Few-Shot Learning on Plantae

Metric: 5 shot (higher is better)

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#	Model↕	5 shot▼	Augmentations	Paper	Date↕	Code
1	StyleAdv-FT	64.1	No	StyleAdv: Meta Style Adversarial Training for Cr...	2023-02-18	Code
2	StyleAdv	61.52	No	StyleAdv: Meta Style Adversarial Training for Cr...	2023-02-18	Code
3	BSCD-FSL	59.27	No	A Broader Study of Cross-Domain Few-Shot Learning	2019-12-16	Code
4	ATA-FT	58.08	No	Cross-Domain Few-Shot Classification via Adversa...	2021-04-29	Code
5	wave-SAN	57.72	No	Wave-SAN: Wavelet based Style Augmentation Netwo...	2022-03-15	Code
6	AFA	54.26	No	Adversarial Feature Augmentation for Cross-domai...	2022-08-23	Code
7	FWT	53.85	No	Cross-Domain Few-Shot Classification via Learned...	2020-01-23	Code
8	ATA	52.69	No	Cross-Domain Few-Shot Classification via Adversa...	2021-04-29	Code

#1StyleAdv-FTSOTA
64.1
5 shot· 2023-02-18
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Code
#2StyleAdv
61.52
5 shot· 2023-02-18
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Code
#3BSCD-FSLSOTA
59.27
5 shot· 2019-12-16
A Broader Study of Cross-Domain Few-Shot Learning Code
#4ATA-FT
58.08
5 shot· 2021-04-29
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Code
#5wave-SAN
57.72
5 shot· 2022-03-15
Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning Code
#6AFA
54.26
5 shot· 2022-08-23
Adversarial Feature Augmentation for Cross-domain Few-shot Classification Code
#7FWT
53.85
5 shot· 2020-01-23
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Code
#8ATA
52.69
5 shot· 2021-04-29
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Code