Meta-Learning on CUB

Metric: 5 shot (higher is better)

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#	Model↕	5 shot▼	Augmentations	Paper	Date↕	Code
1	MSENet	71.59	No	Enhancing Few-Shot Image Classification through ...	2024-09-12	Code
2	StyleAdv-FT	70.9	No	StyleAdv: Meta Style Adversarial Training for Cr...	2023-02-18	Code
3	wave-SAN	70.31	No	Wave-SAN: Wavelet based Style Augmentation Netwo...	2022-03-15	Code
4	ATA-FT	69.83	No	Cross-Domain Few-Shot Classification via Adversa...	2021-04-29	Code
5	StyleAdv	68.72	No	StyleAdv: Meta Style Adversarial Training for Cr...	2023-02-18	Code
6	AFA	68.25	No	Adversarial Feature Augmentation for Cross-domai...	2022-08-23	Code
7	FWT	66.98	No	Cross-Domain Few-Shot Classification via Learned...	2020-01-23	Code
8	ATA	66.22	No	Cross-Domain Few-Shot Classification via Adversa...	2021-04-29	Code
9	BSCD-FSL	64.14	No	A Broader Study of Cross-Domain Few-Shot Learning	2019-12-16	Code

#1MSENetSOTA
71.59
5 shot· 2024-09-12
Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Code
#2StyleAdv-FTSOTA
70.9
5 shot· 2023-02-18
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Code
#3wave-SANSOTA
70.31
5 shot· 2022-03-15
Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning Code
#4ATA-FTSOTA
69.83
5 shot· 2021-04-29
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Code
#5StyleAdv
68.72
5 shot· 2023-02-18
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Code
#6AFA
68.25
5 shot· 2022-08-23
Adversarial Feature Augmentation for Cross-domain Few-shot Classification Code
#7FWTSOTA
66.98
5 shot· 2020-01-23
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Code
#8ATA
66.22
5 shot· 2021-04-29
Cross-Domain Few-Shot Classification via Adversarial Task Augmentation Code
#9BSCD-FSLSOTA
64.14
5 shot· 2019-12-16
A Broader Study of Cross-Domain Few-Shot Learning Code