Image Classification on ImageNet 10% labels 1.0 (val)
83.8Top-1 AccuracyS4L Rotation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| S4L Rotation2020.12 | 83.8 | — | |
| PIRLEpoch=8002020.12 | 83.8 | — | |
| VAT2020.12 | 83.4 | — | |
| MoCoEpoch=2002020.12 | 83 | — | |
| SimCLREpoch=2002020.12 | 82.7 | — | |
| Pseudolabels2020.12 | 82.4 | — | |
| JigsawEpoch=902020.12 | 79.3 | — | |
| Instance D.Epoch=2002020.12 | 77.4 | — | |
| PCLEpoch=2002020.12 | 75.3 | 85.6 | |
| HEXA_DCluster (8-crop)Epoch=800, variant=bold2020.12 | 71.8 | 90.8 | |
| FixMatch2020.12 | 71.5 | 89.1 | |
| DINO + SEREBackbone=ViT-S/16, Pre-training Epochs=100, Evaluation Protocol=Semi-supervised (10% labels)2022.06 | 71.5 | 90.6 | |
| HEXA_DCluster (8-crop)Epoch=8002020.12 | 70.8 | 90.2 | |
| DeepCluster-v2Epoch=8002020.12 | 70.6 | 90.2 | |
| SWAVEpoch=800, B=40962020.12 | 70.2 | 89.9 | |
| DINOBackbone=ViT-S/16, Pre-training Epochs=100, Evaluation Protocol=Semi-supervised (10% labels)2022.06 | 70 | 89.8 | |
| HEXA_DCluster (8-crop)Epoch=200, variant=bold2020.12 | 69.4 | 89.7 | |
| HEXA_DCluster (8-crop)Epoch=2002020.12 | 69.3 | 89.3 | |
| UDA2020.12 | 68.8 | 88.5 | |
| BYOLEpoch=8002020.12 | 68.8 | 89 | |
| SWAVEpoch=200, B=40962020.12 | 68.5 | 89.2 | |
| SWAVEpoch=200, B=2562020.12 | 67.8 | 88.6 | |
| SimCLREpoch=10002020.12 | 65.6 | 87.8 | |
| HEXA_DClusterEpoch=2002020.12 | 64.9 | 87.3 | |
| HEXA_MoCoEpoch=8002020.12 | 64.1 | 86.3 | |
| MoCo-v2Epoch=8002020.12 | 63.8 | 86.2 | |
| DeepCluster-v2Epoch=2002020.12 | 63.5 | 86.3 | |
| HEXA_MoCoEpoch=2002020.12 | 62.3 | 85.1 | |
| MoCo-v2Epoch=2002020.12 | 61.5 | 84.6 | |
| Supervised2020.12 | 56.4 | 80.4 |