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ResearchFormerly WizWand

Fine-grained classification on Oxford Flowers 102

99.69AccuracyDINOv3-B
-3.051623.621750.29576.9683Apr 15, 2025Jun 19, 2025Aug 23, 2025Oct 28, 2025Jan 1, 2026Mar 7, 2026May 12, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DINOv3-BEvaluation protocol=frozen-backbone linear probing, Crop size=256 x 2562026.0599.69—
DINOv2-Reg-BEvaluation protocol=frozen-backbone linear probing, Crop size=224 x 2242026.0599.67—
DINOv2-BEvaluation protocol=frozen-backbone linear probing, Crop size=224 x 2242026.0599.59—
VECA-BEvaluation protocol=frozen-backbone linear probing, Crop size=256 x 256, Core budget (C)=642026.0599.35—
VECA-BEvaluation protocol=frozen-backbone linear probing, Crop size=256 x 256, Core budget (C)=82026.0598.98—
DFN2B-CLIP-B/16Evaluation protocol=frozen-backbone linear probing, Crop size=224 x 2242026.0598.7—
C-RADIOv3-BEvaluation protocol=frozen-backbone linear probing, Crop size=256 x 2562026.0598.52—
SigLIP2-B/16-256Evaluation protocol=frozen-backbone linear probing, Crop size=256 x 2562026.0597.98—
OpenCLIP-B/16Evaluation protocol=frozen-backbone linear probing, Crop size=224 x 2242026.0596.5—
CLIP-B/16Evaluation protocol=frozen-backbone linear probing, Crop size=224 x 2242026.0596.36—
TPTPre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.0476.90
C-TPTPre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.0476.30
CLIPPre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.0476.20
R-TPTPre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.0476.255.6
MTAPre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.0476.144.2
EnsemblePre-trained Backbone=CLIP-ViT-L/14, Perturbation budget (epsilon)=4.02025.047548.6
ADAPTBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Transductive2025.0874.14—
TransCLIPBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Transductive2025.0872.2—
ADAPTBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.0870.04—
TDABackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.0868.74—
DotaBackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.0868.53—
TPSBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0868.2—
DMNBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0867.93—
StatABackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Transductive2025.0867.7—
DPEBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0867.6—
BCABackbone=CLIP-RN50, BP-free=true, Evaluation Protocol=Online2025.0866.3—
C-TPTBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0865.2—
CLIPPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.04640
DiffTPTBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0863.53—
TPTBackbone=CLIP-RN50, BP-free=false, Evaluation Protocol=Online2025.0862.69—
R-TPTPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.0462.637.6
CLIPBackbone=CLIP-RN50, BP-free=N/A, Evaluation Protocol=Online2025.0861.75—
CLIPPre-trained Backbone=ResNet50, Perturbation budget (epsilon)=1.02025.0461.70
R-TPTPre-trained Backbone=ResNet50, Perturbation budget (epsilon)=1.02025.0460.651.9
APT+TeCoAPre-trained Backbone=ResNet50, Perturbation budget (epsilon)=1.02025.0442.742.6
APT+TeCoAPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.0442.540.4
FAREPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.043734
TeCoAPre-trained Backbone=ResNet50, Perturbation budget (epsilon)=1.02025.0433.533.4
TeCoAPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.0430.828.9
APTPre-trained Backbone=ResNet50, Perturbation budget (epsilon)=1.02025.042.61.1
APTPre-trained Backbone=ViT-B/32, Perturbation budget (epsilon)=4.02025.040.90.2