Dataset Distillation on ImageWoof 1.0 (test)
89.3Top-1 AccuracyFull
Evaluation results
| Method | Links | |
|---|---|---|
| FullIPC=10 (0.8%), Model=ResNet-182026.03 | 89.3 | |
| FullIPC=20 (1.6%), Model=ResNet-182026.03 | 89.3 | |
| FullIPC=50 (3.8%), Model=ResNet-182026.03 | 89.3 | |
| FullIPC=70 (5.4%), Model=ResNet-182026.03 | 89.3 | |
| FullIPC=100 (7.7%), Model=ResNet-182026.03 | 89.3 | |
| FullIPC=10 (0.8%), Model=ResNetAP-102026.03 | 87.5 | |
| FullIPC=20 (1.6%), Model=ResNetAP-102026.03 | 87.5 | |
| FullIPC=50 (3.8%), Model=ResNetAP-102026.03 | 87.5 | |
| FullIPC=70 (5.4%), Model=ResNetAP-102026.03 | 87.5 | |
| FullIPC=100 (7.7%), Model=ResNetAP-102026.03 | 87.5 | |
| FullIPC=10 (0.8%), Model=ConvNet-62026.03 | 86.4 | |
| FullIPC=20 (1.6%), Model=ConvNet-62026.03 | 86.4 | |
| FullIPC=50 (3.8%), Model=ConvNet-62026.03 | 86.4 | |
| FullIPC=70 (5.4%), Model=ConvNet-62026.03 | 86.4 | |
| FullIPC=100 (7.7%), Model=ConvNet-62026.03 | 86.4 | |
| ImS3IPC=100 (7.7%), Model=ResNet-182026.03 | 68.4 | |
| DDVLCPIPC=100 (7.7%), Model=ResNet-182026.03 | 68.3 | |
| D3HRIPC=100 (7.7%), Model=ResNet-182026.03 | 66.8 | |
| ImS3IPC=100 (7.7%), Model=ResNetAP-102026.03 | 66 | |
| DDVLCPIPC=100 (7.7%), Model=ResNetAP-102026.03 | 65.7 | |
| D3HRIPC=100 (7.7%), Model=ResNetAP-102026.03 | 64.7 | |
| D4MIPC=100 (7.7%), Model=ResNet-182026.03 | 63.8 | |
| DDVLCPIPC=100 (7.7%), Model=ConvNet-62026.03 | 62.7 | |
| HerdingIPC=100 (7.7%), Model=ResNetAP-102026.03 | 61.7 | |
| RandomIPC=100 (7.7%), Model=ResNet-182026.03 | 61.5 | |
| ImS3IPC=70 (5.4%), Model=ResNet-182026.03 | 61.1 | |
| ImS3IPC=70 (5.4%), Model=ResNetAP-102026.03 | 61 | |
| ImS3IPC=100 (7.7%), Model=ConvNet-62026.03 | 61 | |
| DDVLCPIPC=70 (5.4%), Model=ResNetAP-102026.03 | 60.6 | |
| DDVLCPIPC=70 (5.4%), Model=ResNet-182026.03 | 60.3 | |
| DMIPC=100 (7.7%), Model=ResNet-182026.03 | 60.2 | |
| ImS3IPC=50 (3.8%), Model=ResNetAP-102026.03 | 60.1 | |
| ImS3IPC=50 (3.8%), Model=ResNet-182026.03 | 60.1 | |
| MinimaxIPC=100 (7.7%), Model=ResNetAP-102026.03 | 59.9 | |
| D4MIPC=100 (7.7%), Model=ResNetAP-102026.03 | 59.5 | |
| RandomIPC=100 (7.7%), Model=ResNetAP-102026.03 | 59.4 | |
| D3HRIPC=50 (3.8%), Model=ResNetAP-102026.03 | 59.3 | |
| HerdingIPC=100 (7.7%), Model=ResNet-182026.03 | 59.3 | |
| DDVLCPIPC=50 (3.8%), Model=ResNet-182026.03 | 58.9 | |
| DiTIPC=100 (7.7%), Model=ResNet-182026.03 | 58.9 | |
| DiTIPC=100 (7.7%), Model=ResNetAP-102026.03 | 58.3 | |
| IDC-1IPC=100 (7.7%), Model=ResNet-182026.03 | 58.3 | |
| D4MIPC=100 (7.7%), Model=ConvNet-62026.03 | 57.9 | |
| D3HRIPC=50 (3.8%), Model=ResNet-182026.03 | 57.6 | |
| MinimaxIPC=100 (7.7%), Model=ResNet-182026.03 | 57.6 | |
| DDVLCPIPC=50 (3.8%), Model=ResNetAP-102026.03 | 57.3 | |
| MinimaxIPC=70 (5.4%), Model=ResNetAP-102026.03 | 56.5 | |
| DMIPC=100 (7.7%), Model=ResNetAP-102026.03 | 56.4 | |
| D4MIPC=70 (5.4%), Model=ResNet-182026.03 | 56.3 | |
| IDC-1IPC=100 (7.7%), Model=ResNetAP-102026.03 | 56.1 | |
| ImS3IPC=70 (5.4%), Model=ConvNet-62026.03 | 56 | |
| DDVLCPIPC=70 (5.4%), Model=ConvNet-62026.03 | 55.8 | |
| MinimaxIPC=100 (7.7%), Model=ConvNet-62026.03 | 55.5 | |
| DMIPC=100 (7.7%), Model=ConvNet-62026.03 | 55 | |
| K-CenterIPC=100 (7.7%), Model=ResNetAP-102026.03 | 54.8 | |
| D4MIPC=70 (5.4%), Model=ResNetAP-102026.03 | 54.7 | |
| ImS3IPC=50 (3.8%), Model=ConvNet-62026.03 | 54.6 | |
| DDVLCPIPC=50 (3.8%), Model=ConvNet-62026.03 | 54.5 | |
| MinimaxIPC=50 (3.8%), Model=ResNetAP-102026.03 | 54.4 | |
| HerdingIPC=100 (7.7%), Model=ConvNet-62026.03 | 54.4 | |
| DiTIPC=70 (5.4%), Model=ResNetAP-102026.03 | 54.3 | |
| MinimaxIPC=50 (3.8%), Model=ResNet-182026.03 | 53.9 | |
| D4MIPC=50 (3.8%), Model=ResNet-182026.03 | 53.7 | |
| HerdingIPC=70 (5.4%), Model=ResNetAP-102026.03 | 53.4 | |
| DiTIPC=100 (7.7%), Model=ConvNet-62026.03 | 53.4 | |
| IDC-1IPC=100 (7.7%), Model=ConvNet-62026.03 | 53.2 | |
| IDC-1IPC=70 (5.4%), Model=ResNetAP-102026.03 | 52.8 | |
| MinimaxIPC=70 (5.4%), Model=ResNet-182026.03 | 52.7 | |
| RandomIPC=100 (7.7%), Model=ConvNet-62026.03 | 52.2 | |
| RandomIPC=70 (5.4%), Model=ResNet-182026.03 | 52.1 | |
| DMIPC=70 (5.4%), Model=ResNet-182026.03 | 51.9 | |
| MinimaxIPC=70 (5.4%), Model=ConvNet-62026.03 | 51.8 | |
| D4MIPC=50 (3.8%), Model=ResNetAP-102026.03 | 51.7 | |
| DMIPC=70 (5.4%), Model=ResNetAP-102026.03 | 51.7 | |
| DiTIPC=70 (5.4%), Model=ResNet-182026.03 | 51.5 | |
| MinimaxIPC=50 (3.8%), Model=ConvNet-62026.03 | 51.4 | |
| IDC-1IPC=70 (5.4%), Model=ResNet-182026.03 | 51.1 | |
| RandomIPC=70 (5.4%), Model=ResNetAP-102026.03 | 50.8 | |
| D4MIPC=70 (5.4%), Model=ConvNet-62026.03 | 50.5 | |
| K-CenterIPC=100 (7.7%), Model=ResNet-182026.03 | 50.4 | |
| DiTIPC=50 (3.8%), Model=ResNet-182026.03 | 50.1 | |
| DiTIPC=70 (5.4%), Model=ConvNet-62026.03 | 50.1 | |
| HerdingIPC=70 (5.4%), Model=ResNet-182026.03 | 49.7 | |
| DiTIPC=50 (3.8%), Model=ResNetAP-102026.03 | 49.3 | |
| HerdingIPC=50 (3.8%), Model=ResNetAP-102026.03 | 49.1 | |
| IDC-1IPC=70 (5.4%), Model=ConvNet-62026.03 | 48.9 | |
| IDC-1IPC=50 (3.8%), Model=ResNetAP-102026.03 | 48.3 | |
| HerdingIPC=50 (3.8%), Model=ResNet-182026.03 | 48.3 | |
| IDC-1IPC=50 (3.8%), Model=ResNet-182026.03 | 48.3 | |
| RandomIPC=50 (3.8%), Model=ResNet-182026.03 | 47.9 | |
| DMIPC=70 (5.4%), Model=ConvNet-62026.03 | 47.5 | |
| D4MIPC=50 (3.8%), Model=ConvNet-62026.03 | 47.4 | |
| RandomIPC=50 (3.8%), Model=ResNetAP-102026.03 | 47.2 | |
| DMIPC=50 (3.8%), Model=ResNetAP-102026.03 | 47.1 | |
| DiTIPC=50 (3.8%), Model=ConvNet-62026.03 | 46.5 | |
| RandomIPC=70 (5.4%), Model=ConvNet-62026.03 | 46.3 | |
| DMIPC=50 (3.8%), Model=ResNet-182026.03 | 46.2 | |
| HerdingIPC=70 (5.4%), Model=ConvNet-62026.03 | 46.2 | |
| K-CenterIPC=70 (5.4%), Model=ResNetAP-102026.03 | 45.9 | |
| ImS3IPC=20 (1.6%), Model=ResNetAP-102026.03 | 45.8 |