Image Classification on CIFAR-100 10000 labels
8.99Error RateFlexMatch + SemiReward
Evaluation Results
| Method | Links | |
|---|---|---|
| FlexMatch + SemiRewardBackbone=Vision Transformer (ViT), Pre-trained=ImageNet, SemiReward (+SR)=true2023.10 | 8.99 | |
| FlexMatchBackbone=Vision Transformer (ViT), Pre-trained=ImageNet, SemiReward (+SR)=false2023.10 | 10.22 | |
| Semi-SSTBackbone=ViT-Small, Pre-training=DINO2025.05 | 13.5 | |
| Super-SSTBackbone=ViT-Small, Pre-training=DINO2025.05 | 14.2 | |
| Fully-SupervisedBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 19.3 | |
| FlexMatch2025.05 | 19.89 | |
| ReMixMatch2021.10 | 20.02 | |
| ReMixMatchBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 20.02 | |
| UDA2025.05 | 20.04 | |
| SequenceMatchBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 20.1 | |
| DoubleMatchBackbone=Wide ResNet-28-8, Training Labels=10000, Evaluation Protocol=min2022.05 | 21.22 | |
| SimMatchV22025.05 | 21.5 | |
| FreeMatchBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 21.68 | |
| DoubleMatchBackbone=Wide ResNet-28-8, Training Labels=10000, Evaluation Protocol=last 202022.05 | 21.69 | |
| MPLBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 21.74 | |
| AdaMatch2025.05 | 21.75 | |
| DASHBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 21.88 | |
| CoMatch2025.05 | 21.89 | |
| FlexMatch2021.10 | 21.9 | |
| FlexMatchBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 21.9 | |
| SimMatch2025.05 | 21.99 | |
| Dash2025.05 | 22.06 | |
| CRMatch2025.05 | 22.11 | |
| FixMatch2021.10 | 22.2 | |
| FixMatchBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 22.2 | |
| DP-SSLBackbone=Wide ResNet-28-8, Training Labels=100002022.05 | 22.24 | |
| UDA2021.10 | 22.49 | |
| UDABackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 22.49 | |
| Dash (CTA)Backbone=Wide ResNet-28-8, Training Labels=100002022.05 | 22.77 | |
| ReMixMatchBackbone=Wide ResNet-28-8, Training Labels=100002022.05 | 23.03 | |
| FixMatch2025.05 | 23.12 | |
| FixMatch (CTA)Backbone=Wide ResNet-28-8, Training Labels=100002022.05 | 23.18 | |
| UDABackbone=Wide ResNet-28-8, Training Labels=100002022.05 | 24.5 | |
| ReMixMatch2025.05 | 27.74 | |
| MixMatch2021.10 | 27.78 | |
| MixMatchBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 27.78 | |
| MixMatchBackbone=Wide ResNet-28-8, Training Labels=100002022.05 | 28.31 | |
| VAT2025.05 | 31.39 | |
| Mean Teacher2021.10 | 31.75 | |
| MeanTeacherBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 31.75 | |
| VAT2021.10 | 32.14 | |
| VATBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 32.14 | |
| MixMatch2025.05 | 32.14 | |
| Pseudo-Labeling2021.10 | 36.55 | |
| Pseudo LabelBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 36.55 | |
| Mean Teacher2025.05 | 36.58 | |
| Π-Model2021.10 | 36.65 | |
| Pi ModelBackbone=Wide-ResNet-28-8, #LABEL=100002023.10 | 36.65 | |
| Pseudo-Labeling2025.05 | 36.73 | |
| Pi-Model2025.05 | 36.83 |