5-way Classification on ISIC (test)
55.28AccuracyREAP
Evaluation Results
| Method | Links | |
|---|---|---|
| REAPShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.03 | 55.28 | |
| ReCITShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.03 | 54.91 | |
| CD-CLSShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=NeurIPS’242026.03 | 54.69 | |
| FLoRShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’242026.03 | 53.06 | |
| SRasPShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=-2026.03 | 52.98 | |
| REAPShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.03 | 52.8 | |
| ReCITShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.03 | 52.36 | |
| SVasPShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=AAAI’252026.03 | 51.62 | |
| StyleAdvShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’232026.03 | 51.23 | |
| CD-CLSShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=NeurIPS’242026.03 | 50.46 | |
| PMFShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’222026.03 | 50.12 | |
| SVasPShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=AAAI’252026.03 | 49.75 | |
| FLoRShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’242026.03 | 49.52 | |
| SRasPShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=-2026.03 | 49.44 | |
| StyleAdvShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’232026.03 | 47.73 | |
| REAPShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.03 | 38.67 | |
| ReCITShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.03 | 38.48 | |
| REAPShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.03 | 37.21 | |
| SRasPShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=-2026.03 | 36.8 | |
| SRasPShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=-2026.03 | 35.68 | |
| CD-CLSShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=NeurIPS’242026.03 | 35.56 | |
| FLoRShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’242026.03 | 35.49 | |
| ReCITShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.03 | 35.13 | |
| SVasPShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=AAAI’252026.03 | 34.49 | |
| SVasPShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=AAAI’252026.03 | 34.49 | |
| CD-CLSShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=NeurIPS’242026.03 | 34.21 | |
| FLoRShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’242026.03 | 34.2 | |
| StyleAdvShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’232026.03 | 33.99 | |
| StyleAdvShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’232026.03 | 33.05 | |
| PMFShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’222026.03 | 30.36 |