Few-Shot Learning on ChestX

Metric: 5 shot (higher is better)

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#	Model↕	5 shot▼	Augmentations	Paper	Date↕	Code
1	StyleAdv-FT	26.24	No	StyleAdv: Meta Style Adversarial Training for Cr...	2023-02-18	Code
2	StyleAdv	26.07	No	StyleAdv: Meta Style Adversarial Training for Cr...	2023-02-18	Code
3	RFS+MLP	26	No	Improving Cross-domain Few-shot Classification w...	2023-12-15	Code
4	BSCD-FSL	25.97	No	A Broader Study of Cross-Domain Few-Shot Learning	2019-12-16	Code
5	wave-SAN	25.63	No	Wave-SAN: Wavelet based Style Augmentation Netwo...	2022-03-15	Code
6	GNN	25.27	No	Few-Shot Learning with Graph Neural Networks	2017-11-10	Code
7	FWT	25.18	No	Cross-Domain Few-Shot Classification via Learned...	2020-01-23	Code
8	ATA-FT	25.08	No	Cross-Domain Few-Shot Classification via Adversa...	2021-04-29	Code
9	AFA	25.02	No	Adversarial Feature Augmentation for Cross-domai...	2022-08-23	Code
10	LRP	24.53	No	Explanation-Guided Training for Cross-Domain Few...	2020-07-17	Code
11	ATA	24.32	No	Cross-Domain Few-Shot Classification via Adversa...	2021-04-29	Code

#1StyleAdv-FTSOTA
26.24
5 shot· 2023-02-18
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Code
#2StyleAdv
26.07
5 shot· 2023-02-18
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Code
#3RFS+MLP
26
5 shot· 2023-12-15
Improving Cross-domain Few-shot Classification with Multilayer Perceptron Code
#4BSCD-FSLSOTA
25.97
5 shot· 2019-12-16
A Broader Study of Cross-Domain Few-Shot Learning Code
#5wave-SAN
25.63
5 shot· 2022-03-15
Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning Code
#6GNNSOTA
25.27
5 shot· 2017-11-10
Few-Shot Learning with Graph Neural Networks Code
#7FWT
25.18
5 shot· 2020-01-23
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Code
#8ATA-FT
25.08
5 shot· 2021-04-29
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Code
#9AFA
25.02
5 shot· 2022-08-23
Adversarial Feature Augmentation for Cross-domain Few-shot Classification Code
#10LRP
24.53
5 shot· 2020-07-17
Explanation-Guided Training for Cross-Domain Few-Shot Classification Code
#11ATA
24.32
5 shot· 2021-04-29
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Code