Linear Classification on ImageNet 1K 1.0 (val)
73.8Top-1 AccuracyLEWEL_B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LEWEL_BBackbone=ResNet-50, Epochs=4002022.03 | 73.8 | — | |
| SDMP+ (3-Mix)Backbone=ViT-S, PT Epoch=300, SSL Baseline=SWAV2021.11 | 73.8 | — | |
| SAMix-CPBackbone=ViT-S, PT Epoch=300, SSL Baseline=SWAV2021.11 | 73.8 | — | |
| CutMixBackbone=ViT-S, PT Epoch=300, SSL Baseline=SWAV2021.11 | 73.6 | — | |
| SAMix-IPBackbone=ViT-S, PT Epoch=300, SSL Baseline=SWAV2021.11 | 73.6 | — | |
| SAMix-CPBackbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V32021.11 | 73.6 | — | |
| SWAVBackbone=ViT-S, PT Epoch=300, SSL Baseline=SWAV2021.11 | 73.5 | — | |
| SAMix-IPBackbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V32021.11 | 73.4 | — | |
| i-Mix+ (2-Mix)Backbone=ViT-S, PT Epoch=300, SSL Baseline=SWAV2021.11 | 73.3 | — | |
| BYOLBackbone=ResNet-50, Epochs=400, Source=Cited from [9]2022.03 | 73.2 | — | |
| MoCo.V3Backbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V32021.11 | 73.2 | — | |
| CutMixBackbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V32021.11 | 73 | — | |
| SDMP+ (3-Mix)Backbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V22021.11 | 72.9 | — | |
| SAMix-CPBackbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V22021.11 | 72.9 | — | |
| DACL+ (1-Mix)Backbone=ViT-S, PT Epoch=300, SSL Baseline=SWAV2021.11 | 72.9 | — | |
| LEWEL_BBackbone=ResNet-50, Epochs=2002022.03 | 72.8 | 91 | |
| SAMix-IPBackbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V22021.11 | 72.8 | — | |
| SAMix-CPBackbone=ViT-S, PT Epoch=300, SSL Baseline=BYOL2021.11 | 72.8 | — | |
| MoCo.V2Backbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V22021.11 | 72.7 | — | |
| SAMix-IPBackbone=ViT-S, PT Epoch=300, SSL Baseline=BYOL2021.11 | 72.7 | — | |
| i-Mix+ (2-Mix)Backbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V32021.11 | 72.7 | — | |
| CutMixBackbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V22021.11 | 72.6 | — | |
| DACL+ (1-Mix)Backbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V22021.11 | 72.5 | — | |
| BYOLBackbone=ResNet-50, Epochs=200, Source=Reproduction2022.03 | 71.9 | 90.4 | |
| LEWEL_BBackbone=ResNet-50, Epochs=1002022.03 | 71.9 | 90.5 | |
| i-Mix+ (2-Mix)Backbone=ViT-S, PT Epoch=300, SSL Baseline=MoCo.V22021.11 | 71.8 | — | |
| BYOLBackbone=ViT-S, PT Epoch=300, SSL Baseline=BYOL2021.11 | 71.4 | — | |
| CutMixBackbone=ViT-S, PT Epoch=300, SSL Baseline=BYOL2021.11 | 71.2 | — | |
| SimSiamBackbone=ResNet-50, Epochs=400, Source=Cited from [9]2022.03 | 70.8 | — | |
| SWAVBackbone=ResNet-50, Epochs=400, Source=Cited from [9]2022.03 | 70.7 | — | |
| BYOLBackbone=ResNet-50, Epochs=200, Source=Cited from [9]2022.03 | 70.6 | — | |
| BYOLBackbone=ResNet-50, Epochs=100, Source=Reproduction2022.03 | 70.6 | 89.9 | |
| SimCLRBackbone=ResNet-50, Epochs=400, Source=Cited from [9]2022.03 | 70.4 | — | |
| SimSiamBackbone=ResNet-50, Epochs=200, Source=Cited from [9]2022.03 | 70 | — | |
| SWAVBackbone=ResNet-50, Epochs=200, Source=Cited from [9]2022.03 | 69.1 | — | |
| LEWEL_MBackbone=ResNet-50, Epochs=2002022.03 | 68.4 | 88.6 | |
| SimCLRBackbone=ResNet-50, Epochs=200, Source=Cited from [9]2022.03 | 68.3 | — | |
| SimSiamBackbone=ResNet-50, Epochs=100, Source=Cited from [9]2022.03 | 68.1 | — | |
| PCLBackbone=ResNet-50, Epochs=2002022.03 | 67.6 | — | |
| MoCov2Backbone=ResNet-50, Epochs=200, Source=Reproduction2022.03 | 67.5 | 88.1 | |
| SimCLRBackbone=ResNet-50, Epochs=2002022.03 | 66.6 | — | |
| SimCLRBackbone=ResNet-50, Epochs=100, Source=Cited from [9]2022.03 | 66.5 | — | |
| BYOLBackbone=ResNet-50, Epochs=100, Source=Cited from [9]2022.03 | 66.5 | — | |
| SWAVBackbone=ResNet-50, Epochs=100, Source=Cited from [9]2022.03 | 66.5 | — | |
| LEWEL_MBackbone=ResNet-50, Epochs=1002022.03 | 66.1 | 87.2 | |
| SimCLRBackbone=ResNet-50, Epochs=1002022.03 | 64.6 | — | |
| MoCov2Backbone=ResNet-50, Epochs=100, Source=Reproduction2022.03 | 64.5 | 86.1 | |
| InstDiscBackbone=ResNet-50, Epochs=2002022.03 | 56.5 | — |