Image Classification on CIFAR-10 40 labels
4.44Error RateFullFlex
Evaluation Results
| Method | Links | |
|---|---|---|
| FullFlex2023.02 | 4.44 | |
| DPTcomponents=EDM and FreeMatch2023.02 | 4.68 | |
| SequenceMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 4.8 | |
| FreeMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 4.9 | |
| FreeMatchsource=original paper2023.02 | 4.9 | |
| FreeMatchsource=reproduced baseline2023.02 | 4.93 | |
| FlexMatchlabeled samples=402021.10 | 4.97 | |
| FlexMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 4.97 | |
| FlexMatch2023.02 | 4.97 | |
| DST2023.02 | 5 | |
| SimMatch2025.05 | 5.09 | |
| AdaMatch2025.05 | 5.29 | |
| SimMatchV22025.05 | 5.38 | |
| Semi-SSTBackbone=ViT-Small, Pre-training=DINO2025.05 | 6.35 | |
| CRMatch2025.05 | 6.51 | |
| DP-SSLTraining Labels=402022.05 | 6.54 | |
| MPLBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 6.62 | |
| MPL2023.02 | 6.62 | |
| STOCO2023.02 | 7.18 | |
| Boosted SSLlabeled samples=402020.12 | 7.39 | |
| FixMatchlabeled samples=402021.10 | 7.47 | |
| FixMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 7.47 | |
| FixMatch2023.02 | 7.47 | |
| FixMatch+AKC+ARC#label=402021.03 | 7.62 | |
| PPF2023.02 | 7.71 | |
| UDA2025.05 | 8.13 | |
| DASHBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 8.93 | |
| Dash2023.02 | 8.93 | |
| FixMatch#label=402021.03 | 9.05 | |
| Dash (CTA)Training Labels=402022.05 | 9.16 | |
| CoMatch2025.05 | 9.29 | |
| Super-SSTBackbone=ViT-Small, Pre-training=DINO2025.05 | 9.59 | |
| ReMixMatchlabeled samples=402021.10 | 9.88 | |
| ReMixMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 9.88 | |
| ReMixMatch2023.02 | 9.88 | |
| FixMatch2025.05 | 10.01 | |
| UDAlabeled samples=402021.10 | 10.62 | |
| UDABackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 10.62 | |
| UDA2023.02 | 10.62 | |
| FixMatchlabeled samples=40, augmentation=CTA2020.12 | 11.39 | |
| FixMatch (CTA)Training Labels=402022.05 | 11.39 | |
| Dash2025.05 | 12.66 | |
| DoubleMatchTraining Labels=40, Evaluation Protocol=min2022.05 | 13.59 | |
| FlexMatch2025.05 | 13.62 | |
| FixMatchlabeled samples=40, augmentation=RandAugment2020.12 | 13.81 | |
| DoubleMatchTraining Labels=40, Evaluation Protocol=last 202022.05 | 14.02 | |
| MixMatch+AKC+ARC#label=402021.03 | 18.9 | |
| ReMixMatchlabeled samples=402020.12 | 19.1 | |
| ReMixMatchTraining Labels=402022.05 | 19.1 | |
| MixMatch#label=402021.03 | 21.5 | |
| AKC+ARC#label=402021.03 | 24.17 | |
| AKC#label=402021.03 | 24.51 | |
| Mean teacher#label=402021.03 | 24.67 | |
| ARC#label=402021.03 | 25.13 | |
| Pseudo label#label=402021.03 | 25.62 | |
| Supervised labeled#label=402021.03 | 27.75 | |
| UDAlabeled samples=402020.12 | 29.05 | |
| UDATraining Labels=402022.05 | 29.05 | |
| ReMixMatch2025.05 | 35.18 | |
| MixMatchlabeled samples=402021.10 | 36.19 | |
| MixMatchBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 36.19 | |
| MixMatch2023.02 | 36.19 | |
| MixMatchlabeled samples=402020.12 | 47.54 | |
| MixMatchTraining Labels=402022.05 | 47.54 | |
| Mean Teacherlabeled samples=402021.10 | 70.09 | |
| MeanTeacherBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 70.09 | |
| MeanTeacher2023.02 | 70.09 | |
| VAT2025.05 | 72.42 | |
| Π-Modellabeled samples=402021.10 | 74.34 | |
| Pi ModelBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 74.34 | |
| PI Model2023.02 | 74.34 | |
| Pseudo-Labelinglabeled samples=402021.10 | 74.61 | |
| Pseudo LabelBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 74.61 | |
| Pseudo Label2023.02 | 74.61 | |
| VATlabeled samples=402021.10 | 74.66 | |
| VATBackbone=Wide-ResNet-28-2, #LABEL=402023.10 | 74.66 | |
| VAT2023.02 | 74.66 | |
| Mean Teacher2025.05 | 75.95 | |
| Pseudo-Labeling2025.05 | 76.35 | |
| Pi-Model2025.05 | 77.18 | |
| MixMatch2025.05 | 78.58 |