Image Classification on ImageNet Nette
94.6Top-1 AccuracyFull dataset
Evaluation Results
| Method | Links | |
|---|---|---|
| Full datasetBackbone=ResNet-10, Protocol=hard-label2026.05 | 94.6 | |
| MiniMax + DMGDIPC=50, Backbone=ResNet-10, Protocol=hard-label2026.05 | 80.7 | |
| DiT + DMGDIPC=50, Backbone=ResNet-10, Protocol=hard-label2026.05 | 80.6 | |
| MGDIPC=50, Backbone=ResNet-10, Protocol=hard-label2026.05 | 79.5 | |
| MiniMaxIPC=50, Backbone=ResNet-10, Protocol=hard-label2026.05 | 76.6 | |
| DMIPC=50, Backbone=ResNet-10, Protocol=hard-label2026.05 | 76.2 | |
| RandomIPC=50, Backbone=ResNet-10, Protocol=hard-label2026.05 | 76.1 | |
| DiTIPC=50, Backbone=ResNet-10, Protocol=hard-label2026.05 | 73.3 | |
| DiT + DMGDIPC=20, Backbone=ResNet-10, Protocol=hard-label2026.05 | 72.6 | |
| MGDIPC=20, Backbone=ResNet-10, Protocol=hard-label2026.05 | 71.2 | |
| MiniMax + DMGDIPC=20, Backbone=ResNet-10, Protocol=hard-label2026.05 | 71.1 | |
| MiniMax + DMGDIPC=10, Backbone=ResNet-10, Protocol=hard-label2026.05 | 68.7 | |
| DiT + DMGDIPC=10, Backbone=ResNet-10, Protocol=hard-label2026.05 | 68.4 | |
| MiniMaxIPC=20, Backbone=ResNet-10, Protocol=hard-label2026.05 | 66.8 | |
| DMIPC=20, Backbone=ResNet-10, Protocol=hard-label2026.05 | 66.5 | |
| MGDIPC=10, Backbone=ResNet-10, Protocol=hard-label2026.05 | 66.4 | |
| DiTIPC=20, Backbone=ResNet-10, Protocol=hard-label2026.05 | 64.8 | |
| RandomIPC=20, Backbone=ResNet-10, Protocol=hard-label2026.05 | 63.5 | |
| MiniMaxIPC=10, Backbone=ResNet-10, Protocol=hard-label2026.05 | 62 | |
| DMIPC=10, Backbone=ResNet-10, Protocol=hard-label2026.05 | 60.8 | |
| DiTIPC=10, Backbone=ResNet-10, Protocol=hard-label2026.05 | 59.1 | |
| RandomIPC=10, Backbone=ResNet-10, Protocol=hard-label2026.05 | 54.2 |