Few-Shot Image Classification on Dirichlet Tiered-Imagenet (5-way, 1-shot)

Metric: 1:1 Accuracy (higher is better)

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#	Model↕	1:1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	BAVARDAGE	76.6	No	Adaptive Dimension Reduction and Variational Inf...	2022-09-18	-
2	LR+ICI	74.6	No	Instance Credibility Inference for Few-Shot Lear...	2020-03-26	Code
3	\alpha-TIM	74.4	No	Realistic Evaluation of Transductive Few-Shot Le...	2022-04-24	Code
4	BDCSPN	74.1	No	Prototype Rectification for Few-Shot Learning	2019-11-25	Code
5	Laplacian-Shot	72.3	No	Laplacian Regularized Few-Shot Learning	2020-06-28	Code
6	Simpleshot	69.6	No	SimpleShot: Revisiting Nearest-Neighbor Classifi...	2019-11-12	Code
7	Baseline++	68	No	A Closer Look at Few-shot Classification	2019-04-08	Code
8	PT-MAP	64.1	No	Leveraging the Feature Distribution in Transfer-...	2020-06-06	Code
9	Entropy Minimization	61.2	No	A Baseline for Few-Shot Image Classification	2019-09-06	Code

#1BAVARDAGESOTA
76.6
1:1 Accuracy· 2022-09-18
Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification
#2LR+ICISOTA
74.6
1:1 Accuracy· 2020-03-26
Instance Credibility Inference for Few-Shot Learning Code
#3\alpha-TIM
74.4
1:1 Accuracy· 2022-04-24
Realistic Evaluation of Transductive Few-Shot Learning Code
#4BDCSPNSOTA
74.1
1:1 Accuracy· 2019-11-25
Prototype Rectification for Few-Shot Learning Code
#5Laplacian-Shot
72.3
1:1 Accuracy· 2020-06-28
Laplacian Regularized Few-Shot Learning Code
#6SimpleshotSOTA
69.6
1:1 Accuracy· 2019-11-12
SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning Code
#7Baseline++SOTA
68
1:1 Accuracy· 2019-04-08
A Closer Look at Few-shot Classification Code
#8PT-MAP
64.1
1:1 Accuracy· 2020-06-06
Leveraging the Feature Distribution in Transfer-based Few-Shot Learning Code
#9Entropy Minimization
61.2
1:1 Accuracy· 2019-09-06
A Baseline for Few-Shot Image Classification Code