Few-Shot Learning on CropDisease

Metric: 5 shot (higher is better)

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#	Model↕	5 shot▼	Augmentations	Paper	Date↕	Code
1	StyleAdv-FT	96.51	No	StyleAdv: Meta Style Adversarial Training for Cr...	2023-02-18	Code
2	ATA-FT	95.44	No	Cross-Domain Few-Shot Classification via Adversa...	2021-04-29	Code
3	StyleAdv	93.65	No	StyleAdv: Meta Style Adversarial Training for Cr...	2023-02-18	Code
4	ATA	90.59	No	Cross-Domain Few-Shot Classification via Adversa...	2021-04-29	Code
5	wave-SAN	89.7	No	Wave-SAN: Wavelet based Style Augmentation Netwo...	2022-03-15	Code
6	RFS+MLP	89.68	No	Improving Cross-domain Few-shot Classification w...	2023-12-15	Code
7	BSCD-FSL	89.25	No	A Broader Study of Cross-Domain Few-Shot Learning	2019-12-16	Code
8	AFA	88.06	No	Adversarial Feature Augmentation for Cross-domai...	2022-08-23	Code
9	FWT	87.11	No	Cross-Domain Few-Shot Classification via Learned...	2020-01-23	Code

#1StyleAdv-FTSOTA
96.51
5 shot· 2023-02-18
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Code
#2ATA-FTSOTA
95.44
5 shot· 2021-04-29
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Code
#3StyleAdv
93.65
5 shot· 2023-02-18
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Code
#4ATA
90.59
5 shot· 2021-04-29
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Code
#5wave-SAN
89.7
5 shot· 2022-03-15
Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning Code
#6RFS+MLP
89.68
5 shot· 2023-12-15
Improving Cross-domain Few-shot Classification with Multilayer Perceptron Code
#7BSCD-FSLSOTA
89.25
5 shot· 2019-12-16
A Broader Study of Cross-Domain Few-Shot Learning Code
#8AFA
88.06
5 shot· 2022-08-23
Adversarial Feature Augmentation for Cross-domain Few-shot Classification Code
#9FWT
87.11
5 shot· 2020-01-23
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Code