Image Classification on Mini-Imagenet 20-way (5-shot)

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	TIM-GD	59.5	No	Transductive Information Maximization For Few-Sh...	2020-08-25	Code
2	Deep Comparison Network	47.31	No	RelationNet2: Deep Comparison Columns for Few-Sh...	2018-11-17	Code
3	Meta SGD	28.92	No	Meta-SGD: Learning to Learn Quickly for Few-Shot...	2017-07-31	Code
4	Meta LSTM, (from )	26.06	No	Meta-SGD: Learning to Learn Quickly for Few-Shot...	2017-07-31	Code
5	Matching Nets, (from )	22.69	No	Meta-SGD: Learning to Learn Quickly for Few-Shot...	2017-07-31	Code
6	MAML, (from )	19.29	No	Meta-SGD: Learning to Learn Quickly for Few-Shot...	2017-07-31	Code

#1TIM-GDSOTA
59.5
Accuracy· 2020-08-25
Transductive Information Maximization For Few-Shot Learning Code
#2Deep Comparison NetworkSOTA
47.31
Accuracy· 2018-11-17
RelationNet2: Deep Comparison Columns for Few-Shot Learning Code
#3Meta SGDSOTA
28.92
Accuracy· 2017-07-31
Meta-SGD: Learning to Learn Quickly for Few-Shot Learning Code
#4Meta LSTM, (from )
26.06
Accuracy· 2017-07-31
Meta-SGD: Learning to Learn Quickly for Few-Shot Learning Code
#5Matching Nets, (from )
22.69
Accuracy· 2017-07-31
Meta-SGD: Learning to Learn Quickly for Few-Shot Learning Code
#6MAML, (from )
19.29
Accuracy· 2017-07-31
Meta-SGD: Learning to Learn Quickly for Few-Shot Learning Code