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ResearchFormerly WizWand

Image Classification on CIFAR-10 40 labels

4.44Error RateFullFlex
1.474421.492241.5161.5278Dec 1, 2020Aug 31, 2021Jun 1, 2022Mar 2, 2023Nov 30, 2023Aug 30, 2024May 31, 2025
Updated 8mo ago

Evaluation results

MethodLinks
FullFlex2023.024.44
DPTcomponents=EDM and FreeMatch2023.024.68
SequenceMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.104.8
FreeMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.104.9
FreeMatchsource=original paper2023.024.9
FreeMatchsource=reproduced baseline2023.024.93
FlexMatchlabeled samples=402021.104.97
FlexMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.104.97
FlexMatch2023.024.97
DST2023.025
SimMatch2025.055.09
AdaMatch2025.055.29
SimMatchV22025.055.38
Semi-SSTBackbone=ViT-Small, Pre-training=DINO2025.056.35
CRMatch2025.056.51
DP-SSLTraining Labels=402022.056.54
MPLBackbone=Wide-ResNet-28-2, #LABEL=402023.106.62
MPL2023.026.62
STOCO2023.027.18
Boosted SSLlabeled samples=402020.127.39
FixMatchlabeled samples=402021.107.47
FixMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.107.47
FixMatch2023.027.47
FixMatch+AKC+ARC#label=402021.037.62
PPF2023.027.71
UDA2025.058.13
DASHBackbone=Wide-ResNet-28-2, #LABEL=402023.108.93
Dash2023.028.93
FixMatch#label=402021.039.05
Dash (CTA)Training Labels=402022.059.16
CoMatch2025.059.29
Super-SSTBackbone=ViT-Small, Pre-training=DINO2025.059.59
ReMixMatchlabeled samples=402021.109.88
ReMixMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.109.88
ReMixMatch2023.029.88
FixMatch2025.0510.01
UDAlabeled samples=402021.1010.62
UDABackbone=Wide-ResNet-28-2, #LABEL=402023.1010.62
UDA2023.0210.62
FixMatchlabeled samples=40, augmentation=CTA2020.1211.39
FixMatch (CTA)Training Labels=402022.0511.39
Dash2025.0512.66
DoubleMatchTraining Labels=40, Evaluation Protocol=min2022.0513.59
FlexMatch2025.0513.62
FixMatchlabeled samples=40, augmentation=RandAugment2020.1213.81
DoubleMatchTraining Labels=40, Evaluation Protocol=last 202022.0514.02
MixMatch+AKC+ARC#label=402021.0318.9
ReMixMatchlabeled samples=402020.1219.1
ReMixMatchTraining Labels=402022.0519.1
MixMatch#label=402021.0321.5
AKC+ARC#label=402021.0324.17
AKC#label=402021.0324.51
Mean teacher#label=402021.0324.67
ARC#label=402021.0325.13
Pseudo label#label=402021.0325.62
Supervised labeled#label=402021.0327.75
UDAlabeled samples=402020.1229.05
UDATraining Labels=402022.0529.05
ReMixMatch2025.0535.18
MixMatchlabeled samples=402021.1036.19
MixMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.1036.19
MixMatch2023.0236.19
MixMatchlabeled samples=402020.1247.54
MixMatchTraining Labels=402022.0547.54
Mean Teacherlabeled samples=402021.1070.09
MeanTeacherBackbone=Wide-ResNet-28-2, #LABEL=402023.1070.09
MeanTeacher2023.0270.09
VAT2025.0572.42
Π-Modellabeled samples=402021.1074.34
Pi ModelBackbone=Wide-ResNet-28-2, #LABEL=402023.1074.34
PI Model2023.0274.34
Pseudo-Labelinglabeled samples=402021.1074.61
Pseudo LabelBackbone=Wide-ResNet-28-2, #LABEL=402023.1074.61
Pseudo Label2023.0274.61
VATlabeled samples=402021.1074.66
VATBackbone=Wide-ResNet-28-2, #LABEL=402023.1074.66
VAT2023.0274.66
Mean Teacher2025.0575.95
Pseudo-Labeling2025.0576.35
Pi-Model2025.0577.18
MixMatch2025.0578.58