Image Classification on CIFAR-10 0.2% fraction (test)
47.1AccuracyForgetting + DCPI
Evaluation Results
| Method | Links | |
|---|---|---|
| Forgetting + DCPIEvaluation Architecture=ConvNet, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.10 | 47.1 | |
| DCPITrain Architecture=ConvNet, Test Architecture=ConvNet2024.10 | 47.1 | |
| DCPITrain Architecture=LeNet, Test Architecture=ConvNet2024.10 | 46.6 | |
| k-Center + DCPIEvaluation Architecture=ConvNet, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.10 | 46.5 | |
| DCPITrain Architecture=MLP, Test Architecture=ConvNet2024.10 | 46.5 | |
| DCPITrain Architecture=VGG, Test Architecture=ConvNet2024.10 | 46.4 | |
| Herding + DCPIEvaluation Architecture=ConvNet, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.10 | 46.3 | |
| DCPITrain Architecture=AlexNet, Test Architecture=ConvNet2024.10 | 46.2 | |
| DCPITrain Architecture=ResNet, Test Architecture=ConvNet2024.10 | 45.9 | |
| DCTrain Architecture=ConvNet, Test Architecture=ConvNet2024.10 | 44.5 | |
| Forgetting + DCPIEvaluation Architecture=ResNet, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.10 | 38.1 | |
| DCPITrain Architecture=ConvNet, Test Architecture=ResNet2024.10 | 37.5 | |
| Herding + DCPIEvaluation Architecture=ResNet, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.10 | 36.9 | |
| DCTrain Architecture=AlexNet, Test Architecture=ConvNet2024.10 | 36.9 | |
| DCPITrain Architecture=MLP, Test Architecture=ResNet2024.10 | 36.5 | |
| Herding + DCPIEvaluation Architecture=VGG, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.10 | 36.4 | |
| DCTrain Architecture=ResNet, Test Architecture=ConvNet2024.10 | 36.2 | |
| DCTrain Architecture=ConvNet, Test Architecture=ResNet2024.10 | 36.2 | |
| DCPITrain Architecture=LeNet, Test Architecture=ResNet2024.10 | 36.1 | |
| DCPITrain Architecture=ResNet, Test Architecture=ResNet2024.10 | 36.1 | |
| DCPITrain Architecture=AlexNet, Test Architecture=ResNet2024.10 | 36.1 | |
| k-Center + DCPIEvaluation Architecture=ResNet, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.10 | 36 | |
| k-Center + DCPIEvaluation Architecture=AlexNet, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.10 | 36 | |
| DCTrain Architecture=LeNet, Test Architecture=ConvNet2024.10 | 35.8 | |
| DCPITrain Architecture=VGG, Test Architecture=ResNet2024.10 | 35.8 | |
| Forgetting + DCPIEvaluation Architecture=AlexNet, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.10 | 35.7 | |
| Forgetting + DCPIEvaluation Architecture=VGG, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.10 | 35.3 | |
| Forgetting + DCPIEvaluation Architecture=LeNet, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.10 | 35 | |
| DCPITrain Architecture=AlexNet, Test Architecture=LeNet2024.10 | 34.6 | |
| k-Center + DCPIEvaluation Architecture=LeNet, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.10 | 34.4 | |
| k-Center + DCPIEvaluation Architecture=VGG, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.10 | 34.3 | |
| DCTrain Architecture=ResNet, Test Architecture=ResNet2024.10 | 33.6 | |
| DCTrain Architecture=VGG, Test Architecture=ConvNet2024.10 | 33.5 | |
| Herding + DCPIEvaluation Architecture=AlexNet, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.10 | 33.2 | |
| Forgetting + DCPIEvaluation Architecture=MLP, Coreset Initialization=Forgetting, Feature Label Synthesis=DCPI2024.10 | 33.1 | |
| Herding + DCPIEvaluation Architecture=LeNet, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.10 | 32.4 | |
| DCTrain Architecture=AlexNet, Test Architecture=LeNet2024.10 | 32.2 | |
| DCTrain Architecture=AlexNet, Test Architecture=ResNet2024.10 | 31.5 | |
| k-Center + DCPIEvaluation Architecture=MLP, Coreset Initialization=k-Center, Feature Label Synthesis=DCPI2024.10 | 31.4 | |
| Herding + DCPIEvaluation Architecture=MLP, Coreset Initialization=Herding, Feature Label Synthesis=DCPI2024.10 | 30.4 | |
| DCTrain Architecture=LeNet, Test Architecture=ResNet2024.10 | 29.7 | |
| DCTrain Architecture=MLP, Test Architecture=ConvNet2024.10 | 29 | |
| DCPITrain Architecture=LeNet, Test Architecture=LeNet2024.10 | 28.8 | |
| DCPITrain Architecture=MLP, Test Architecture=LeNet2024.10 | 28.5 | |
| DCPITrain Architecture=VGG, Test Architecture=LeNet2024.10 | 28.3 | |
| DCTrain Architecture=MLP, Test Architecture=LeNet2024.10 | 28 | |
| HerdingEvaluation Architecture=ResNet, Coreset Initialization=Herding2024.10 | 26.2 | |
| DCPITrain Architecture=ResNet, Test Architecture=LeNet2024.10 | 25.9 | |
| ForgettingEvaluation Architecture=LeNet, Coreset Initialization=Forgetting2024.10 | 25.5 | |
| ForgettingEvaluation Architecture=AlexNet, Coreset Initialization=Forgetting2024.10 | 25.5 | |
| HerdingEvaluation Architecture=ConvNet, Coreset Initialization=Herding2024.10 | 25.1 | |
| ForgettingEvaluation Architecture=ResNet, Coreset Initialization=Forgetting2024.10 | 24.7 | |
| DCPITrain Architecture=ConvNet, Test Architecture=LeNet2024.10 | 24.7 | |
| HerdingEvaluation Architecture=VGG, Coreset Initialization=Herding2024.10 | 24.1 | |
| ForgettingEvaluation Architecture=ConvNet, Coreset Initialization=Forgetting2024.10 | 24 | |
| k-CenterEvaluation Architecture=ResNet, Coreset Initialization=k-Center2024.10 | 24 | |
| ForgettingEvaluation Architecture=MLP, Coreset Initialization=Forgetting2024.10 | 23.8 | |
| HerdingEvaluation Architecture=AlexNet, Coreset Initialization=Herding2024.10 | 23.3 | |
| DCTrain Architecture=LeNet, Test Architecture=LeNet2024.10 | 23.3 | |
| k-CenterEvaluation Architecture=ConvNet, Coreset Initialization=k-Center2024.10 | 23.1 | |
| HerdingEvaluation Architecture=LeNet, Coreset Initialization=Herding2024.10 | 23 | |
| DCTrain Architecture=VGG, Test Architecture=LeNet2024.10 | 22.7 | |
| DCTrain Architecture=ResNet, Test Architecture=LeNet2024.10 | 22 | |
| DCTrain Architecture=MLP, Test Architecture=ResNet2024.10 | 21.8 | |
| k-CenterEvaluation Architecture=LeNet, Coreset Initialization=k-Center2024.10 | 21.6 | |
| k-CenterEvaluation Architecture=VGG, Coreset Initialization=k-Center2024.10 | 21.5 | |
| HerdingEvaluation Architecture=MLP, Coreset Initialization=Herding2024.10 | 21.3 | |
| k-CenterEvaluation Architecture=AlexNet, Coreset Initialization=k-Center2024.10 | 21.3 | |
| ForgettingEvaluation Architecture=VGG, Coreset Initialization=Forgetting2024.10 | 21 | |
| k-CenterEvaluation Architecture=MLP, Coreset Initialization=k-Center2024.10 | 19.7 | |
| DCTrain Architecture=VGG, Test Architecture=ResNet2024.10 | 17.5 | |
| DCTrain Architecture=ConvNet, Test Architecture=LeNet2024.10 | 16.8 |