5-way classification on CUB (test)
96.53AccuracyFLoR
Evaluation Results
| Method | Links | |
|---|---|---|
| FLoRShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’242026.03 | 96.53 | |
| SRasPShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=-2026.03 | 96.5 | |
| FLoRShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’242026.03 | 96.18 | |
| SRasPShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=-2026.03 | 95.98 | |
| SVasPShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=AAAI’252026.03 | 95.95 | |
| SVasPShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=AAAI’252026.03 | 95.95 | |
| StyleAdvShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’232026.03 | 95.82 | |
| StyleAdvShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’232026.03 | 95.82 | |
| CD-CLSShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=NeurIPS’242026.03 | 95.79 | |
| ReCITShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.03 | 95.42 | |
| CD-CLSShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=NeurIPS’242026.03 | 95.39 | |
| REAPShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.03 | 95.18 | |
| ReCITShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.03 | 94.88 | |
| REAPShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.03 | 94.7 | |
| SRasPShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=-2026.03 | 86.1 | |
| SVasPShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=AAAI’252026.03 | 85.56 | |
| SVasPShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=AAAI’252026.03 | 85.56 | |
| FLoRShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’242026.03 | 85.4 | |
| SRasPShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=-2026.03 | 85.09 | |
| FLoRShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’242026.03 | 84.6 | |
| StyleAdvShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’232026.03 | 84.01 | |
| StyleAdvShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’232026.03 | 84.01 | |
| REAPShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.03 | 83.91 | |
| CD-CLSShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=NeurIPS’242026.03 | 83.76 | |
| ReCITShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.03 | 83.46 | |
| CD-CLSShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=NeurIPS’242026.03 | 82.9 | |
| ReCITShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.03 | 82.3 | |
| REAPShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.03 | 82.09 | |
| PMFShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’222026.03 | 78.13 |