Image Classification on ImageNet-FS (5-shot, all)

Metric: Top-5 Accuracy (%) (higher is better)

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#	Model↕	Top-5 Accuracy (%)▼	Extra Data	Paper	Date↕	Code
1	KGTN-ens (ResNet-50, h+g, max)	81.12	No	KGTN-ens: Few-Shot Image Classification with Kno...	2022-11-06	Code
2	KGTN (ResNet-50)	80.9	No	Knowledge Graph Transfer Network for Few-Shot Re...	2019-11-21	Code
3	SGM + graph	78.6	No	Model-Agnostic Graph Regularization for Few-Shot...	2021-02-14	-
4	KTCH (ResNet-50)	77.6	No	Few-shot Relational Reasoning via Connection Sub...	2022-10-13	Code
5	SGM (ResNet-50)	77.4	No	Low-shot Visual Recognition by Shrinking and Hal...	2016-06-09	Code
6	IdeMe-Net (ResNet-50)	77.4	No	Image Deformation Meta-Networks for One-Shot Lea...	2019-05-28	Code
7	SGM w/ G (ResNet-50)	77.3	No	Low-shot Visual Recognition by Shrinking and Hal...	2016-06-09	Code
8	LSD (ResNet-50)	73.8	No	Low-shot learning with large-scale diffusion	2017-06-07	Code

#1KGTN-ens (ResNet-50, h+g, max)SOTA
81.12
Top-5 Accuracy (%)· 2022-11-06
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles Code
#2KGTN (ResNet-50)SOTA
80.9
Top-5 Accuracy (%)· 2019-11-21
Knowledge Graph Transfer Network for Few-Shot Recognition Code
#3SGM + graph
78.6
Top-5 Accuracy (%)· 2021-02-14
Model-Agnostic Graph Regularization for Few-Shot Learning
#4KTCH (ResNet-50)
77.6
Top-5 Accuracy (%)· 2022-10-13
Few-shot Relational Reasoning via Connection Subgraph Pretraining Code
#5SGM (ResNet-50)SOTA
77.4
Top-5 Accuracy (%)· 2016-06-09
Low-shot Visual Recognition by Shrinking and Hallucinating Features Code
#6IdeMe-Net (ResNet-50)
77.4
Top-5 Accuracy (%)· 2019-05-28
Image Deformation Meta-Networks for One-Shot Learning Code
#7SGM w/ G (ResNet-50)
77.3
Top-5 Accuracy (%)· 2016-06-09
Low-shot Visual Recognition by Shrinking and Hallucinating Features Code
#8LSD (ResNet-50)
73.8
Top-5 Accuracy (%)· 2017-06-07
Low-shot learning with large-scale diffusion Code