Image Classification on ImageNet (train val)
76.4AccuracyCoKe
Evaluation Results
| Method | Links | |
|---|---|---|
| CoKeNumber of views=8, Batch size=1024, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 76.4 | |
| NNCLRNumber of views=8, Batch size=4096, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 75.6 | |
| NNCLRNumber of views=2, Batch size=4096, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 75.4 | |
| SwAVNumber of views=8, Batch size=4096, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 75.3 | |
| DINONumber of views=8, Batch size=4096, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 75.3 | |
| DeepCluster-v2Number of views=8, Batch size=4096, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 75.2 | |
| CoKeNumber of views=2, Batch size=1024, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 74.9 | |
| BYOLNumber of views=2, Batch size=4096, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 74.3 | |
| MoCo-v3Number of views=2, Batch size=4096, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 73.8 | |
| Barlow TwinsNumber of views=2, Batch size=2048, Dimensionality=8192, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 73.2 | |
| NNCLRNumber of views=2, Batch size=1024, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 72.9 | |
| CoKeNumber of views=1, Batch size=1024, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 72.5 | |
| MoCo-v2+Number of views=2, Batch size=256, Dimensionality=128, Momentum encoder=true, Memory bank=true, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 72.2 | |
| SwAVNumber of views=2, Batch size=4096, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 71.8 | |
| SimSiamNumber of views=2, Batch size=256, Dimensionality=2048, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.05 | 71.3 |