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ResearchFormerly WizWand

Image Classification on CIFAR-10N (Worst)

96.34AccuracyProMix
11.434433.477255.5277.5628Jun 8, 2021Apr 5, 2022Jan 31, 2023Nov 28, 2023Sep 24, 2024Jul 22, 2025May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ProMixBackbone=VGG-19 with BN2022.0796.34
ProMix2022.0796.34
ProMix2026.0396.34
CE+MAE (Semi)SSL=true2025.0895.12
Semi-RML++2026.0394.87
ACD-U2026.0394.64
LSL2026.0394.57
SOP+SSL=true2025.0893.24
SOP+Backbone=VGG-19 with BN2022.0793.24
Proto-semiSSL=true2025.0892.97
Pr4ReL BRe-label Model=SOP+, Selection Ratio=0.82023.1192.9
PES (Semi)SSL=true2025.0892.68
PES(Semi)Backbone=VGG-19 with BN2022.0792.68
PES (Semi)mode=Semi-supervised2022.0792.68
DivideMixSSL=true2025.0892.56
DivideMixBackbone=VGG-19 with BN2022.0792.56
Divide-Mix2022.0792.56
DivideMix2026.0392.56
Pr4ReL BRe-label Model=DivideMix, Selection Ratio=0.82023.1192.4
CORES*SSL=true2025.0891.66
CORES*Backbone=VGG-19 with BN2022.0791.66
CORES*2022.0791.66
Promix+VIBepsilon=02025.1291.24
ELR+SSL=true2025.0891.09
ELR+Backbone=VGG-19 with BN2022.0791.09
ELR+2022.0791.09
LaT-IBepsilon=02025.1287.95
(ELR+)+VIBepsilon=02025.1286.68
CALSSL=true2025.0885.36
CAL2022.0785.36
Co-Teaching+Backbone=VGG-19 with BN2022.0783.83
CE+MAESSL=false2025.0883.74
Pr4ReLRe-label Model=DivideMix, Selection Ratio=0.22023.1183.7
JoCoRSSL=true2025.0883.37
JoCoRBackbone=VGG-19 with BN2022.0783.37
Co-teaching+SSL=true2025.0883.26
Co-teaching+2022.0783.26
Negative-LSSSL=false2025.0882.99
NLSHyperparameter Selection=Best2021.0682.99
Negative-LS2022.0782.99
LSHyperparameter Selection=Best2021.0682.76
Positive-LS2022.0782.76
Pr4ReLRe-label Model=SOP+, Selection Ratio=0.22023.1182.7
F-DivSSL=false2025.0882.53
PL2021.0682.53
F-div2021.0682.53
F-Div2022.0782.53
Peer LossSSL=false2025.0882
Peer Loss2022.0782
AGCESSL=false2025.0881.43
α-MAE2026.0581.28
GCESSL=false2025.0880.66
VolMinNetSSL=false2025.0880.53
VolMinNet2022.0780.53
T-RevisionSSL=false2025.0880.48
ANL-CE2026.0580.23
NCE+AGCE2026.0579.91
Forward TSSL=false2025.0879.79
FLC2021.0679.79
Forward T2022.0779.79
NCE+RCE2026.0579.74
VIB (LGCE)epsilon=02025.1278.88
SGCE2026.0578.47
CESSL=false2025.0877.69
CE2021.0677.69
CEBackbone=VGG-19 with BN2022.0777.69
CE2022.0777.69
BLC2021.0677.61
Unhinged2026.0577.24
VIBepsilon=02025.1273.8
SIBepsilon=02025.1270.58
LaT-IBepsilon=0.052025.1264.36
LaT-IBepsilon=0.12025.1254.18
Promix+VIBepsilon=0.052025.1252.88
LaT-IBepsilon=0.22025.1243.91
SIBepsilon=0.052025.1243.39
VIBepsilon=0.052025.1243.29
VIB (LGCE)epsilon=0.052025.1243.27
(ELR+)+VIBepsilon=0.052025.1242.72
VIBepsilon=0.12025.1236.56
Promix+VIBepsilon=0.12025.1236.05
SIBepsilon=0.12025.1233.4
VIBepsilon=0.22025.1232.17
VIB (LGCE)epsilon=0.12025.1231.24
SIBepsilon=0.22025.1227.89
(ELR+)+VIBepsilon=0.12025.1226.44
VIB (LGCE)epsilon=0.22025.1224.23
Promix+VIBepsilon=0.22025.1223.79
(ELR+)+VIBepsilon=0.22025.1214.7