Image Classification on Tiered ImageNet 10-way (5-shot)

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Transductive CNAPS + FETI	80.6	Yes	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
2	Simple CNAPS + FETI	78.5	Yes	Improved Few-Shot Visual Classification	2019-12-07	Code
3	Transductive CNAPS	72.5	No	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
4	Simple CNAPS	70.2	No	Improved Few-Shot Visual Classification	2019-12-07	Code
5	TPN (Higher Shot)	59.4	No	Learning to Propagate Labels: Transductive Propa...	2018-05-25	Code
6	Prototypical Networks (Higher Way)	58.3	No	Prototypical Networks for Few-shot Learning	2017-03-15	Code
7	Relation Networks	58	No	Learning to Compare: Relation Network for Few-Sh...	2017-11-16	Code
8	Label Propagation	57.9	No	Learning to Propagate Labels: Transductive Propa...	2018-05-25	Code
9	Prototypical Networks	57.8	No	Prototypical Networks for Few-shot Learning	2017-03-15	Code
10	MAML + Transduction	54.7	No	Model-Agnostic Meta-Learning for Fast Adaptation...	2017-03-09	Code
11	MAML	53.3	No	Model-Agnostic Meta-Learning for Fast Adaptation...	2017-03-09	Code
12	Reptile+BN	52	No	On First-Order Meta-Learning Algorithms	2018-03-08	Code
13	Reptile	48	No	On First-Order Meta-Learning Algorithms	2018-03-08	Code