Classification on NWPU (test)
0.9506OAFull-data Training
Evaluation results
| Method | Links | |
|---|---|---|
| Full-data TrainingIPC=-(100%), Backbone=DenseNet2012026.01 | 0.9506 | |
| Full-data TrainingIPC=-(100%), Backbone=DenseNet1212026.01 | 0.9492 | |
| Full-data TrainingIPC=-(100%), Backbone=RegNetX-16GF2026.01 | 0.9472 | |
| Full-data TrainingIPC=-(100%), Backbone=Inception-v32026.01 | 0.9364 | |
| Full-data TrainingIPC=-(100%), Backbone=ResNet1012026.01 | 0.9288 | |
| Full-data TrainingIPC=-(100%), Backbone=ResNet182026.01 | 0.9264 | |
| Full-data TrainingIPC=-(100%), Backbone=VGG162026.01 | 0.8976 | |
| Full-data TrainingIPC=-(100%), Backbone=AlexNet2026.01 | 0.8749 | |
| DPDIPC=20 (3.3%), Backbone=DenseNet2012026.01 | 0.7179 | |
| DPDIPC=20 (3.3%), Backbone=RegNetX-16GF2026.01 | 0.6949 | |
| DPDIPC=15 (2.5%), Backbone=DenseNet2012026.01 | 0.6928 | |
| DPDIPC=20 (3.3%), Backbone=DenseNet1212026.01 | 0.6791 | |
| DPDIPC=15 (2.5%), Backbone=RegNetX-16GF2026.01 | 0.6641 | |
| DPDIPC=10 (1.7%), Backbone=DenseNet2012026.01 | 0.659 | |
| DPDIPC=20 (3.3%), Backbone=ResNet1012026.01 | 0.6582 | |
| DPDIPC=15 (2.5%), Backbone=DenseNet1212026.01 | 0.6532 | |
| DPDIPC=20 (3.3%), Backbone=ResNet182026.01 | 0.6515 | |
| DPDIPC=15 (2.5%), Backbone=ResNet1012026.01 | 0.6514 | |
| DPDIPC=20 (3.3%), Backbone=Inception-v32026.01 | 0.6493 | |
| DPDIPC=10 (1.7%), Backbone=RegNetX-16GF2026.01 | 0.6351 | |
| DPDIPC=15 (2.5%), Backbone=Inception-v32026.01 | 0.6223 | |
| DPDIPC=10 (1.7%), Backbone=DenseNet1212026.01 | 0.6156 | |
| DPDIPC=15 (2.5%), Backbone=ResNet182026.01 | 0.6113 | |
| DPDIPC=10 (1.7%), Backbone=ResNet1012026.01 | 0.6062 | |
| DPDIPC=10 (1.7%), Backbone=ResNet182026.01 | 0.5805 | |
| DPDIPC=10 (1.7%), Backbone=Inception-v32026.01 | 0.5724 | |
| DPDIPC=5 (0.8%), Backbone=DenseNet2012026.01 | 0.5509 | |
| DPDIPC=5 (0.8%), Backbone=RegNetX-16GF2026.01 | 0.5465 | |
| DPDIPC=20 (3.3%), Backbone=VGG162026.01 | 0.5461 | |
| DPDIPC=5 (0.8%), Backbone=ResNet1012026.01 | 0.5459 | |
| DPDIPC=20 (3.3%), Backbone=AlexNet2026.01 | 0.537 | |
| DPDIPC=15 (2.5%), Backbone=AlexNet2026.01 | 0.5157 | |
| DPDIPC=10 (1.7%), Backbone=AlexNet2026.01 | 0.5091 | |
| DPDIPC=15 (2.5%), Backbone=VGG162026.01 | 0.5035 | |
| DPDIPC=3 (0.5%), Backbone=RegNetX-16GF2026.01 | 0.4995 | |
| DPDIPC=5 (0.8%), Backbone=DenseNet1212026.01 | 0.4834 | |
| DPDIPC=3 (0.5%), Backbone=ResNet1012026.01 | 0.4833 | |
| DPDIPC=5 (0.8%), Backbone=ResNet182026.01 | 0.4734 | |
| DPDIPC=10 (1.7%), Backbone=VGG162026.01 | 0.4639 | |
| DPDIPC=3 (0.5%), Backbone=DenseNet2012026.01 | 0.4614 | |
| DPDIPC=5 (0.8%), Backbone=Inception-v32026.01 | 0.457 | |
| Stable Diffusion 2IPC=3 (0.5%), Backbone=RegNetX-16GF2026.01 | 0.4488 | |
| Stable Diffusion 2IPC=3 (0.5%), Backbone=DenseNet2012026.01 | 0.4272 | |
| DPDIPC=5 (0.8%), Backbone=AlexNet2026.01 | 0.4235 | |
| Stable Diffusion 2IPC=3 (0.5%), Backbone=ResNet1012026.01 | 0.4181 | |
| DPDIPC=5 (0.8%), Backbone=VGG162026.01 | 0.3986 | |
| DPDIPC=3 (0.5%), Backbone=ResNet182026.01 | 0.3944 | |
| DPDIPC=3 (0.5%), Backbone=DenseNet1212026.01 | 0.3852 | |
| Stable Diffusion 2IPC=3 (0.5%), Backbone=DenseNet1212026.01 | 0.3686 | |
| Stable Diffusion 2IPC=3 (0.5%), Backbone=ResNet182026.01 | 0.3553 | |
| DPDIPC=3 (0.5%), Backbone=Inception-v32026.01 | 0.3489 | |
| Stable Diffusion 2IPC=3 (0.5%), Backbone=Inception-v32026.01 | 0.3256 | |
| DPDIPC=3 (0.5%), Backbone=AlexNet2026.01 | 0.3232 | |
| DPDIPC=3 (0.5%), Backbone=VGG162026.01 | 0.3152 | |
| Stable Diffusion 2IPC=3 (0.5%), Backbone=VGG162026.01 | 0.3017 | |
| Stable Diffusion 2IPC=3 (0.5%), Backbone=AlexNet2026.01 | 0.2751 | |
| DiTIPC=3 (0.5%), Backbone=RegNetX-16GF2026.01 | 0.2552 | |
| DiTIPC=3 (0.5%), Backbone=ResNet1012026.01 | 0.2456 | |
| Txt2Img-MHNIPC=3 (0.5%), Backbone=RegNetX-16GF2026.01 | 0.2432 | |
| Txt2Img-MHNIPC=3 (0.5%), Backbone=AlexNet2026.01 | 0.2388 | |
| Txt2Img-MHNIPC=3 (0.5%), Backbone=ResNet1012026.01 | 0.2382 | |
| DiTIPC=3 (0.5%), Backbone=DenseNet2012026.01 | 0.2327 | |
| Txt2Img-MHNIPC=3 (0.5%), Backbone=DenseNet2012026.01 | 0.2204 | |
| DiTIPC=3 (0.5%), Backbone=AlexNet2026.01 | 0.2075 | |
| Minimax DiffusionIPC=3 (0.5%), Backbone=RegNetX-16GF2026.01 | 0.1988 | |
| DiTIPC=3 (0.5%), Backbone=ResNet182026.01 | 0.1979 | |
| Txt2Img-MHNIPC=3 (0.5%), Backbone=VGG162026.01 | 0.1959 | |
| Minimax DiffusionIPC=3 (0.5%), Backbone=ResNet1012026.01 | 0.1876 | |
| DiTIPC=3 (0.5%), Backbone=DenseNet1212026.01 | 0.1773 | |
| Txt2Img-MHNIPC=3 (0.5%), Backbone=ResNet182026.01 | 0.1771 | |
| Minimax DiffusionIPC=3 (0.5%), Backbone=DenseNet2012026.01 | 0.1737 | |
| Txt2Img-MHNIPC=3 (0.5%), Backbone=DenseNet1212026.01 | 0.1642 | |
| Minimax DiffusionIPC=3 (0.5%), Backbone=AlexNet2026.01 | 0.1586 | |
| DiTIPC=3 (0.5%), Backbone=Inception-v32026.01 | 0.1572 | |
| Minimax DiffusionIPC=3 (0.5%), Backbone=ResNet182026.01 | 0.1503 | |
| DiTIPC=3 (0.5%), Backbone=VGG162026.01 | 0.1448 | |
| Txt2Img-MHNIPC=3 (0.5%), Backbone=Inception-v32026.01 | 0.1382 | |
| Minimax DiffusionIPC=3 (0.5%), Backbone=DenseNet1212026.01 | 0.1338 | |
| Minimax DiffusionIPC=3 (0.5%), Backbone=VGG162026.01 | 0.1192 | |
| Minimax DiffusionIPC=3 (0.5%), Backbone=Inception-v32026.01 | 0.1185 |