Image Classification on AID (test)
95.27Overall AccuracyFull-data Training
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Full-data TrainingIPC=100%, Backbone=DenseNet1212026.01 | 95.27 | — | |
| Full-data TrainingIPC=100%, Backbone=DenseNet2012026.01 | 95.18 | — | |
| Full-data TrainingIPC=100%, Backbone=RegNetX-16GF2026.01 | 94.89 | — | |
| Full-data TrainingIPC=100%, Backbone=ResNet182026.01 | 93.38 | — | |
| Full-data TrainingIPC=100%, Backbone=ResNet1012026.01 | 93.25 | — | |
| Full-data TrainingIPC=100%, Backbone=Inception-v32026.01 | 92.86 | — | |
| Full-data TrainingIPC=100%, Backbone=VGG162026.01 | 89.36 | — | |
| Full-data TrainingIPC=100%, Backbone=AlexNet2026.01 | 88.34 | — | |
| DPDIPC=20 (12%), Backbone=DenseNet2012026.01 | 83.51 | — | |
| DPDIPC=20 (12%), Backbone=RegNetX-16GF2026.01 | 83.13 | — | |
| iiANET-LSize=299², Train=90, Params=50.9M, FLOPs=13.45G2024.07 | 83.11 | 96.07 | |
| DPDIPC=20 (12%), Backbone=DenseNet1212026.01 | 81.42 | — | |
| DeiT-BSize=224², Train=120, Params=86M, FLOPs=17.5G2024.07 | 81.2 | — | |
| Cross-ViT-BSize=224², Train=120, Params=105M, FLOPs=20.1G2024.07 | 80.6 | — | |
| iiANET-BSize=299², Train=90, Params=25.2M, FLOPs=8.22G2024.07 | 80.57 | 95.67 | |
| CoAtNet-3Size=224², Train=90, Params=168M, FLOPs=32.53G2024.07 | 80.17 | 94.93 | |
| DiNAT-BSize=224², Train=90, Params=90M, FLOPs=13.7G2024.07 | 79.12 | 93.27 | |
| VMamba-TSize=224², Train=90, Params=30M, FLOPs=4.9G2024.07 | 78.9 | — | |
| DPDIPC=10 (6%), Backbone=RegNetX-16GF2026.01 | 78.38 | — | |
| Swin-TSize=224², Train=300, Params=29M, FLOPs=4.5G2024.07 | 78 | — | |
| DPDIPC=20 (12%), Backbone=ResNet1012026.01 | 77.98 | — | |
| DPDIPC=15 (9%), Backbone=DenseNet2012026.01 | 77.85 | — | |
| DPDIPC=20 (12%), Backbone=ResNet182026.01 | 77.67 | — | |
| DPDIPC=10 (6%), Backbone=DenseNet2012026.01 | 77.63 | — | |
| DPDIPC=20 (12%), Backbone=Inception-v32026.01 | 77.63 | — | |
| DPDIPC=15 (9%), Backbone=RegNetX-16GF2026.01 | 76.07 | — | |
| DPDIPC=15 (9%), Backbone=DenseNet1212026.01 | 75.8 | — | |
| DPDIPC=10 (6%), Backbone=ResNet1012026.01 | 75.45 | — | |
| Vim-SSize=224², Train=90, Params=26M, FLOPs=5.3G2024.07 | 74.2 | — | |
| DPDIPC=10 (6%), Backbone=DenseNet1212026.01 | 73.93 | — | |
| DPDIPC=5 (3%), Backbone=RegNetX-16GF2026.01 | 73.52 | — | |
| DPDIPC=15 (9%), Backbone=ResNet1012026.01 | 73.01 | — | |
| BoT50Size=256², Train=90, Params=25.6M, FLOPs=3.18G2024.07 | 72.5 | 94.27 | |
| DPDIPC=15 (9%), Backbone=Inception-v32026.01 | 71.73 | — | |
| Dense201Size=224², Train=90, Params=20.0M, FLOPs=7.35G2024.07 | 71.6 | 94.37 | |
| DPDIPC=10 (6%), Backbone=ResNet182026.01 | 70.86 | — | |
| DPDIPC=15 (9%), Backbone=ResNet182026.01 | 70.08 | — | |
| ViT-B/16Size=224², Train=150, Params=86.6M, FLOPs=16.86G2024.07 | 69.93 | 93.27 | |
| DPDIPC=10 (6%), Backbone=Inception-v32026.01 | 69.3 | — | |
| DPDIPC=5 (3%), Backbone=DenseNet2012026.01 | 69.2 | — | |
| DPDIPC=5 (3%), Backbone=ResNet1012026.01 | 69.04 | — | |
| ResNet-101Size=224², Train=90, Params=44.5M, FLOPs=14.58G2024.07 | 68.93 | 93.37 | |
| Stable Diffusion 2IPC=20 (12%), Backbone=DenseNet2012026.01 | 68.46 | — | |
| DPDIPC=20 (12%), Backbone=AlexNet2026.01 | 67.13 | — | |
| DPDIPC=3 (1.8%), Backbone=RegNetX-16GF2026.01 | 67.1 | — | |
| MobileViT-SSize=256², Train=90, Params=6M, FLOPs=2G2024.07 | 66.76 | 91.23 | |
| EffNet-B5Size=224², Train=90, Params=30.4M, FLOPs=4.49G2024.07 | 65.73 | 92.07 | |
| Stable Diffusion 2IPC=20 (12%), Backbone=RegNetX-16GF2026.01 | 64.81 | — | |
| DPDIPC=15 (9%), Backbone=AlexNet2026.01 | 64.66 | — | |
| DPDIPC=20 (12%), Backbone=VGG162026.01 | 64.61 | — | |
| Stable Diffusion 2IPC=15 (9%), Backbone=DenseNet2012026.01 | 64.58 | — | |
| DPDIPC=3 (1.8%), Backbone=ResNet1012026.01 | 64.33 | — | |
| Stable Diffusion 2IPC=10 (6%), Backbone=DenseNet2012026.01 | 64.1 | — | |
| DPDIPC=5 (3%), Backbone=DenseNet1212026.01 | 63.7 | — | |
| Stable Diffusion 2IPC=20 (12%), Backbone=Inception-v32026.01 | 63.45 | — | |
| Stable Diffusion 2IPC=20 (12%), Backbone=DenseNet1212026.01 | 63.39 | — | |
| DPDIPC=3 (1.8%), Backbone=DenseNet2012026.01 | 63.22 | — | |
| Stable Diffusion 2IPC=20 (12%), Backbone=ResNet1012026.01 | 63.22 | — | |
| Stable Diffusion 2IPC=20 (12%), Backbone=ResNet182026.01 | 62.3 | — | |
| Stable Diffusion 2IPC=10 (6%), Backbone=ResNet1012026.01 | 61.32 | — | |
| DPDIPC=5 (3%), Backbone=ResNet182026.01 | 60.73 | — | |
| Stable Diffusion 2IPC=10 (6%), Backbone=DenseNet1212026.01 | 60.62 | — | |
| Stable Diffusion 2IPC=10 (6%), Backbone=RegNetX-16GF2026.01 | 60.33 | — | |
| DPDIPC=10 (6%), Backbone=AlexNet2026.01 | 60.24 | — | |
| Stable Diffusion 2IPC=5 (3%), Backbone=DenseNet2012026.01 | 60.2 | — | |
| Stable Diffusion 2IPC=15 (9%), Backbone=Inception-v32026.01 | 60.13 | — | |
| Stable Diffusion 2IPC=15 (9%), Backbone=DenseNet1212026.01 | 59.79 | — | |
| Stable Diffusion 2IPC=5 (3%), Backbone=ResNet1012026.01 | 59.68 | — | |
| Stable Diffusion 2IPC=10 (6%), Backbone=Inception-v32026.01 | 59.64 | — | |
| DPDIPC=15 (9%), Backbone=VGG162026.01 | 59.59 | — | |
| Stable Diffusion 2IPC=5 (3%), Backbone=RegNetX-16GF2026.01 | 58.82 | — | |
| DiTIPC=20 (12%), Backbone=RegNetX-16GF2026.01 | 58.58 | — | |
| DPDIPC=10 (6%), Backbone=VGG162026.01 | 58.06 | — | |
| Stable Diffusion 2IPC=10 (6%), Backbone=ResNet182026.01 | 57.92 | — | |
| DiTIPC=20 (12%), Backbone=ResNet1012026.01 | 57.25 | — | |
| DPDIPC=5 (3%), Backbone=Inception-v32026.01 | 57.17 | — | |
| DiTIPC=20 (12%), Backbone=DenseNet2012026.01 | 57.13 | — | |
| Stable Diffusion 2IPC=3 (1.8%), Backbone=ResNet1012026.01 | 56.96 | — | |
| Stable Diffusion 2IPC=3 (1.8%), Backbone=DenseNet2012026.01 | 56.22 | — | |
| Stable Diffusion 2IPC=15 (9%), Backbone=RegNetX-16GF2026.01 | 56.04 | — | |
| Stable Diffusion 2IPC=15 (9%), Backbone=ResNet182026.01 | 55.62 | — | |
| Stable Diffusion 2IPC=3 (1.8%), Backbone=RegNetX-16GF2026.01 | 55.48 | — | |
| Stable Diffusion 2IPC=5 (3%), Backbone=DenseNet1212026.01 | 55.17 | — | |
| DiTIPC=20 (12%), Backbone=DenseNet1212026.01 | 54.77 | — | |
| DPDIPC=3 (1.8%), Backbone=ResNet182026.01 | 54.21 | — | |
| Stable Diffusion 2IPC=5 (3%), Backbone=ResNet182026.01 | 54.08 | — | |
| Txt2Img-MHNIPC=20 (12%), Backbone=DenseNet2012026.01 | 52.8 | — | |
| DPDIPC=3 (1.8%), Backbone=DenseNet1212026.01 | 52.52 | — | |
| Stable Diffusion 2IPC=15 (9%), Backbone=ResNet1012026.01 | 52.48 | — | |
| DiTIPC=20 (12%), Backbone=AlexNet2026.01 | 52.38 | — | |
| DiTIPC=20 (12%), Backbone=ResNet182026.01 | 51.88 | — | |
| Txt2Img-MHNIPC=20 (12%), Backbone=RegNetX-16GF2026.01 | 51.69 | — | |
| DPDIPC=5 (3%), Backbone=AlexNet2026.01 | 51.45 | — | |
| DiTIPC=10 (6%), Backbone=RegNetX-16GF2026.01 | 51 | — | |
| Stable Diffusion 2IPC=5 (3%), Backbone=Inception-v32026.01 | 50.68 | — | |
| DiTIPC=15 (9%), Backbone=DenseNet2012026.01 | 50.15 | — | |
| Txt2Img-MHNIPC=20 (12%), Backbone=DenseNet1212026.01 | 49.82 | — | |
| Txt2Img-MHNIPC=20 (12%), Backbone=ResNet1012026.01 | 49.6 | — | |
| Txt2Img-MHNIPC=15 (9%), Backbone=DenseNet2012026.01 | 49.59 | — | |
| Stable Diffusion 2IPC=15 (9%), Backbone=AlexNet2026.01 | 48.99 | — |