List your company
ResearchFormerly WizWand

Image Classification on Oxford 102 Flowers (test)

99.1Mean Per-Class Accuracy2SFS
54.3865.9977.689.21Jan 13, 2022Oct 3, 2022Jun 24, 2023Mar 14, 2024Dec 2, 2024Aug 23, 2025May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
2SFSBackbone=ViT-L/14, Shots=162025.0399.1
Expert II (Flowers)Seed Model=CLIP ViT-B/162026.0598.13
ReLICv2Evaluation protocol=Fine-tuned, Backbone=ResNet-50, Pre-trained=ImageNet2022.0197.9
UnrestrictedMoESeed Model=CLIP ViT-B/162026.0597.73
2SFSBackbone=ViT-B/16, Shots=162025.0397.7
Supervised-INEvaluation protocol=Fine-tuned, Backbone=ResNet-50, Pre-trained=ImageNet2022.0197.6
MetaMoESeed Model=CLIP ViT-B/162026.0597.08
SimCLREvaluation protocol=Fine-tuned, Backbone=ResNet-50, Pre-trained=ImageNet2022.0197
BYOLEvaluation protocol=Fine-tuned, Backbone=ResNet-50, Pre-trained=ImageNet2022.0197
2SFSBackbone=ViT-B/32, Shots=162025.0396.3
BYOLEvaluation protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2022.0196.1
BYOLProtocol=Linear classification2022.1296.1
SCEProtocol=Linear classification2022.1296.1
Linear Probe CLIPshots=162022.0595.6
ReLICv2Evaluation protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2022.0195.6
ProDAshots=162022.0595.5
NNCLREvaluation protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2022.0195.1
NNCLRProtocol=Linear classification2022.1295.1
Supervised-INEvaluation protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2022.0194.7
SupervisedProtocol=Linear classification2022.1294.7
ProDAshots=82022.0593.6
CoOpshots=162022.0593.4
SimCLRProtocol=Linear classification2022.1292.6
Random InitEvaluation protocol=Fine-tuned, Backbone=ResNet-50, Pre-trained=None2022.0192
Linear Probe CLIPshots=82022.0591.5
SimCLREvaluation protocol=Linear evaluation, Backbone=ResNet-50, Pre-trained=ImageNet2022.0191.2
ProDAshots=42022.0590.6
CoOpshots=82022.0589.9
FlexOlmoSeed Model=CLIP ViT-B/162026.0589.4
Linear Probe CLIPshots=42022.0586.3
ProDAshots=22022.0585.2
CoOpshots=42022.0584.8
BTMSeed Model=CLIP ViT-B/162026.0584.65
BTXSeed Model=CLIP ViT-B/162026.0578.52
CoOpshots=22022.0577.8
ProDAshots=12022.0577.5
Linear Probe CLIPshots=22022.0574.9
ModelSoupSeed Model=CLIP ViT-B/162026.0574.18
CoOpshots=12022.0570
ZeroShotSeed Model=CLIP ViT-B/162026.0568.09
Expert I (Pets)Seed Model=CLIP ViT-B/162026.0565.69
Zero-Shot CLIPshots=02022.0565.5
Expert III (EuroSAT)Seed Model=CLIP ViT-B/162026.0560.05
Linear Probe CLIPshots=12022.0556.1