Few-shot fine-grained classification on FGVC-Aircraft
37.73Top-1 AccuracyDiff-Mix
Evaluation Results
| Method | Links | |
|---|---|---|
| Diff-MixBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.92026.03 | 37.73 | |
| Diff-IIBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 37.04 | |
| DiffuseMixBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 35.99 | |
| GIFBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.12026.03 | 34.39 | |
| Diff-AugBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.92026.03 | 34.36 | |
| Real GuidanceBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.12026.03 | 32.62 | |
| DA-FusionBackbone=ResNet-50, Pre-trained=ImageNet, s (strength)=0.92026.03 | 32.53 | |
| BaselineBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 31.7 | |
| MixupBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 31.05 | |
| CutMixBackbone=ResNet-50, Pre-trained=ImageNet2026.03 | 24.77 |