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ResearchFormerly WizWand

Image Classification on CIFAR-100 10k labels (test)

0.3277Test Error RateDual Student
-1.2267929.26602919.7588530.251671May 6, 2019Jul 2, 2020Aug 30, 2021Oct 28, 2022Dec 26, 2023Feb 22, 2025Apr 22, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Dual Studenttraining epochs=4802019.090.3277
Dual Studenttraining epochs=3002019.090.3308
MT + FSWAtraining epochs=12002019.090.3362
MT + FSWAtraining epochs=3002019.090.341
Deep CTtraining epochs=6002019.090.3463
Π + FSWAtraining epochs=3002019.090.3514
MTtraining epochs=3002019.090.3596
Temptraining epochs=3002019.090.3865
Πtraining epochs=3002019.090.3919
Suvio&Daino*Iter.=2^202026.0418.4
JEPAMatchIter.=2^172026.0418.55
FlatMatchIter.=2^202026.0419.01
RegMixMatch*Iter.=2^202026.0419.41
ReMixMatchIter.=2^202026.0420.02
CrMatchIter.=2^202026.0420.4
SimMatchIter.=2^202026.0420.58
FreeMatchIter.=2^202026.0421.68
FlexMatchIter.=2^202026.0421.9
SoftMatchIter.=2^202026.0422.03
FixMatchIter.=2^202026.0422.2
UDAIter.=2^202026.0422.49
SemCoBackbone=WideResnet-28-2, mu=7, shared_codebase=true2021.0424.45
UDABackbone=WideResnet-28-22021.0424.5
SemCoBackbone=WideResnet-28-2, mu=3, shared_codebase=true2021.0425.07
SHOT-VAEParameter Amount=36.5 M2020.1125.3
MixMatchNumber of labeled samples=10000, Model parameters=26M2019.0525.88
MixMatchParameter Amount=36.5 M2020.1125.88
FixMatchBackbone=WideResnet-28-2, mu=7, shared_codebase=true2021.0426.13
Mean TeacherParameter Amount=36.5 M2020.1127.71
MixMatchIter.=2^202026.0427.78
FixMatchBackbone=WideResnet-28-2, mu=3, shared_codebase=true2021.0428.42
MixMatchBackbone=WideResnet-28-2, shared_codebase=true2021.0428.59
SWANumber of labeled samples=10000, Model parameters=26M2019.0528.8
Pi-ModelParameter Amount=36.5 M2020.1131.12
SHOT-VAEParameter Amount=1.5 M2020.1131.41
MeanTeacherIter.=2^202026.0431.75
PLCBBackbone=CNN-132021.0432.15
LPParameter Amount=1.5 M2020.1135.92
PseudoLabelIter.=2^202026.0436.55
CT-GANParameter Amount=1.5 M2020.1137.16
VATParameter Amount=1.5 M2020.1137.78
MixupParameter Amount=1.5 M2020.1138.62
Mean TeacherParameter Amount=1.5 M2020.1138.92
Pi-ModelParameter Amount=1.5 M2020.1139.19