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SOTA Transferability Estimation benchmarks and papers with code | Wizwand
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Transferability Estimation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Checkpoints (ResNet-101) evaluated on downstream tasks (Caltech101, Flower102, Patch-Camelyon, Sun397) Group IV
Fine-tune
Recall@1
75
22
4d ago
VOC
SFDA
Weighted Kendall's Tau
0.809
13
4d ago
Pets
NLEEP
Weighted Kendall's tau
0.792
13
4d ago
Food
SFDA
Weighted Kendall's Tau
0.815
13
4d ago
Flowers
SFDA
Weighted Kendall's Tau
0.773
13
4d ago
CIFAR-10
SFDA
Weighted Kendall's Tau
0.949
13
4d ago
Cars
NLEEP
Weighted Kendall's tau
0.693
13
4d ago
Aircraft
SFDA
Weighted Kendall's Tau
0.615
13
4d ago
Checkpoints Group I, II, and III (Caltech101, Flower102, Patch-Camelyon, Sun397) (Evaluation)
NLEEP
Recall@1
50
10
4d ago
NeuCRaB N/K = 10
LEEP
Estimation Error (100+ classes)
0.276
10
4d ago
NeuCRaB N/K = 5
LEEP
Error (100+ classes)
0.112
10
4d ago
NeuCRaB N/K = 2
LEEP
Transferability (100+ classes)
0.202
10
4d ago
CIFAR-100
SFDA
Weighted Kendall Tau
0.866
7
4d ago
Medical Segmentation Decathlon (MSD) Average (test)
CC-FV
Kendall's Tau
0.4986
5
4d ago
Medical Segmentation Decathlon (MSD) Task10 (test)
GBC
Kendall's Tau
0.6643
5
4d ago
Medical Segmentation Decathlon (MSD) Task09 (test)
GBC
Kendall's Tau
0.7611
5
4d ago
Medical Segmentation Decathlon (MSD) Task07 (test)
GBC
Kendall's Tau
0.6637
5
4d ago
Medical Segmentation Decathlon (MSD) Task06 (test)
LEEP
Kendall's Tau
0.1658
5
4d ago
Medical Segmentation Decathlon (MSD) Task03 Liver Tumor (test)
CC-FV
Kendall Tau
0.6374
5
4d ago
SUN
NLEEP
Weighted Kendall's tau
0.807
4
4d ago
DTD
SFDA
Weighted Kendall's tau
0.749
3
4d ago
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