Image Classification on ImageIDC (val)
74.2AccuracyDGS
Evaluation Results
| Method | Links | |
|---|---|---|
| DGSIPC=50, Downstream architecture=ResNetAP-102026.01 | 74.2 | |
| MinimaxIPC=50, Downstream architecture=ResNetAP-102026.01 | 74.1 | |
| Minimax DiffusionIPC=50, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 69.6 | |
| DMIPC=50, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 69.1 | |
| RandomIPC=50, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 68.1 | |
| RandomIPC=50, Downstream architecture=ResNetAP-102026.01 | 68.1 | |
| RandomIPC=50, Downstream Architecture=ResNetAP-102026.05 | 64.9 | |
| DiTIPC=50, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 64.3 | |
| DiTIPC=50, Downstream architecture=ResNetAP-102026.01 | 64.3 | |
| DGSIPC=20, Downstream architecture=ResNetAP-102026.01 | 64.3 | |
| SASIPC=50, Downstream Architecture=ResNetAP-102026.05 | 64 | |
| MinimaxIPC=20, Downstream architecture=ResNetAP-102026.01 | 63.9 | |
| MinimaxIPC=50, Downstream Architecture=ResNetAP-102026.05 | 63.4 | |
| DiTIPC=50, Downstream Architecture=ResNetAP-102026.05 | 62.1 | |
| DGSIPC=10, Downstream architecture=ResNetAP-102026.01 | 61.6 | |
| MinimaxIPC=10, Downstream architecture=ResNetAP-102026.01 | 60.3 | |
| Minimax DiffusionIPC=20, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 59 | |
| DiTIPC=20, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 58.9 | |
| DiTIPC=20, Downstream architecture=ResNetAP-102026.01 | 58.9 | |
| DMIPC=20, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 58.5 | |
| SASIPC=20, Downstream Architecture=ResNetAP-102026.05 | 57.7 | |
| MinimaxIPC=20, Downstream Architecture=ResNetAP-102026.05 | 57.5 | |
| DiTIPC=20, Downstream Architecture=ResNetAP-102026.05 | 56.4 | |
| DiTIPC=10, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 54.1 | |
| DiTIPC=10, Downstream architecture=ResNetAP-102026.01 | 54.1 | |
| Minimax DiffusionIPC=10, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 53.1 | |
| DMIPC=10, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 52.8 | |
| RandomIPC=20, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 52.5 | |
| RandomIPC=20, Downstream architecture=ResNetAP-102026.01 | 52.5 | |
| SASIPC=10, Downstream Architecture=ResNetAP-102026.05 | 52.2 | |
| MinimaxIPC=10, Downstream Architecture=ResNetAP-102026.05 | 51.3 | |
| RandomIPC=20, Downstream Architecture=ResNetAP-102026.05 | 51.3 | |
| DiTIPC=10, Downstream Architecture=ResNetAP-102026.05 | 50.2 | |
| RandomIPC=10, Backbone=ResNet-10, Pooling=Average Pooling2023.11 | 48.1 | |
| RandomIPC=10, Downstream architecture=ResNetAP-102026.01 | 48.1 | |
| RandomIPC=10, Downstream Architecture=ResNetAP-102026.05 | 47 |