Few-shot fine-grained classification on FGVC-Aircraft 1-shot
13.03Top-1 AccuracyDiffuseMix
Evaluation Results
| Method | Links | |
|---|---|---|
| DiffuseMixBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 13.03 | |
| Diff-MixBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.92026.03 | 12.16 | |
| GIFBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.12026.03 | 11.79 | |
| Diff-AugBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.92026.03 | 11.49 | |
| Diff-IIBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 11.28 | |
| DA-FusionBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.92026.03 | 11.24 | |
| Real GuidanceBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.12026.03 | 11.23 | |
| BaselineBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 10.21 | |
| MixupBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 7.57 | |
| CutMixBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 6.62 |