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ResearchFormerly WizWand

Image Classification on DTD (val)

81.54AccuracyStelLA
0.066421.218242.3763.5218Apr 12, 2024Jul 10, 2024Oct 8, 2024Jan 6, 2025Apr 5, 2025Jul 4, 2025Oct 2, 2025
Updated 7mo ago

Evaluation results

MethodLinks
StelLAModel=ViT Large, Params (%)=0.542025.1081.54
DoRAModel=ViT Large, Params (%)=0.552025.1080.21
PiSSAModel=ViT Large, Params (%)=0.532025.1080.21
LoRAModel=ViT Large, Params (%)=0.532025.1080.11
StelLAModel=ViT Base, Params (%)=0.732025.1079.89
LoRAModel=ViT Base, Params (%)=0.722025.1079.2
DoRAModel=ViT Base, Params (%)=0.752025.1078.56
PiSSAModel=ViT Base, Params (%)=0.722025.1077.29
SigLIxPTrain-free=true, Shots=16, Backbone=ViT-B/162024.1176.7
CasPLTrain-free=false, Shots=16, Backbone=ViT-B/162024.1175.1
DMNTrain-free=false, Shots=16, Backbone=ViT-B/162024.1175
PromptSRCTrain-free=false, Shots=16, Backbone=ViT-B/162024.1172.7
DMN-TFTrain-free=true, Shots=16, Backbone=ViT-B/162024.1171.9
MaPLeTrain-free=false, Shots=16, Backbone=ViT-B/162024.1171.3
OTTEREvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+OT2024.0459.3
Linear Probing baselineEvaluation Protocol=Linear Probing, Label Distribution Estimation=None2024.0458.6
BBSE+PMEvaluation Protocol=Linear Probing, Label Distribution Estimation=BBSE+PM2024.0449
Linear ProbeTrain-free=false, Shots=16, Backbone=ViT-B/162024.1140
Zero-Shot baselineEvaluation Protocol=Zero-Shot, Label Distribution Estimation=None2024.0439
OTTEREvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+OT2024.0431.2
BBSE+PMEvaluation Protocol=Zero-Shot, Label Distribution Estimation=BBSE+PM2024.043.2