Transferability Estimation

Benchmarks

Dataset Name	SOTA Method	Metric
Checkpoints (ResNet-101) evaluated on downstream tasks (Caltech101, Flower102, Patch-Camelyon, Sun397) Group IV		Recall@175	22	4d ago
VOC	SFDA	Weighted Kendall's Tau0.809	13	4d ago
Pets	NLEEP	Weighted Kendall's tau0.792	13	4d ago
Food	SFDA	Weighted Kendall's Tau0.815	13	4d ago
Flowers	SFDA	Weighted Kendall's Tau0.773	13	4d ago
CIFAR-10	SFDA	Weighted Kendall's Tau0.949	13	4d ago
Cars	NLEEP	Weighted Kendall's tau0.693	13	4d ago
Aircraft	SFDA	Weighted Kendall's Tau0.615	13	4d ago
Checkpoints Group I, II, and III (Caltech101, Flower102, Patch-Camelyon, Sun397) (Evaluation)	NLEEP	Recall@150	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 Tau0.866	7	4d ago
Medical Segmentation Decathlon (MSD) Average (test)	CC-FV	Kendall's Tau0.4986	5	4d ago
Medical Segmentation Decathlon (MSD) Task10 (test)	GBC	Kendall's Tau0.6643	5	4d ago
Medical Segmentation Decathlon (MSD) Task09 (test)	GBC	Kendall's Tau0.7611	5	4d ago
Medical Segmentation Decathlon (MSD) Task07 (test)	GBC	Kendall's Tau0.6637	5	4d ago
Medical Segmentation Decathlon (MSD) Task06 (test)	LEEP	Kendall's Tau0.1658	5	4d ago
Medical Segmentation Decathlon (MSD) Task03 Liver Tumor (test)	CC-FV	Kendall Tau0.6374	5	4d ago
SUN	NLEEP	Weighted Kendall's tau0.807	4	4d ago
DTD	SFDA	Weighted Kendall's tau0.749	3	4d ago

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