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ResearchFormerly WizWand

Recognition on TU-Berlin Image Space

78.6Top-1 AccuracySupervised
15.99232.24648.564.754Mar 25, 2021
Updated 8mo ago

Evaluation results

MethodLinks
SupervisedBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0378.690.1
Ours-(L)Backbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0370.685.9
BYOLBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0365.783.7
MoCoBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0364.382.8
SimCLRBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0364.382.9
CMCBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0361.781.3
CPCBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0352.977.9
RotationBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0351.277.1
JigsawBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0345.769.8
ContextBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0343.367.5
Deep ClusterBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0338.760.2
Auto-EncoderBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0322.647.5
RandomBackbone=ResNet-50, Input Space=Image Space, Evaluation Protocol=Linear model evaluation, Feature Status=Fixed pre-trained features2021.0318.429.3