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ResearchFormerly WizWand

Image Classification on CIFAR-10N (Aggregate)

97.65AccuracyProMix
11.27833.701556.12578.5485Jun 8, 2021Apr 5, 2022Jan 31, 2023Nov 28, 2023Sep 24, 2024Jul 22, 2025May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ProMixBackbone=VGG-19 with BN2022.0797.65
ProMix2022.0797.65
ProMix2026.0397.65
Semi-RML++2026.0396.84
ACD-U2026.0396.46
CE+MAE (Semi)SSL=true2025.0895.95
SOP+SSL=true2025.0895.61
SOP+Backbone=VGG-19 with BN2022.0795.61
CORES*SSL=true2025.0895.25
CORES*Backbone=VGG-19 with BN2022.0795.25
CORES*2022.0795.25
Proto-semiSSL=true2025.0895.03
DivideMixSSL=true2025.0895.01
DivideMixBackbone=VGG-19 with BN2022.0795.01
Divide-Mix2022.0795.01
DivideMix2026.0395.01
ELR+SSL=true2025.0894.83
ELR+Backbone=VGG-19 with BN2022.0794.83
ELR+2022.0794.83
PES (Semi)SSL=true2025.0894.66
PES(Semi)Backbone=VGG-19 with BN2022.0794.66
PES (Semi)mode=Semi-supervised2022.0794.66
LaT-IBepsilon=02025.1294.17
(ELR+)+VIBepsilon=02025.1292.65
Promix+VIBepsilon=02025.1292.35
Negative-LSSSL=false2025.0891.97
CALSSL=true2025.0891.97
NLSHyperparameter Selection=Best2021.0691.97
Negative-LS2022.0791.97
CAL2022.0791.97
CE+MAESSL=false2025.0891.8
F-DivSSL=false2025.0891.64
F-div2021.0691.64
F-Div2022.0791.64
LSHyperparameter Selection=Best2021.0691.57
Positive-LS2022.0791.57
JoCoRSSL=true2025.0891.44
JoCoRBackbone=VGG-19 with BN2022.0791.44
Co-Teaching+Backbone=VGG-19 with BN2022.0791.2
Peer LossSSL=false2025.0890.75
PL2021.0690.75
Peer Loss2022.0790.75
α-MAE2026.0590.67
SGCE2026.0590.62
Co-teaching+SSL=true2025.0890.61
Co-teaching+2022.0790.61
Unhinged2026.0590.34
SIBepsilon=02025.1289.99
VolMinNetSSL=false2025.0889.7
VolMinNet2022.0789.7
ANL-CE2026.0589.66
NCE+AGCE2026.0589.27
NCE+RCE2026.0589.17
AGCESSL=false2025.0888.81
T-RevisionSSL=false2025.0888.52
Forward TSSL=false2025.0888.24
FLC2021.0688.24
Forward T2022.0788.24
BLC2021.0688.13
GCESSL=false2025.0887.85
CESSL=false2025.0887.77
CE2021.0687.77
CEBackbone=VGG-19 with BN2022.0787.77
CE2022.0787.77
VIBepsilon=02025.1286.11
VIB (LGCE)epsilon=02025.1285.7
LaT-IBepsilon=0.052025.1269.38
LaT-IBepsilon=0.12025.1260.66
SIBepsilon=0.052025.1256.48
VIB (LGCE)epsilon=0.052025.1254.15
VIBepsilon=0.052025.1252.33
Promix+VIBepsilon=0.052025.1251.27
LaT-IBepsilon=0.22025.1249.64
SIBepsilon=0.12025.1246.62
VIB (LGCE)epsilon=0.12025.1244.84
VIBepsilon=0.12025.1243.18
(ELR+)+VIBepsilon=0.052025.1239.88
SIBepsilon=0.22025.1238.14
VIBepsilon=0.22025.1236.63
Promix+VIBepsilon=0.12025.1236.43
VIB (LGCE)epsilon=0.22025.1234.72
(ELR+)+VIBepsilon=0.12025.1223.16
Promix+VIBepsilon=0.22025.1220.49
(ELR+)+VIBepsilon=0.22025.1214.6