Few-Shot Image Classification on ImageNet-FS (2-shot, novel)

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)	71.48	No	KGTN-ens: Few-Shot Image Classification with Kno...	2022-11-06	Code
2	KGTN (ResNet-50)	70.9	No	Knowledge Graph Transfer Network for Few-Shot Re...	2019-11-21	Code
3	SGM + Graph (ResNet-50)	70.3	No	Model-Agnostic Graph Regularization for Few-Shot...	2021-02-14	-
4	IDeMe-Net (ResNet-50)	69.6	No	Image Deformation Meta-Networks for One-Shot Lea...	2019-05-28	Code
5	KTCH (ResNet-50)	67.3	No	Few-shot Relational Reasoning via Connection Sub...	2022-10-13	Code
6	SGM (ResNet-50)	67	No	Low-shot Visual Recognition by Shrinking and Hal...	2016-06-09	Code
7	LSD (ResNet-50)	66.9	No	Low-shot learning with large-scale diffusion	2017-06-07	Code
8	SGM w/G (ResNet-50)	64.9	No	Low-shot Visual Recognition by Shrinking and Hal...	2016-06-09	Code

#1KGTN-ens (ResNet-50, h+g, max)SOTA
71.48
Top-5 Accuracy (%)· 2022-11-06
KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles Code
#2KGTN (ResNet-50)SOTA
70.9
Top-5 Accuracy (%)· 2019-11-21
Knowledge Graph Transfer Network for Few-Shot Recognition Code
#3SGM + Graph (ResNet-50)
70.3
Top-5 Accuracy (%)· 2021-02-14
Model-Agnostic Graph Regularization for Few-Shot Learning
#4IDeMe-Net (ResNet-50)SOTA
69.6
Top-5 Accuracy (%)· 2019-05-28
Image Deformation Meta-Networks for One-Shot Learning Code
#5KTCH (ResNet-50)
67.3
Top-5 Accuracy (%)· 2022-10-13
Few-shot Relational Reasoning via Connection Subgraph Pretraining Code
#6SGM (ResNet-50)SOTA
67
Top-5 Accuracy (%)· 2016-06-09
Low-shot Visual Recognition by Shrinking and Hallucinating Features Code
#7LSD (ResNet-50)
66.9
Top-5 Accuracy (%)· 2017-06-07
Low-shot learning with large-scale diffusion Code
#8SGM w/G (ResNet-50)
64.9
Top-5 Accuracy (%)· 2016-06-09
Low-shot Visual Recognition by Shrinking and Hallucinating Features Code