Few-Shot Image Classification on Meta-Dataset Rank

Metric: Mean Rank (higher is better)

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#	Model↕	Mean Rank▼	Extra Data	Paper	Date↕	Code
1	Relation Networks	11.8	No	Learning to Compare: Relation Network for Few-Sh...	2017-11-16	Code
2	k-NN	10.85	No	Meta-Dataset: A Dataset of Datasets for Learning...	2019-03-07	Code
3	Matching Networks	10.5	No	Matching Networks for One Shot Learning	2016-06-13	Code
4	fo-MAML	10.25	No	Model-Agnostic Meta-Learning for Fast Adaptation...	2017-03-09	Code
5	Finetune	8.7	No	Meta-Dataset: A Dataset of Datasets for Learning...	2019-03-07	Code
6	Prototypical Networks	8.5	No	Prototypical Networks for Few-shot Learning	2017-03-15	Code
7	fo-Proto-MAML	6.65	No	Meta-Dataset: A Dataset of Datasets for Learning...	2019-03-07	Code
8	CNAPs	5.95	No	Fast and Flexible Multi-Task Classification Usin...	2019-06-18	Code
9	SUR-pnf	4.25	No	Selecting Relevant Features from a Multi-domain ...	2020-03-20	Code
10	SUR	4.2	No	Selecting Relevant Features from a Multi-domain ...	2020-03-20	Code
11	Simple CNAPS	3.45	No	Improved Few-Shot Visual Classification	2019-12-07	Code
12	Transductive CNAPS	3.05	No	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
13	URT	2.85	No	A Universal Representation Transformer Layer for...	2020-06-21	Code

#1Relation NetworksSOTA
11.8
Mean Rank· 2017-11-16
Learning to Compare: Relation Network for Few-Shot Learning Code
#2k-NN
10.85
Mean Rank· 2019-03-07
Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples Code
#3Matching NetworksSOTA
10.5
Mean Rank· 2016-06-13
Matching Networks for One Shot Learning Code
#4fo-MAML
10.25
Mean Rank· 2017-03-09
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Code
#5Finetune
8.7
Mean Rank· 2019-03-07
Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples Code
#6Prototypical Networks
8.5
Mean Rank· 2017-03-15
Prototypical Networks for Few-shot Learning Code
#7fo-Proto-MAML
6.65
Mean Rank· 2019-03-07
Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples Code
#8CNAPs
5.95
Mean Rank· 2019-06-18
Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Code
#9SUR-pnf
4.25
Mean Rank· 2020-03-20
Selecting Relevant Features from a Multi-domain Representation for Few-shot Classification Code
#10SUR
4.2
Mean Rank· 2020-03-20
Selecting Relevant Features from a Multi-domain Representation for Few-shot Classification Code
#11Simple CNAPS
3.45
Mean Rank· 2019-12-07
Improved Few-Shot Visual Classification Code
#12Transductive CNAPS
3.05
Mean Rank· 2020-06-17
Enhancing Few-Shot Image Classification with Unlabelled Examples Code
#13URT
2.85
Mean Rank· 2020-06-21
A Universal Representation Transformer Layer for Few-Shot Image Classification Code