Fine-grained classification on DTD (test)
71.9AccuracySaSPA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SaSPAType=Ours, Backbone=ResNet-50, Diffusion Model=BLIP-diffusion2024.06 | 71.9 | — | — | — | — | |
| SaSPA w/o BLIP-diffusionType=Ours, Backbone=ResNet-50, Diffusion Model=Stable Diffusion v1.52024.06 | 69.8 | — | — | — | — | |
| CAL-AugType=Traditional, Backbone=ResNet-502024.06 | 69.7 | — | — | — | — | |
| CAL-Aug + CutMixType=Traditional, Backbone=ResNet-502024.06 | 69.7 | — | — | — | — | |
| RandAugType=Traditional, Backbone=ResNet-502024.06 | 69.3 | — | — | — | — | |
| CutMixType=Traditional, Backbone=ResNet-502024.06 | 69.2 | — | — | — | — | |
| RandAug + CutMixType=Traditional, Backbone=ResNet-502024.06 | 69.2 | — | — | — | — | |
| ALIAType=Generative, Backbone=ResNet-502024.06 | 69.1 | — | — | — | — | |
| No AugType=Traditional, Backbone=ResNet-502024.06 | 68.5 | — | — | — | — | |
| Real GuidanceType=Generative, Backbone=ResNet-502024.06 | 68.5 | — | — | — | — | |
| TPTVenue=NeurIPS 2022, Backbone=CLIP-ViT/B16, Framework=TPT, Prompt Template=a photo of a2026.04 | 46.7 | — | — | 21.2 | 1.44 | |
| FPPVenue=CVPR 2026, Backbone=CLIP-ViT/B16, Framework=TPT, Prompt Template=a photo of a2026.04 | 46.14 | — | — | 7.52 | 1.31 | |
| C-TPTVenue=ICLR 2024, Backbone=CLIP-ViT/B16, Framework=TPT, Prompt Template=a photo of a2026.04 | 46 | — | — | 11.9 | 1.31 | |
| O-TPTVenue=CVPR 2025, Backbone=CLIP-ViT/B16, Framework=TPT, Prompt Template=a photo of a2026.04 | 45.68 | — | — | 7.88 | 1.24 | |
| CLIPVenue=ICML 2021, Backbone=CLIP-ViT/B16, Framework=TPT, Prompt Template=a photo of a2026.04 | 44.3 | — | — | 8.5 | 1.33 |