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ResearchFormerly WizWand

Hierarchical Image Classification on ImageNet-R

76.83Leaf AccuracyMaPLe
69.560471.447773.33575.2223Jun 4, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MaPLeEncoder=ViT B16, K-shot=4, w/ ProTeCt=false, lambda=N/A, beta=N/A2023.0676.8321.0664.3
MaPLeEncoder=ViT B16, K-shot=16, w/ ProTeCt=false, lambda=N/A, beta=N/A2023.0676.6120.6763.06
MaPLeEncoder=ViT B16, K-shot=8, w/ ProTeCt=false, lambda=N/A, beta=N/A2023.0676.4818.9267.3
MaPLeEncoder=ViT B16, K-shot=4, w/ ProTeCt=true, lambda=1, beta=0.12023.0676.3129.2878.52
MaPLeEncoder=ViT B16, K-shot=8, w/ ProTeCt=true, lambda=1, beta=0.12023.0675.9830.9777.57
MaPLeEncoder=ViT B16, K-shot=2, w/ ProTeCt=false, lambda=N/A, beta=N/A2023.0675.8519.8460.86
CoOpEncoder=ViT B16, K-shot=16, w/ ProTeCt=false, lambda=N/A, beta=N/A2023.0675.8318.4964.13
MaPLeEncoder=ViT B16, K-shot=16, w/ ProTeCt=true, lambda=1, beta=0.12023.0675.732.5877.99
CoOpEncoder=ViT B16, K-shot=8, w/ ProTeCt=true, lambda=1, beta=0.12023.0675.5137.9681.11
MaPLeEncoder=ViT B16, K-shot=2, w/ ProTeCt=true, lambda=1, beta=0.12023.0675.0123.9472.73
CoOpEncoder=ViT B16, K-shot=16, w/ ProTeCt=true, lambda=1, beta=0.12023.0674.9431.1875.59
CoOpEncoder=ViT B16, K-shot=2, w/ ProTeCt=true, lambda=1, beta=0.12023.0674.8628.6778.17
CoOpEncoder=ViT B16, K-shot=8, w/ ProTeCt=false, lambda=N/A, beta=N/A2023.0674.795.9149.56
MaPLeEncoder=ViT B16, K-shot=1, w/ ProTeCt=true, lambda=1, beta=0.12023.0674.625.275.72
MaPLeEncoder=ViT B16, K-shot=1, w/ ProTeCt=false, lambda=N/A, beta=N/A2023.0674.5518.8562.48
CoOpEncoder=ViT B16, K-shot=1, w/ ProTeCt=true, lambda=1, beta=0.12023.0674.2627.4676.48
CoOpEncoder=ViT B16, K-shot=4, w/ ProTeCt=true, lambda=1, beta=0.12023.0674.2329.6975.54
CoOpEncoder=ViT B16, K-shot=4, w/ ProTeCt=false, lambda=N/A, beta=N/A2023.0673.9914.8561.4
CoOpEncoder=ViT B16, K-shot=2, w/ ProTeCt=false, lambda=N/A, beta=N/A2023.0670.9416.3256.67
CoOpEncoder=ViT B16, K-shot=1, w/ ProTeCt=false, lambda=N/A, beta=N/A2023.0669.8411.7455.31