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ResearchFormerly WizWand

Linear Classification on ImageNet 1k (val)

73.5Top-1 AccuracySDMP+
60.563.87567.2570.625Nov 30, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SDMP+Backbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V3, mix_types=3-Mix2021.1173.5
SAMix-CPBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V32021.1173.4
SAMix-IPBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V32021.1173.2
CutMixBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V32021.1173
MoCo.V3Backbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V32021.1172.8
MixupBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V32021.1172.8
i-Mix+Backbone=ResNet-50, Pre-training Epochs=300, SSL Framework=MoCo.V3, mix_types=2-Mix2021.1172.8
SAMix-CPBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=BYOL2021.1172.8
SAMix-IPBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=BYOL2021.1172.6
CutMixBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=BYOL2021.1172.5
MixupBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=BYOL2021.1172.4
BYOLBackbone=ResNet-50, Pre-training Epochs=300, SSL Framework=BYOL2021.1172.3
SAMix-CPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimSiam2021.1170.5
SAMix-IPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimSiam2021.1170.4
CutMixBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimSiam2021.1170.3
MixupBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimSiam2021.1170.1
SimSiamBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimSiam2021.1170
SAMix-CPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV2021.1169.9
SAMix-IPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV2021.1169.8
CutMixBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV2021.1169.5
i-Mix+Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV, mix_types=2-Mix2021.1169.4
MixupBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV2021.1169.2
SWAVBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SWAV2021.1169.1
SAMix-CPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR2021.1162.4
SDMP+Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR, mix_types=3-Mix2021.1162.3
SAMix-IPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR2021.1162.2
SAMix-CPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V12021.1161.9
CutMixBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR2021.1161.8
i-Mix+Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR, mix_types=2-Mix2021.1161.7
SDMP+Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V1, mix_types=3-Mix2021.1161.7
SAMix-IPBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V12021.1161.7
SimCLRBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR2021.1161.6
MixupBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=SimCLR2021.1161.6
CutMixBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V12021.1161.5
i-Mix+Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V1, mix_types=2-Mix2021.1161.4
MixupBackbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V12021.1161.2
MoCo.V1Backbone=ResNet-50, Pre-training Epochs=200, SSL Framework=MoCo.V12021.1161