Few-shot fine-grained classification on FGVC-Aircraft 10-shot
59.62Top-1 AccuracyDiff-II
Evaluation Results
| Method | Links | |
|---|---|---|
| Diff-IIBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 59.62 | |
| Diff-MixBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.92026.03 | 59.37 | |
| DiffuseMixBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 57.89 | |
| GIFBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.12026.03 | 56.26 | |
| Diff-AugBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.92026.03 | 55.34 | |
| MixupBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 54.12 | |
| Real GuidanceBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.12026.03 | 53.72 | |
| DA-FusionBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.92026.03 | 52.92 | |
| BaselineBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 52.64 | |
| CutMixBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 43.7 |