Dataset Distillation on ImageWoof (val)
54.3AccuracyDGS
Evaluation Results
| Method | Links | |
|---|---|---|
| DGSIPC=50, Backbone=ResNet-182026.01 | 54.3 | |
| MinimaxIPC=50, Backbone=ResNet-182026.01 | 53.9 | |
| D4MIPC=50, Backbone=ResNet-182026.01 | 51.7 | |
| DiTIPC=50, Backbone=ResNet-182026.01 | 50.1 | |
| HerdingIPC=50, Backbone=ResNet-182026.01 | 48.3 | |
| IDC-1IPC=50, Backbone=ResNet-182026.01 | 48.3 | |
| RandomIPC=50, Backbone=ResNet-182026.01 | 47.9 | |
| DMIPC=50, Backbone=ResNet-182026.01 | 46.2 | |
| DGSIPC=20, Backbone=ResNet-182026.01 | 42.4 | |
| MinimaxIPC=20, Backbone=ResNet-182026.01 | 40.9 | |
| DiTIPC=20, Backbone=ResNet-182026.01 | 40.5 | |
| D4MIPC=20, Backbone=ResNet-182026.01 | 40.1 | |
| K-CenterIPC=50, Backbone=ResNet-182026.01 | 39.6 | |
| IDC-1IPC=20, Backbone=ResNet-182026.01 | 38.6 | |
| IDC-1IPC=10, Backbone=ResNet-182026.01 | 36.9 | |
| DGSIPC=10, Backbone=ResNet-182026.01 | 36 | |
| MinimaxIPC=10, Backbone=ResNet-182026.01 | 35.3 | |
| DiTIPC=10, Backbone=ResNet-182026.01 | 34.7 | |
| DMIPC=10, Backbone=ResNet-182026.01 | 33.4 | |
| D4MIPC=10, Backbone=ResNet-182026.01 | 33.2 | |
| HerdingIPC=20, Backbone=ResNet-182026.01 | 32.2 | |
| HerdingIPC=10, Backbone=ResNet-182026.01 | 30.2 | |
| DMIPC=20, Backbone=ResNet-182026.01 | 29.8 | |
| RandomIPC=20, Backbone=ResNet-182026.01 | 29.7 | |
| RandomIPC=10, Backbone=ResNet-182026.01 | 27.7 | |
| K-CenterIPC=20, Backbone=ResNet-182026.01 | 23.6 | |
| K-CenterIPC=10, Backbone=ResNet-182026.01 | 21.1 |