Transferability on classification benchmark

Metric: Kendall's Tau (higher is better)

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#	Model↕	Kendall's Tau▼	Extra Data	Paper	Date↕	Code
1	ETran	0.562	No	ETran: Energy-Based Transferability Estimation	2023-08-03	Code
2	SFDA	0.502	No	Not All Models Are Equal: Predicting Model Trans...	2022-07-07	Code
3	logme	0.482	No	LogME: Practical Assessment of Pre-trained Model...	2021-02-22	Code
4	LEEP	0.39	No	LEEP: A New Measure to Evaluate Transferability ...	2020-02-27	-
5	PACTran	0.266	No	PACTran: PAC-Bayesian Metrics for Estimating the...	2022-03-10	Code
6	NLEEP	0.228	No	Ranking Neural Checkpoints	2020-11-23	Code

#1ETranSOTA
0.562
Kendall's Tau· 2023-08-03
ETran: Energy-Based Transferability Estimation Code
#2SFDASOTA
0.502
Kendall's Tau· 2022-07-07
Not All Models Are Equal: Predicting Model Transferability in a Self-challenging Fisher Space Code
#3logmeSOTA
0.482
Kendall's Tau· 2021-02-22
LogME: Practical Assessment of Pre-trained Models for Transfer Learning Code
#4LEEPSOTA
0.39
Kendall's Tau· 2020-02-27
LEEP: A New Measure to Evaluate Transferability of Learned Representations
#5PACTran
0.266
Kendall's Tau· 2022-03-10
PACTran: PAC-Bayesian Metrics for Estimating the Transferability of Pretrained Models to Classification Tasks Code
#6NLEEP
0.228
Kendall's Tau· 2020-11-23
Ranking Neural Checkpoints Code