Few-Shot Image Classification on ImageNet-FS (1-shot, novel)

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Top-5 Accuracy (%)

Rank	Model	Top-5 Accuracy (%)	Paper	Code	Year
1	KGTN-ens (ResNet-50, h+g, max)	62.73	KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles	DominikFilipiak/KGTN-ens	2022
2	KGTN (ResNet-50)	62.1	Knowledge Graph Transfer Network for Few-Shot Recognition	MyChocer/KGTN	2019
3	SGM + Graph (ResNet-50)	61.1	Model-Agnostic Graph Regularization for Few-Shot Learning		2021
4	IDeMe-Net (ResNet-50)	60.1	Image Deformation Meta-Networks for One-Shot Learning	tankche1/IDeMe-Net	2019
5	KTCH (ResNet-50)	58.1	Few-shot Relational Reasoning via Connection Subgraph Pretraining	snap-stanford/csr	2022
6	LSD (ResNet-50)	57.7	Low-shot learning with large-scale diffusion	facebookresearch/low-shot-with-diffusion	2017
7	SGM (ResNet-50)	52.9	Low-shot Visual Recognition by Shrinking and Hallucinating Features	facebookresearch/low-shot-shrink-hallucinate · MyChocer/KGTN · RajeevReddyIlavala/Low-Shot-Learning-Learning · +1	2016
8	KGTN-ens (ResNet-50, h+g, max)	62.73	KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles	DominikFilipiak/KGTN-ens	2022
9	KGTN (ResNet-50)	62.1	Knowledge Graph Transfer Network for Few-Shot Recognition	MyChocer/KGTN	2019
10	SGM + Graph (ResNet-50)	61.1	Model-Agnostic Graph Regularization for Few-Shot Learning		2021