ML Research Wiki / Benchmarks / Cross-Domain Few-Shot / EuroSAT

EuroSAT

Cross-Domain Few-Shot Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: 5 shot

Top Performing Models

Rank	Model	Paper	5 shot	Date	Code
1	StyleAdv-FT	StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning	91.64	2023-02-18	📦 lovelyqian/styleadv-cdfsl 📦 lovelyqian/wave-SAN-CDFSL
2	ATA-FT	Cross-Domain Few-Shot Classification via Adversarial Task Augmentation	89.64	2021-04-29	📦 Haoqing-Wang/CDFSL-ATA
3	StyleAdv	StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning	86.58	2023-02-18	📦 lovelyqian/styleadv-cdfsl 📦 lovelyqian/wave-SAN-CDFSL
4	AFA	Adversarial Feature Augmentation for Cross-domain Few-shot Classification	85.58	2022-08-23	📦 youthhoo/afa_for_few_shot_learning
5	wave-SAN	Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning	85.22	2022-03-15	📦 lovelyqian/wave-SAN-CDFSL
6	ATA	Cross-Domain Few-Shot Classification via Adversarial Task Augmentation	83.75	2021-04-29	📦 Haoqing-Wang/CDFSL-ATA
7	GNN	Few-Shot Learning with Graph Neural Networks	83.64	2017-11-10	📦 vgsatorras/few-shot-gnn 📦 louis2889184/gnn_few_shot_cifar100 📦 Lieberk/Paddle-FSL-GNN
8	FWT	Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation	83.01	2020-01-23	📦 hytseng0509/CrossDomainFewShot
9	BSCD-FSL	A Broader Study of Cross-Domain Few-Shot Learning	79.08	2019-12-16	📦 IBM/cdfsl-benchmark 📦 hushell/pmf_cvpr22
10	RFS+MLP	Improving Cross-domain Few-shot Classification with Multilayer Perceptron	78.13	2023-12-15	📦 BaiShuanghao/CDFSC-MLP

All Papers (11)

StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning

2023

StyleAdv-FT

lovelyqian/styleadv-cdfsl lovelyqian/wave-SAN-CDFSL

Cross-Domain Few-Shot Classification via Adversarial Task Augmentation

2021

ATA-FT

Haoqing-Wang/CDFSL-ATA

StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning

2023

StyleAdv

lovelyqian/styleadv-cdfsl lovelyqian/wave-SAN-CDFSL

Adversarial Feature Augmentation for Cross-domain Few-shot Classification

2022

AFA

youthhoo/afa_for_few_shot_learning

Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning

2022

wave-SAN

lovelyqian/wave-SAN-CDFSL

Cross-Domain Few-Shot Classification via Adversarial Task Augmentation

2021

ATA

Haoqing-Wang/CDFSL-ATA

Few-Shot Learning with Graph Neural Networks

2017

GNN

vgsatorras/few-shot-gnn louis2889184/gnn_few_shot_cifar100

Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation

2020

FWT

hytseng0509/CrossDomainFewShot

A Broader Study of Cross-Domain Few-Shot Learning

2019

BSCD-FSL

IBM/cdfsl-benchmark hushell/pmf_cvpr22

Improving Cross-domain Few-shot Classification with Multilayer Perceptron

2023

RFS+MLP

BaiShuanghao/CDFSC-MLP

Explanation-Guided Training for Cross-Domain Few-Shot Classification

2020

LRP

SunJiamei/few-shot-lrp-guided

EuroSAT

Performance Over Time

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Top Performing Models

All Papers (11)

StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning

Cross-Domain Few-Shot Classification via Adversarial Task Augmentation

StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning

Adversarial Feature Augmentation for Cross-domain Few-shot Classification

Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning

Cross-Domain Few-Shot Classification via Adversarial Task Augmentation

Few-Shot Learning with Graph Neural Networks

Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation

A Broader Study of Cross-Domain Few-Shot Learning

Improving Cross-domain Few-shot Classification with Multilayer Perceptron

Explanation-Guided Training for Cross-Domain Few-Shot Classification

Model	Paper	5 shot	Date
StyleAdv-FT	StyleAdv: Meta Style Adversarial Training for Cro…	91.64	2023-02-18
ATA-FT	Cross-Domain Few-Shot Classification via Adversar…	89.64	2021-04-29
StyleAdv	StyleAdv: Meta Style Adversarial Training for Cro…	86.58	2023-02-18
AFA	Adversarial Feature Augmentation for Cross-domain…	85.58	2022-08-23
wave-SAN	Wave-SAN: Wavelet based Style Augmentation Networ…	85.22	2022-03-15
ATA	Cross-Domain Few-Shot Classification via Adversar…	83.75	2021-04-29
GNN	Few-Shot Learning with Graph Neural Networks	83.64	2017-11-10
FWT	Cross-Domain Few-Shot Classification via Learned …	83.01	2020-01-23
BSCD-FSL	A Broader Study of Cross-Domain Few-Shot Learning	79.08	2019-12-16
RFS+MLP	Improving Cross-domain Few-shot Classification wi…	78.13	2023-12-15
LRP	Explanation-Guided Training for Cross-Domain Few-…	77.14	2020-07-17