Image Classification on ImageWoof (val)
91.2AccuracyDsCo
Evaluation results
| Method | Links | |
|---|---|---|
| DsCoModel=ResNet-18, IPC=1000, Ratio%=80.32026.03 | 91.2 | |
| DsCoModel=ResNet-18, IPC=1300, Ratio%=104.42026.03 | 91.1 | |
| DsCoModel=ResNet-18, IPC=700, Ratio%=56.22026.03 | 91 | |
| RandomModel=ResNet-18, IPC=1300, Ratio%=104.42026.03 | 91 | |
| RandomModel=ResNet-18, IPC=Full2026.03 | 91 | |
| RandomModel=ResNet-18, IPC=1000, Ratio%=80.32026.03 | 90.5 | |
| DsCoModel=ResNetAP-10, IPC=1300, Ratio%=104.42026.03 | 90.4 | |
| RandomModel=ResNetAP-10, IPC=1300, Ratio%=104.42026.03 | 90.2 | |
| RandomModel=ResNetAP-10, IPC=Full2026.03 | 90.2 | |
| RandomModel=ResNet-18, IPC=700, Ratio%=56.22026.03 | 90.1 | |
| DsCoModel=ResNetAP-10, IPC=1000, Ratio%=80.32026.03 | 90 | |
| DsCoModel=ResNet-18, IPC=300, Ratio%=24.12026.03 | 89.4 | |
| Full DatasetTest Model=ResNet-182026.01 | 89.3 | |
| DsCoModel=ResNet-18, IPC=400, Ratio%=32.12026.03 | 89.3 | |
| Full DatasetIPC=10, Ratio=0.8%, Test Model=ResNet-182026.05 | 89.3 | |
| Full DatasetIPC=20, Ratio=1.6%, Test Model=ResNet-182026.05 | 89.3 | |
| Full DatasetIPC=50, Ratio=3.8%, Test Model=ResNet-182026.05 | 89.3 | |
| DsCoModel=ResNet-18, IPC=200, Ratio%=16.02026.03 | 89 | |
| DsCoModel=ResNetAP-10, IPC=700, Ratio%=56.22026.03 | 88.9 | |
| RandomModel=ResNet-18, IPC=400, Ratio%=32.12026.03 | 88.6 | |
| RandomModel=ResNet-18, IPC=200, Ratio%=16.02026.03 | 88.5 | |
| DsCoModel=ConvNet6, IPC=700, Ratio%=56.22026.03 | 88.4 | |
| RandomModel=ResNetAP-10, IPC=700, Ratio%=56.22026.03 | 88.4 | |
| DsCoModel=ConvNet6, IPC=1000, Ratio%=80.32026.03 | 88.3 | |
| RandomModel=ConvNet6, IPC=1300, Ratio%=104.42026.03 | 88.3 | |
| DsCoModel=ConvNet6, IPC=1300, Ratio%=104.42026.03 | 88.3 | |
| RandomModel=ConvNet6, IPC=Full2026.03 | 88.3 | |
| RandomModel=ResNetAP-10, IPC=1000, Ratio%=80.32026.03 | 88 | |
| RandomModel=ResNet-18, IPC=300, Ratio%=24.12026.03 | 88 | |
| Full DatasetTest Model=ResNetAP-102026.01 | 87.5 | |
| Full DatasetIPC=10, Ratio=0.8%, Test Model=ResNetAP-102026.05 | 87.5 | |
| Full DatasetIPC=20, Ratio=1.6%, Test Model=ResNetAP-102026.05 | 87.5 | |
| Full DatasetIPC=50, Ratio=3.8%, Test Model=ResNetAP-102026.05 | 87.5 | |
| RandomModel=ConvNet6, IPC=700, Ratio%=56.22026.03 | 87.4 | |
| RandomModel=ConvNet6, IPC=1000, Ratio%=80.32026.03 | 87.4 | |
| DsCoModel=ResNetAP-10, IPC=400, Ratio%=32.12026.03 | 87.4 | |
| Full DatasetTest Model=ConvNet-62026.01 | 86.4 | |
| Full DatasetIPC=10, Ratio=0.8%, Test Model=ConvNet-62026.05 | 86.4 | |
| Full DatasetIPC=20, Ratio=1.6%, Test Model=ConvNet-62026.05 | 86.4 | |
| Full DatasetIPC=50, Ratio=3.8%, Test Model=ConvNet-62026.05 | 86.4 | |
| RandomModel=ResNetAP-10, IPC=400, Ratio%=32.12026.03 | 86 | |
| DsCoModel=ResNetAP-10, IPC=200, Ratio%=16.02026.03 | 85.9 | |
| DsCoModel=ResNetAP-10, IPC=300, Ratio%=24.12026.03 | 85.8 | |
| DsCoModel=ConvNet6, IPC=400, Ratio%=32.12026.03 | 84 | |
| RandomModel=ConvNet6, IPC=400, Ratio%=32.12026.03 | 83.1 | |
| RandomModel=ResNetAP-10, IPC=200, Ratio%=16.02026.03 | 83.1 | |
| RandomModel=ResNetAP-10, IPC=300, Ratio%=24.12026.03 | 83.1 | |
| DsCoModel=ConvNet6, IPC=300, Ratio%=24.12026.03 | 82.7 | |
| DsCoModel=ConvNet6, IPC=200, Ratio%=16.02026.03 | 81 | |
| RandomModel=ConvNet6, IPC=200, Ratio%=16.02026.03 | 80.2 | |
| RandomModel=ConvNet6, IPC=300, Ratio%=24.12026.03 | 80.1 | |
| Minimax + SASIPC=50, Ratio=3.8%, Test Model=ResNetAP-102026.05 | 59.9 | |
| Minimax + SASIPC=50, Ratio=3.8%, Test Model=ResNet-182026.05 | 57.9 | |
| Minimax + DGSIPC (Ratio)=50 (3.8%), Test Model=ResNetAP-102026.01 | 57.1 | |
| Minimax + SASIPC=50, Ratio=3.8%, Test Model=ConvNet-62026.05 | 54.7 | |
| MinimaxIPC (Ratio)=50 (3.8%), Test Model=ResNetAP-102026.01 | 54.4 | |
| MinimaxIPC=50, Ratio=3.8%, Test Model=ResNetAP-102026.05 | 54.4 | |
| Minimax + DGSIPC (Ratio)=50 (3.8%), Test Model=ResNet-182026.01 | 54.3 | |
| MinimaxIPC (Ratio)=50 (3.8%), Test Model=ResNet-182026.01 | 53.9 | |
| MinimaxIPC=50, Ratio=3.8%, Test Model=ResNet-182026.05 | 53.9 | |
| DiT + SASIPC=50, Ratio=3.8%, Test Model=ResNetAP-102026.05 | 53.7 | |
| DiT + DGSIPC (Ratio)=50 (3.8%), Test Model=ResNet-182026.01 | 53.5 | |
| DiT + DGSIPC (Ratio)=50 (3.8%), Test Model=ResNetAP-102026.01 | 52.5 | |
| DiT + SASIPC=50, Ratio=3.8%, Test Model=ResNet-182026.05 | 51.7 | |
| Minimax + DGSIPC (Ratio)=50 (3.8%), Test Model=ConvNet-62026.01 | 51.5 | |
| MinimaxIPC (Ratio)=50 (3.8%), Test Model=ConvNet-62026.01 | 51.4 | |
| MinimaxIPC=50, Ratio=3.8%, Test Model=ConvNet-62026.05 | 51.4 | |
| DiTIPC (Ratio)=50 (3.8%), Test Model=ResNet-182026.01 | 50.1 | |
| DiTIPC=50, Ratio=3.8%, Test Model=ResNet-182026.05 | 50.1 | |
| DiTIPC (Ratio)=50 (3.8%), Test Model=ResNetAP-102026.01 | 49.3 | |
| DiTIPC=50, Ratio=3.8%, Test Model=ResNetAP-102026.05 | 49.3 | |
| DGS (Ori)IPC (Ratio)=50 (3.8%), Test Model=ResNetAP-102026.01 | 48.7 | |
| IDCIPC=50, Ratio=3.8%, Test Model=ResNetAP-102026.05 | 48.3 | |
| IDCIPC=50, Ratio=3.8%, Test Model=ResNet-182026.05 | 48.3 | |
| RandomIPC (Ratio)=50 (3.8%), Test Model=ResNet-182026.01 | 47.9 | |
| RandomIPC=50, Ratio=3.8%, Test Model=ResNet-182026.05 | 47.9 | |
| DGS (Ori)IPC (Ratio)=50 (3.8%), Test Model=ResNet-182026.01 | 47.7 | |
| RandomIPC (Ratio)=50 (3.8%), Test Model=ResNetAP-102026.01 | 47.2 | |
| RandomIPC=50, Ratio=3.8%, Test Model=ResNetAP-102026.05 | 47.2 | |
| DiT + DGSIPC (Ratio)=50 (3.8%), Test Model=ConvNet-62026.01 | 47.1 | |
| DiT + SASIPC=50, Ratio=3.8%, Test Model=ConvNet-62026.05 | 47.1 | |
| DiTIPC (Ratio)=50 (3.8%), Test Model=ConvNet-62026.01 | 46.5 | |
| DiTIPC=50, Ratio=3.8%, Test Model=ConvNet-62026.05 | 46.5 | |
| Minimax + DGSIPC (Ratio)=20 (1.6%), Test Model=ResNetAP-102026.01 | 45.4 | |
| Minimax + SASIPC=20, Ratio=1.6%, Test Model=ResNetAP-102026.05 | 45 | |
| IDCIPC=50, Ratio=3.8%, Test Model=ConvNet-62026.05 | 43.9 | |
| MinimaxIPC (Ratio)=20 (1.6%), Test Model=ResNetAP-102026.01 | 43.3 | |
| MinimaxIPC=20, Ratio=1.6%, Test Model=ResNetAP-102026.05 | 43.3 | |
| Minimax + SASIPC=20, Ratio=1.6%, Test Model=ResNet-182026.05 | 42.9 | |
| DiT + SASIPC=20, Ratio=1.6%, Test Model=ResNetAP-102026.05 | 42.5 | |
| Minimax + DGSIPC (Ratio)=20 (1.6%), Test Model=ResNet-182026.01 | 42.4 | |
| IDCIPC=20, Ratio=1.6%, Test Model=ResNetAP-102026.05 | 42 | |
| DGS (Ori)IPC (Ratio)=50 (3.8%), Test Model=ConvNet-62026.01 | 41.6 | |
| DiT + DGSIPC (Ratio)=20 (1.6%), Test Model=ResNetAP-102026.01 | 41.5 | |
| RandomIPC (Ratio)=50 (3.8%), Test Model=ConvNet-62026.01 | 41.3 | |
| RandomIPC=50, Ratio=3.8%, Test Model=ConvNet-62026.05 | 41.3 | |
| DiTIPC (Ratio)=20 (1.6%), Test Model=ResNetAP-102026.01 | 41.1 | |
| DiTIPC=20, Ratio=1.6%, Test Model=ResNetAP-102026.05 | 41.1 | |
| DiT + DGSIPC (Ratio)=20 (1.6%), Test Model=ResNet-182026.01 | 41 | |
| MinimaxIPC (Ratio)=20 (1.6%), Test Model=ResNet-182026.01 | 40.9 |