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ResearchFormerly WizWand

Image Classification on CIFAR-10 0.2% fraction (test)

47.1AccuracyForgetting + DCPI
15.58823.76931.9540.131Oct 2, 2024
Updated 7mo ago

Evaluation results

MethodLinks
Forgetting + DCPIEvaluation Architecture=ConvNet, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.1047.1
DCPITrain Architecture=ConvNet, Test Architecture=ConvNet2024.1047.1
DCPITrain Architecture=LeNet, Test Architecture=ConvNet2024.1046.6
k-Center + DCPIEvaluation Architecture=ConvNet, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.1046.5
DCPITrain Architecture=MLP, Test Architecture=ConvNet2024.1046.5
DCPITrain Architecture=VGG, Test Architecture=ConvNet2024.1046.4
Herding + DCPIEvaluation Architecture=ConvNet, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.1046.3
DCPITrain Architecture=AlexNet, Test Architecture=ConvNet2024.1046.2
DCPITrain Architecture=ResNet, Test Architecture=ConvNet2024.1045.9
DCTrain Architecture=ConvNet, Test Architecture=ConvNet2024.1044.5
Forgetting + DCPIEvaluation Architecture=ResNet, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.1038.1
DCPITrain Architecture=ConvNet, Test Architecture=ResNet2024.1037.5
Herding + DCPIEvaluation Architecture=ResNet, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.1036.9
DCTrain Architecture=AlexNet, Test Architecture=ConvNet2024.1036.9
DCPITrain Architecture=MLP, Test Architecture=ResNet2024.1036.5
Herding + DCPIEvaluation Architecture=VGG, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.1036.4
DCTrain Architecture=ResNet, Test Architecture=ConvNet2024.1036.2
DCTrain Architecture=ConvNet, Test Architecture=ResNet2024.1036.2
DCPITrain Architecture=LeNet, Test Architecture=ResNet2024.1036.1
DCPITrain Architecture=ResNet, Test Architecture=ResNet2024.1036.1
DCPITrain Architecture=AlexNet, Test Architecture=ResNet2024.1036.1
k-Center + DCPIEvaluation Architecture=ResNet, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.1036
k-Center + DCPIEvaluation Architecture=AlexNet, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.1036
DCTrain Architecture=LeNet, Test Architecture=ConvNet2024.1035.8
DCPITrain Architecture=VGG, Test Architecture=ResNet2024.1035.8
Forgetting + DCPIEvaluation Architecture=AlexNet, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.1035.7
Forgetting + DCPIEvaluation Architecture=VGG, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.1035.3
Forgetting + DCPIEvaluation Architecture=LeNet, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.1035
DCPITrain Architecture=AlexNet, Test Architecture=LeNet2024.1034.6
k-Center + DCPIEvaluation Architecture=LeNet, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.1034.4
k-Center + DCPIEvaluation Architecture=VGG, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.1034.3
DCTrain Architecture=ResNet, Test Architecture=ResNet2024.1033.6
DCTrain Architecture=VGG, Test Architecture=ConvNet2024.1033.5
Herding + DCPIEvaluation Architecture=AlexNet, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.1033.2
Forgetting + DCPIEvaluation Architecture=MLP, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.1033.1
Herding + DCPIEvaluation Architecture=LeNet, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.1032.4
DCTrain Architecture=AlexNet, Test Architecture=LeNet2024.1032.2
DCTrain Architecture=AlexNet, Test Architecture=ResNet2024.1031.5
k-Center + DCPIEvaluation Architecture=MLP, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.1031.4
Herding + DCPIEvaluation Architecture=MLP, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.1030.4
DCTrain Architecture=LeNet, Test Architecture=ResNet2024.1029.7
DCTrain Architecture=MLP, Test Architecture=ConvNet2024.1029
DCPITrain Architecture=LeNet, Test Architecture=LeNet2024.1028.8
DCPITrain Architecture=MLP, Test Architecture=LeNet2024.1028.5
DCPITrain Architecture=VGG, Test Architecture=LeNet2024.1028.3
DCTrain Architecture=MLP, Test Architecture=LeNet2024.1028
HerdingEvaluation Architecture=ResNet, Coreset Initialization=Herding2024.1026.2
DCPITrain Architecture=ResNet, Test Architecture=LeNet2024.1025.9
ForgettingEvaluation Architecture=LeNet, Coreset Initialization=Forgetting2024.1025.5
ForgettingEvaluation Architecture=AlexNet, Coreset Initialization=Forgetting2024.1025.5
HerdingEvaluation Architecture=ConvNet, Coreset Initialization=Herding2024.1025.1
ForgettingEvaluation Architecture=ResNet, Coreset Initialization=Forgetting2024.1024.7
DCPITrain Architecture=ConvNet, Test Architecture=LeNet2024.1024.7
HerdingEvaluation Architecture=VGG, Coreset Initialization=Herding2024.1024.1
ForgettingEvaluation Architecture=ConvNet, Coreset Initialization=Forgetting2024.1024
k-CenterEvaluation Architecture=ResNet, Coreset Initialization=k-Center2024.1024
ForgettingEvaluation Architecture=MLP, Coreset Initialization=Forgetting2024.1023.8
HerdingEvaluation Architecture=AlexNet, Coreset Initialization=Herding2024.1023.3
DCTrain Architecture=LeNet, Test Architecture=LeNet2024.1023.3
k-CenterEvaluation Architecture=ConvNet, Coreset Initialization=k-Center2024.1023.1
HerdingEvaluation Architecture=LeNet, Coreset Initialization=Herding2024.1023
DCTrain Architecture=VGG, Test Architecture=LeNet2024.1022.7
DCTrain Architecture=ResNet, Test Architecture=LeNet2024.1022
DCTrain Architecture=MLP, Test Architecture=ResNet2024.1021.8
k-CenterEvaluation Architecture=LeNet, Coreset Initialization=k-Center2024.1021.6
k-CenterEvaluation Architecture=VGG, Coreset Initialization=k-Center2024.1021.5
HerdingEvaluation Architecture=MLP, Coreset Initialization=Herding2024.1021.3
k-CenterEvaluation Architecture=AlexNet, Coreset Initialization=k-Center2024.1021.3
ForgettingEvaluation Architecture=VGG, Coreset Initialization=Forgetting2024.1021
k-CenterEvaluation Architecture=MLP, Coreset Initialization=k-Center2024.1019.7
DCTrain Architecture=VGG, Test Architecture=ResNet2024.1017.5
DCTrain Architecture=ConvNet, Test Architecture=LeNet2024.1016.8