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ResearchFormerly WizWand

Image Classification on ImageNet (train val)

76.4AccuracyCoKe
71.09672.47373.8575.227May 24, 2021
Updated 8mo ago

Evaluation results

MethodLinks
CoKeNumber of views=8, Batch size=1024, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0576.4
NNCLRNumber of views=8, Batch size=4096, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0575.6
NNCLRNumber of views=2, Batch size=4096, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0575.4
SwAVNumber of views=8, Batch size=4096, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0575.3
DINONumber of views=8, Batch size=4096, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0575.3
DeepCluster-v2Number of views=8, Batch size=4096, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0575.2
CoKeNumber of views=2, Batch size=1024, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0574.9
BYOLNumber of views=2, Batch size=4096, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0574.3
MoCo-v3Number of views=2, Batch size=4096, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0573.8
Barlow TwinsNumber of views=2, Batch size=2048, Dimensionality=8192, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0573.2
NNCLRNumber of views=2, Batch size=1024, Dimensionality=256, Momentum encoder=true, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0572.9
CoKeNumber of views=1, Batch size=1024, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0572.5
MoCo-v2+Number of views=2, Batch size=256, Dimensionality=128, Momentum encoder=true, Memory bank=true, Backbone=ResNet-50, Protocol=Linear classification2021.0572.2
SwAVNumber of views=2, Batch size=4096, Dimensionality=128, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0571.8
SimSiamNumber of views=2, Batch size=256, Dimensionality=2048, Momentum encoder=false, Memory bank=false, Backbone=ResNet-50, Protocol=Linear classification2021.0571.3