Linear Classification on ImageNet 1k (val)
73.5Top-1 AccuracySDMP+
Evaluation Results
| Method | Links | |
|---|---|---|
| SDMP+Backbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V3, mix_types=3-Mix2021.11 | 73.5 | |
| SAMix-CPBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V32021.11 | 73.4 | |
| SAMix-IPBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V32021.11 | 73.2 | |
| CutMixBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V32021.11 | 73 | |
| MoCo.V3Backbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V32021.11 | 72.8 | |
| MixupBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V32021.11 | 72.8 | |
| i-Mix+Backbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V3, mix_types=2-Mix2021.11 | 72.8 | |
| SAMix-CPBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=BYOL2021.11 | 72.8 | |
| SAMix-IPBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=BYOL2021.11 | 72.6 | |
| CutMixBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=BYOL2021.11 | 72.5 | |
| MixupBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=BYOL2021.11 | 72.4 | |
| BYOLBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=BYOL2021.11 | 72.3 | |
| SAMix-CPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimSiam2021.11 | 70.5 | |
| SAMix-IPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimSiam2021.11 | 70.4 | |
| CutMixBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimSiam2021.11 | 70.3 | |
| MixupBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimSiam2021.11 | 70.1 | |
| SimSiamBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimSiam2021.11 | 70 | |
| SAMix-CPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV2021.11 | 69.9 | |
| SAMix-IPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV2021.11 | 69.8 | |
| CutMixBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV2021.11 | 69.5 | |
| i-Mix+Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV, mix_types=2-Mix2021.11 | 69.4 | |
| MixupBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV2021.11 | 69.2 | |
| SWAVBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV2021.11 | 69.1 | |
| SAMix-CPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR2021.11 | 62.4 | |
| SDMP+Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR, mix_types=3-Mix2021.11 | 62.3 | |
| SAMix-IPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR2021.11 | 62.2 | |
| SAMix-CPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V12021.11 | 61.9 | |
| CutMixBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR2021.11 | 61.8 | |
| i-Mix+Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR, mix_types=2-Mix2021.11 | 61.7 | |
| SDMP+Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V1, mix_types=3-Mix2021.11 | 61.7 | |
| SAMix-IPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V12021.11 | 61.7 | |
| SimCLRBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR2021.11 | 61.6 | |
| MixupBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR2021.11 | 61.6 | |
| CutMixBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V12021.11 | 61.5 | |
| i-Mix+Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V1, mix_types=2-Mix2021.11 | 61.4 | |
| MixupBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V12021.11 | 61.2 | |
| MoCo.V1Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V12021.11 | 61 |