Meta-Learning on ISIC2018

Metric: 5 shot (higher is better)

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#	Model↕	5 shot▼	Augmentations	Paper	Date↕	Code
1	StyleAdv-FT	53.05	No	StyleAdv: Meta Style Adversarial Training for Cr...	2023-02-18	Code
2	ATA-FT	49.79	No	Cross-Domain Few-Shot Classification via Adversa...	2021-04-29	Code
3	BSCD-FSL	48.11	No	A Broader Study of Cross-Domain Few-Shot Learning	2019-12-16	Code
4	RFS+MLP	46.33	No	Improving Cross-domain Few-shot Classification w...	2023-12-15	Code
5	AFA	46.01	No	Adversarial Feature Augmentation for Cross-domai...	2022-08-23	Code
6	StyleAdv	45.77	No	StyleAdv: Meta Style Adversarial Training for Cr...	2023-02-18	Code
7	wave-SAN	44.93	No	Wave-SAN: Wavelet based Style Augmentation Netwo...	2022-03-15	Code
8	ATA	44.91	No	Cross-Domain Few-Shot Classification via Adversa...	2021-04-29	Code
9	LRP	44.14	No	Explanation-Guided Training for Cross-Domain Few...	2020-07-17	Code
10	GNN	43.94	No	Few-Shot Learning with Graph Neural Networks	2017-11-10	Code
11	FWT	43.17	No	Cross-Domain Few-Shot Classification via Learned...	2020-01-23	Code

#1StyleAdv-FTSOTA
53.05
5 shot· 2023-02-18
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Code
#2ATA-FTSOTA
49.79
5 shot· 2021-04-29
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Code
#3BSCD-FSLSOTA
48.11
5 shot· 2019-12-16
A Broader Study of Cross-Domain Few-Shot Learning Code
#4RFS+MLP
46.33
5 shot· 2023-12-15
Improving Cross-domain Few-shot Classification with Multilayer Perceptron Code
#5AFA
46.01
5 shot· 2022-08-23
Adversarial Feature Augmentation for Cross-domain Few-shot Classification Code
#6StyleAdv
45.77
5 shot· 2023-02-18
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Code
#7wave-SAN
44.93
5 shot· 2022-03-15
Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning Code
#8ATA
44.91
5 shot· 2021-04-29
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Code
#9LRP
44.14
5 shot· 2020-07-17
Explanation-Guided Training for Cross-Domain Few-Shot Classification Code
#10GNNSOTA
43.94
5 shot· 2017-11-10
Few-Shot Learning with Graph Neural Networks Code
#11FWT
43.17
5 shot· 2020-01-23
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Code