Image Classification on ImageNet 10% labels 1K (val)
10.76Top-5 Error100% Supervised
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| 100% SupervisedBackbone=ResNet-18, #Param=11.6M, Supervision Protocol=100% Supervised2019.08 | 10.76 | 30.43 | — | — | |
| R2-D2Backbone=ResNet-18, #Param=11.6M, Supervision Protocol=Semi-supervised2019.08 | 19.52 | 41.55 | — | — | |
| Dual-View Deep Co-TrainingBackbone=ResNet-18, #Param=11.6M, Supervision Protocol=Semi-supervised2019.08 | 22.73 | 46.5 | — | — | |
| Mean TeacherBackbone=ResNet-18, #Param=11.6M, Supervision Protocol=Semi-supervised2019.08 | 23.59 | 49.07 | — | — | |
| 10% SupervisedBackbone=ResNet-18, #Param=11.6M, Supervision Protocol=10% Supervised2019.08 | 27.54 | 52.23 | — | — | |
| VAE with 10% SupervisedBackbone=Customized, #Param=30.6M, Supervision Protocol=Semi-supervised2019.08 | 35.24 | 51.59 | — | — | |
| Stochastic TransformationsBackbone=AlexNet, #Param=61.1M, Supervision Protocol=Semi-supervised2019.08 | 39.84 | — | — | — | |
| InstDiscArch=res502021.01 | 77.4 | 39.2 | — | — | |
| SupervisedArch=res50, Epochs=1002021.01 | 80.4 | 56.4 | — | — | |
| PIRLArch=res50, Epochs=8002021.01 | 83.5 | 57.2 | — | — | |
| PCLArch=res50, Epochs=2002021.01 | 86.2 | 75.6 | — | — | |
| MoCo-v2Arch=res50, Epochs=8002021.01 | 87.7 | 66.3 | — | — | |
| SimCLRArch=res50, Epochs=10002021.01 | 87.8 | 65.6 | — | — | |
| MoCo-EMANArch=res50, Epochs=8002021.01 | 88.5 | 68.1 | — | — | |
| BYOL-EMANArch=res50, Epochs=2002021.01 | 88.6 | 68.1 | — | — | |
| BYOLArch=res50, Epochs=10002021.01 | 89 | 68.8 | — | — | |
| SwAVArch=res50, Epochs=8002021.01 | 89.9 | 70.2 | — | — | |
| CPC v2Arch=res1612021.01 | 91.2 | 73.1 | — | — | |
| Barlow TwinsEncoder=ResNet-50, Evaluation Protocol=Semi-supervised (10% labels)2021.05 | — | — | 69.7 | 89.3 | |
| BYOLEncoder=ResNet-50, Evaluation Protocol=Semi-supervised (10% labels)2021.05 | — | — | 68.8 | 89 | |
| BYOLArch=RN50, Param.=23M, Evaluation Protocol=Self-supervised pretraining with finetuning2021.04 | — | — | 68.8 | — | |
| BYOLArch=RN200w2, Param.=250M, Evaluation Protocol=Self-supervised pretraining with finetuning2021.04 | — | — | 77.7 | — | |
| DINOArch=ViT-S/16, Param.=21M, Evaluation Protocol=Frozen self-supervised features2021.04 | — | — | 72.2 | — | |
| DnCEncoder=ResNet-50, Evaluation Protocol=Semi-supervised (10% labels)2021.05 | — | — | 71.1 | 90.4 | |
| FixMatchArch=RN50, Param.=23M, Evaluation Protocol=Semi-supervised methods2021.04 | — | — | 71.5 | — | |
| MoCLREncoder=ResNet-50, Evaluation Protocol=Semi-supervised (10% labels)2021.05 | — | — | 68.8 | 89.6 | |
| MPLArch=RN50, Param.=23M, Evaluation Protocol=Semi-supervised methods2021.04 | — | — | 73.9 | — | |
| SimCLREncoder=ResNet-50, Evaluation Protocol=Semi-supervised (10% labels)2021.05 | — | — | 65.6 | 87.8 | |
| SimCLRv2Arch=RN50, Param.=23M, Evaluation Protocol=Self-supervised pretraining with finetuning2021.04 | — | — | 68.4 | — | |
| SimCLRv2Arch=RN50w4, Param.=375M, Evaluation Protocol=Self-supervised pretraining with finetuning2021.04 | — | — | 74.4 | — | |
| SimCLRv2+KDArch=RN50, Param.=23M, Evaluation Protocol=Semi-supervised methods2021.04 | — | — | 70.5 | — | |
| SimCLRv2+KDArch=RN152w3+SK, Param.=794M, Evaluation Protocol=Semi-supervised methods2021.04 | — | — | 80.9 | — | |
| SwAVEncoder=ResNet-50, Evaluation Protocol=Semi-supervised (10% labels)2021.05 | — | — | 70.2 | 89.9 | |
| SwAVArch=RN50, Param.=23M, Evaluation Protocol=Self-supervised pretraining with finetuning2021.04 | — | — | 70.2 | — | |
| SwAV+CTArch=RN50, Param.=23M, Evaluation Protocol=Semi-supervised methods2021.04 | — | — | 70.8 | — | |
| UDAArch=RN50, Param.=23M, Evaluation Protocol=Self-supervised pretraining with finetuning2021.04 | — | — | 68.1 | — |