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ResearchFormerly WizWand

Image Classification on CIFAR-10 l=50000 (test)

96.47AccuracyILL
89.689291.449693.2194.9704May 22, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ILLpartial ratio (q)=0.1, noise ratio (η)=0.12023.0596.47
ILLpartial ratio (q)=0.3, noise ratio (η)=0.12023.0596.2
ILLpartial ratio (q)=0.1, noise ratio (η)=0.22023.0596.09
ILLpartial ratio (q)=0.3, noise ratio (η)=0.22023.0595.87
DALI Mixuppartial ratio (q)=0.1, noise ratio (η)=0.22023.0595.86
DALI Mixuppartial ratio (q)=0.1, noise ratio (η)=0.12023.0595.83
ILLpartial ratio (q)=0.1, noise ratio (η)=0.32023.0595.83
DALI Mixuppartial ratio (q)=0.1, noise ratio (η)=0.32023.0595.75
DALI Mixuppartial ratio (q)=0.3, noise ratio (η)=0.12023.0595.52
DALI Mixuppartial ratio (q)=0.3, noise ratio (η)=0.22023.0595.41
ILLpartial ratio (q)=0.3, noise ratio (η)=0.32023.0595.22
PiCO+ Mixuppartial ratio (q)=0.1, noise ratio (η)=0.22023.0594.74
DALI Mixuppartial ratio (q)=0.3, noise ratio (η)=0.32023.0594.67
PiCO+ Mixuppartial ratio (q)=0.1, noise ratio (η)=0.12023.0594.58
PiCO+ Mixuppartial ratio (q)=0.1, noise ratio (η)=0.32023.0594.43
DALIpartial ratio (q)=0.1, noise ratio (η)=0.12023.0594.15
DALIpartial ratio (q)=0.1, noise ratio (η)=0.22023.0594.04
PiCO+ Mixuppartial ratio (q)=0.3, noise ratio (η)=0.22023.0594.03
PiCO+ Mixuppartial ratio (q)=0.3, noise ratio (η)=0.12023.0594.02
DALIpartial ratio (q)=0.1, noise ratio (η)=0.32023.0593.77
PiCO+partial ratio (q)=0.1, noise ratio (η)=0.12023.0593.64
IRNetpartial ratio (q)=0.1, noise ratio (η)=0.12023.0593.44
DALIpartial ratio (q)=0.3, noise ratio (η)=0.12023.0593.44
DALIpartial ratio (q)=0.3, noise ratio (η)=0.22023.0593.25
PiCO+partial ratio (q)=0.1, noise ratio (η)=0.22023.0593.13
PiCO+ Mixuppartial ratio (q)=0.3, noise ratio (η)=0.32023.0592.94
IRNetpartial ratio (q)=0.3, noise ratio (η)=0.12023.0592.81
IRNetpartial ratio (q)=0.1, noise ratio (η)=0.22023.0592.57
DALIpartial ratio (q)=0.3, noise ratio (η)=0.32023.0592.42
IRNetpartial ratio (q)=0.1, noise ratio (η)=0.32023.0592.38
PiCO+partial ratio (q)=0.3, noise ratio (η)=0.12023.0592.32
PiCO+partial ratio (q)=0.3, noise ratio (η)=0.22023.0592.22
PiCO+partial ratio (q)=0.1, noise ratio (η)=0.32023.0592.18
IRNetpartial ratio (q)=0.3, noise ratio (η)=0.22023.0592.18
IRNetpartial ratio (q)=0.3, noise ratio (η)=0.32023.0591.35
PiCO+partial ratio (q)=0.3, noise ratio (η)=0.32023.0589.95