Image Classification on CIFAR-100 2500 labels
9.42Error RateFlexMatch + SemiReward
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FlexMatch + SemiRewardBackbone=Vision Transformer (ViT), Pre-trained=ImageNet, SemiReward (+SR)=true2023.10 | 9.42 | — | |
| FlexMatchBackbone=Vision Transformer (ViT), Pre-trained=ImageNet, SemiReward (+SR)=false2023.10 | 10.82 | — | |
| Semi-SSTBackbone=ViT-Small, Pre-training=DINO2025.05 | 16.62 | — | |
| Super-SSTBackbone=ViT-Small, Pre-training=DINO2025.05 | 18.51 | — | |
| JEPAMatchIter.=2^172026.04 | 22.59 | — | |
| Suvio&Daino*Iter.=2^202026.04 | 23 | — | |
| RegMixMatch*Iter.=2^202026.04 | 23.78 | — | |
| FlexMatch2025.05 | 24.13 | — | |
| SimMatchIter.=2^202026.04 | 25.07 | — | |
| FlatMatchIter.=2^202026.04 | 25.38 | — | |
| CrMatchIter.=2^202026.04 | 25.43 | — | |
| UDA2025.05 | 25.72 | — | |
| SequenceMatchBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 25.99 | — | |
| ReMixMatch2021.10 | 26.03 | — | |
| ReMixMatchBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 26.03 | — | |
| ReMixMatchIter.=2^202026.04 | 26.03 | — | |
| AdaMatch2025.05 | 26.17 | — | |
| SimMatchV22025.05 | 26.21 | — | |
| FreeMatchBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 26.47 | — | |
| FreeMatchIter.=2^202026.04 | 26.47 | — | |
| FlexMatch2021.10 | 26.49 | — | |
| FlexMatchBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 26.49 | — | |
| FlexMatchIter.=2^202026.04 | 26.49 | — | |
| SimMatch2025.05 | 26.66 | — | |
| SoftMatchIter.=2^202026.04 | 26.66 | — | |
| DoubleMatchBackbone=Wide ResNet-28-8, Training Labels=2500, Evaluation Protocol=min2022.05 | 27.07 | — | |
| DASHBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 27.15 | — | |
| ReMixMatchBackbone=Wide ResNet-28-8, Training Labels=25002022.05 | 27.43 | — | |
| CoMatch2025.05 | 27.47 | — | |
| DoubleMatchBackbone=Wide ResNet-28-8, Training Labels=2500, Evaluation Protocol=last 202022.05 | 27.48 | — | |
| FixMatch2025.05 | 27.51 | — | |
| MPLBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 27.71 | — | |
| Dash2025.05 | 27.71 | — | |
| UDA2021.10 | 27.73 | — | |
| UDABackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 27.73 | — | |
| UDAIter.=2^202026.04 | 27.73 | — | |
| Dash (CTA)Backbone=Wide ResNet-28-8, Training Labels=25002022.05 | 27.85 | — | |
| DP-SSLBackbone=Wide ResNet-28-8, Training Labels=25002022.05 | 28 | — | |
| FixMatch2021.10 | 28.03 | — | |
| FixMatchBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 28.03 | — | |
| FixMatchIter.=2^202026.04 | 28.03 | — | |
| FixMatch (CTA)Backbone=Wide ResNet-28-8, Training Labels=25002022.05 | 28.64 | — | |
| CRMatch2025.05 | 29.78 | — | |
| SemCoBackbone=WideResnet-28-2, mu=7, shared_codebase=true2021.04 | 31.93 | — | |
| UDABackbone=WideResnet-28-22021.04 | 33.13 | — | |
| UDABackbone=Wide ResNet-28-8, Training Labels=25002022.05 | 33.13 | — | |
| FixMatchBackbone=WideResnet-28-2, mu=7, shared_codebase=true2021.04 | 33.64 | — | |
| SemCoBackbone=WideResnet-28-2, mu=3, shared_codebase=true2021.04 | 33.8 | — | |
| FixMatchBackbone=WideResnet-28-2, mu=3, shared_codebase=true2021.04 | 38.45 | — | |
| ReMixMatch2025.05 | 39.29 | — | |
| MixMatchBackbone=WideResnet-28-2, shared_codebase=true2021.04 | 39.7 | — | |
| MixMatch2021.10 | 39.76 | — | |
| MixMatchBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 39.76 | — | |
| MixMatchIter.=2^202026.04 | 39.76 | — | |
| MixMatchBackbone=Wide ResNet-28-8, Training Labels=25002022.05 | 39.94 | — | |
| VAT2025.05 | 44.37 | — | |
| Mean Teacher2021.10 | 45.17 | — | |
| MeanTeacherBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 45.17 | — | |
| MeanTeacherIter.=2^202026.04 | 45.17 | — | |
| MixMatch2025.05 | 46.2 | — | |
| VAT2021.10 | 46.84 | — | |
| VATBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 46.84 | — | |
| Mean Teacher2025.05 | 55.37 | — | |
| Pseudo-Labeling2025.05 | 56.4 | — | |
| Pseudo-Labeling2021.10 | 57.74 | — | |
| Pseudo LabelBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 57.74 | — | |
| PseudoLabelIter.=2^202026.04 | 57.74 | — | |
| Pi-Model2025.05 | 58.33 | — | |
| Π-Model2021.10 | 58.8 | — | |
| Pi ModelBackbone=Wide-ResNet-28-8, #LABEL=25002023.10 | 58.8 | — | |
| FixMatchBackbone=WRN-28-8, Label Amount=25002021.10 | — | 29.19 | |
| Flex-PLBackbone=WRN-28-8, Label Amount=25002021.10 | — | 56.72 | |
| Flex-UDABackbone=WRN-28-8, Label Amount=25002021.10 | — | 29.33 | |
| FlexMatchBackbone=WRN-28-8, Label Amount=25002021.10 | — | 28.11 | |
| PLBackbone=WRN-28-8, Label Amount=25002021.10 | — | 58.38 | |
| UDABackbone=WRN-28-8, Label Amount=25002021.10 | — | 29.92 |