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

Metric: 1:1 Accuracy (higher is better)

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#	Model↕	1:1 Accuracy▼	Extra Data	Paper	Date↕	Code
1	\alpha-TIM	86.6	No	Realistic Evaluation of Transductive Few-Shot Le...	2022-04-24	Code
2	BAVARDAGE	86.5	No	Adaptive Dimension Reduction and Variational Inf...	2022-09-18	-
3	Laplacian-Shot	85.7	No	Laplacian Regularized Few-Shot Learning	2020-06-28	Code
4	LR+ICI	85.1	No	Instance Credibility Inference for Few-Shot Lear...	2020-03-26	Code
5	BDCSPN	84.8	No	Prototype Rectification for Few-Shot Learning	2019-11-25	Code
6	Simpleshot	84.7	No	SimpleShot: Revisiting Nearest-Neighbor Classifi...	2019-11-12	Code
7	Baseline++	84.2	No	A Closer Look at Few-shot Classification	2019-04-08	Code
8	Entropy Minimization	75.5	No	A Baseline for Few-Shot Image Classification	2019-09-06	Code
9	PT-MAP	70	No	Leveraging the Feature Distribution in Transfer-...	2020-06-06	Code

#1\alpha-TIMSOTA
86.6
1:1 Accuracy· 2022-04-24
Realistic Evaluation of Transductive Few-Shot Learning Code
#2BAVARDAGE
86.5
1:1 Accuracy· 2022-09-18
Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification
#3Laplacian-ShotSOTA
85.7
1:1 Accuracy· 2020-06-28
Laplacian Regularized Few-Shot Learning Code
#4LR+ICISOTA
85.1
1:1 Accuracy· 2020-03-26
Instance Credibility Inference for Few-Shot Learning Code
#5BDCSPNSOTA
84.8
1:1 Accuracy· 2019-11-25
Prototype Rectification for Few-Shot Learning Code
#6SimpleshotSOTA
84.7
1:1 Accuracy· 2019-11-12
SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning Code
#7Baseline++SOTA
84.2
1:1 Accuracy· 2019-04-08
A Closer Look at Few-shot Classification Code
#8Entropy Minimization
75.5
1:1 Accuracy· 2019-09-06
A Baseline for Few-Shot Image Classification Code
#9PT-MAP
70
1:1 Accuracy· 2020-06-06
Leveraging the Feature Distribution in Transfer-based Few-Shot Learning Code