.050.7022
IRNetpartial ratio (q)=0.01, noise ratio (η)=0.22023.050.701
DALIpartial ratio (q)=0.05, noise ratio (η)=0.32023.050.7005
PiCO+partial ratio (q)=0.05, noise ratio (η)=0.12023.050.694
IRNetpartial ratio (q)=0.05, noise ratio (η)=0.22023.050.6933
IRNetpartial ratio (q)=0.01, noise ratio (η)=0.32023.050.6877
IRNetpartial ratio (q)=0.05, noise ratio (η)=0.32023.050.6809
PiCO+ Mixuppartial ratio (q)=0.05, noise ratio (η)=0.32023.050.6756
PiCO+partial ratio (q)=0.05, noise ratio (η)=0.22023.050.6667
PiCO+partial ratio (q)=0.01, noise ratio (η)=0.32023.050.6614
PiCO+partial ratio (q)=0.05, noise ratio (η)=0.32023.050.6224