Few-Shot Image Classification on Tiered ImageNet 10-way (1-shot)

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Transductive CNAPS + FETI	65.1	Yes	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
2	Simple CNAPS + FETI	57.1	Yes	Improved Few-Shot Visual Classification	2019-12-07	Code
3	Transductive CNAPS	54.6	No	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
4	Simple CNAPS	48.1	No	Improved Few-Shot Visual Classification	2019-12-07	Code
5	TPN (Higher Shot)	44.8	No	Learning to Propagate Labels: Transductive Propa...	2018-05-25	Code
6	Label Propagation	39.4	No	Learning to Propagate Labels: Transductive Propa...	2018-05-25	Code
7	Prototypical Networks (Higher Way)	38.6	No	Prototypical Networks for Few-shot Learning	2017-03-15	Code
8	Prototypical Networks	37.3	No	Prototypical Networks for Few-shot Learning	2017-03-15	Code
9	Relation Networks	36.3	No	Learning to Compare: Relation Network for Few-Sh...	2017-11-16	Code
10	Reptile+BN	35.3	No	On First-Order Meta-Learning Algorithms	2018-03-08	Code
11	MAML + Transduction	34.8	No	Model-Agnostic Meta-Learning for Fast Adaptation...	2017-03-09	Code
12	MAML	34.4	No	Model-Agnostic Meta-Learning for Fast Adaptation...	2017-03-09	Code
13	Reptile	33.7	No	On First-Order Meta-Learning Algorithms	2018-03-08	Code