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ResearchFormerly WizWand

5-way classification on CUB (test)

96.53AccuracyFLoR
77.39482.36287.3392.298Mar 5, 2026
Updated 8mo ago

Evaluation results

MethodLinks
FLoRShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’242026.0396.53
SRasPShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=-2026.0396.5
FLoRShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’242026.0396.18
SRasPShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=-2026.0395.98
SVasPShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=AAAI’252026.0395.95
SVasPShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=AAAI’252026.0395.95
StyleAdvShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’232026.0395.82
StyleAdvShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’232026.0395.82
CD-CLSShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=NeurIPS’242026.0395.79
ReCITShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.0395.42
CD-CLSShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=NeurIPS’242026.0395.39
REAPShots=5-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.0395.18
ReCITShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.0394.88
REAPShots=5-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.0394.7
SRasPShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=-2026.0386.1
SVasPShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=AAAI’252026.0385.56
SVasPShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=AAAI’252026.0385.56
FLoRShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’242026.0385.4
SRasPShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=-2026.0385.09
FLoRShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’242026.0384.6
StyleAdvShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=CVPR’232026.0384.01
StyleAdvShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’232026.0384.01
REAPShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.0383.91
CD-CLSShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=NeurIPS’242026.0383.76
ReCITShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=ICML’252026.0383.46
CD-CLSShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=NeurIPS’242026.0382.9
ReCITShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.0382.3
REAPShots=1-shot, Fine-tuning=False, Backbone=ViT-S, Venue=ICML’252026.0382.09
PMFShots=1-shot, Fine-tuning=True, Backbone=ViT-S, Venue=CVPR’222026.0378.13