Image Classification on ImageNet 1% labels 1.0 (val)
59.9Top-1 AccDnC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DnCEncoder=ResNet-50, Evaluation Protocol=Semi-supervised (1% labels)2021.05 | 59.9 | 83 | |
| DINO + SEREBackbone=ViT-S/16, Pre-training Epochs=100, Evaluation Protocol=Semi-supervised (1% labels)2022.06 | 55.9 | 81 | |
| Barlow TwinsEncoder=ResNet-50, Evaluation Protocol=Semi-supervised (1% labels)2021.05 | 55 | 79.2 | |
| SwAVEncoder=ResNet-50, Evaluation Protocol=Semi-supervised (1% labels)2021.05 | 53.9 | 78.5 | |
| BYOLEncoder=ResNet-50, Evaluation Protocol=Semi-supervised (1% labels)2021.05 | 53.2 | 78.4 | |
| MoCLREncoder=ResNet-50, Evaluation Protocol=Semi-supervised (1% labels)2021.05 | 53 | 79.1 | |
| DINOBackbone=ViT-S/16, Pre-training Epochs=100, Evaluation Protocol=Semi-supervised (1% labels)2022.06 | 52.1 | 77.8 | |
| SimCLREncoder=ResNet-50, Evaluation Protocol=Semi-supervised (1% labels)2021.05 | 48.3 | 75.5 | |
| HEXA_DCluster (8-crop)Epoch=800, variant=bold2020.12 | 0.573 | 0.807 | |
| PIRLEpoch=8002020.12 | 0.572 | — | |
| MoCoEpoch=2002020.12 | 0.569 | — | |
| SimCLREpoch=2002020.12 | 0.565 | — | |
| DeepCluster-v2Epoch=8002020.12 | 0.556 | 0.793 | |
| HEXA_DCluster (8-crop)Epoch=8002020.12 | 0.553 | 0.791 | |
| HEXA_DCluster (8-crop)Epoch=200, variant=bold2020.12 | 0.549 | 0.793 | |
| HEXA_DCluster (8-crop)Epoch=2002020.12 | 0.541 | 0.786 | |
| SWAVEpoch=800, B=40962020.12 | 0.539 | 0.785 | |
| S4L Rotation2020.12 | 0.534 | — | |
| BYOLEpoch=8002020.12 | 0.532 | 0.784 | |
| SWAVEpoch=200, B=40962020.12 | 0.526 | 0.777 | |
| Pseudolabels2020.12 | 0.516 | — | |
| SWAVEpoch=200, B=2562020.12 | 0.513 | 0.766 | |
| HEXA_DClusterEpoch=2002020.12 | 0.489 | 0.747 | |
| SimCLREpoch=10002020.12 | 0.483 | 0.755 | |
| VAT2020.12 | 0.47 | — | |
| DeepCluster-v2Epoch=2002020.12 | 0.467 | 0.729 | |
| JigsawEpoch=902020.12 | 0.453 | — | |
| HEXA_MoCoEpoch=8002020.12 | 0.424 | 0.702 | |
| MoCo-v2Epoch=8002020.12 | 0.423 | 0.701 | |
| HEXA_MoCoEpoch=2002020.12 | 0.394 | 0.676 | |
| Instance D.Epoch=2002020.12 | 0.392 | — | |
| MoCo-v2Epoch=2002020.12 | 0.389 | 0.674 | |
| Supervised2020.12 | 0.254 | 0.484 |