Few-Shot Image Classification on CUB 200 5-way 5-shot

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	CAML [Laion-2b]	98.7	Yes	Context-Aware Meta-Learning	2023-10-17	Code
2	PT+MAP+SF+SOT (transductive)	97.12	Yes	The Self-Optimal-Transport Feature Transform	2022-04-06	Code
3	PT+MAP+SF+BPA (transductive)	97.12	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
4	PEMnE-BMS*	96.43	Yes	Squeezing Backbone Feature Distributions to the ...	2021-10-18	Code
5	Illumination Augmentation	96.28	Yes	Sill-Net: Feature Augmentation with Separated Il...	2021-02-06	Code
6	LST+MAP	94.09	Yes	Transfer learning based few-shot classification ...	2021-02-09	Code
7	ESPT	94.02	No	ESPT: A Self-Supervised Episodic Spatial Pretext...	2023-04-26	Code
8	PT+MAP	93.99	Yes	Leveraging the Feature Distribution in Transfer-...	2020-06-06	Code
9	EASY 4xResNet12 (transductive)	93.5	Yes	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
10	BAVARDAGE	93.5	Yes	Adaptive Dimension Reduction and Variational Inf...	2022-09-18	-
11	TDM	93.37	Yes	Task Discrepancy Maximization for Fine-grained F...	2022-07-04	Code
12	ICI	92.48	Yes	Instance Credibility Inference for Few-Shot Lear...	2020-03-26	Code
13	Transfer+SGC	92.14	Yes	Graph-based Interpolation of Feature Vectors for...	2020-01-27	Code
14	EASY 3xResNet12 (inductive)	91.93	Yes	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
15	EASY 4xResNet12 (inductive)	91.59	Yes	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
16	VFD	91.48	No	Variational Feature Disentangling for Fine-Grain...	2020-10-07	-
17	RENet	91.11	No	Relational Embedding for Few-Shot Classification	2021-08-22	Code
18	S2M2R	90.85	No	Charting the Right Manifold: Manifold Mixup for ...	2019-07-28	Code
19	TIM-GD	90.8	No	Transductive Information Maximization For Few-Sh...	2020-08-25	Code
20	Neg-Margin	89.4	No	Negative Margin Matters: Understanding Margin in...	2020-03-26	Code
21	AmdimNet	89.18	No	Self-Supervised Learning For Few-Shot Image Clas...	2019-11-14	Code
22	LaplacianShot	88.68	No	Laplacian Regularized Few-Shot Learning	2020-06-28	Code
23	BD-CSPN + ESFR (ResNet-18)	88.65	No	Unsupervised Embedding Adaptation via Early-Stag...	2021-06-22	Code
24	DKT + BNCosSim	85.64	No	Bayesian Meta-Learning for the Few-Shot Setting ...	2019-10-11	Code
25	Self-Critique and Adapt + High-End MAML++	85.63	No	Learning to learn via Self-Critique	2019-05-24	Code
26	High-End MAML++	83.8	No	Learning to learn via Self-Critique	2019-05-24	Code
27	MergedNet-Max	83.42	No	-	-	Code
28	feat (ProtoNet)	83.03	No	Few-Shot Learning via Embedding Adaptation with ...	2018-12-10	Code
29	DN4-DA (k=1)	81.9	No	Revisiting Local Descriptor based Image-to-Class...	2019-03-28	Code
30	HyperShot	80.07	No	HyperShot: Few-Shot Learning by Kernel HyperNetw...	2022-03-21	Code
31	Hyperbolic ProtoNet	72.22	No	Hyperbolic Image Embeddings	2019-04-03	Code
32	Relation Net	65.32	No	Learning to Compare: Relation Network for Few-Sh...	2017-11-16	Code

#1CAML [Laion-2b]SOTA
98.7
Accuracy· Extra Data· 2023-10-17
Context-Aware Meta-Learning Code
#2PT+MAP+SF+SOT (transductive)SOTA
97.12
Accuracy· Extra Data· 2022-04-06
The Self-Optimal-Transport Feature Transform Code
#3PT+MAP+SF+BPA (transductive)
97.12
Accuracy· 2024-06-25
The Balanced-Pairwise-Affinities Feature Transform Code
#4PEMnE-BMS*SOTA
96.43
Accuracy· Extra Data· 2021-10-18
Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning Code
#5Illumination AugmentationSOTA
96.28
Accuracy· Extra Data· 2021-02-06
Sill-Net: Feature Augmentation with Separated Illumination Representation Code
#6LST+MAP
94.09
Accuracy· Extra Data· 2021-02-09
Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network Code
#7ESPT
94.02
Accuracy· 2023-04-26
ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning Code
#8PT+MAPSOTA
93.99
Accuracy· Extra Data· 2020-06-06
Leveraging the Feature Distribution in Transfer-based Few-Shot Learning Code
#9EASY 4xResNet12 (transductive)
93.5
Accuracy· Extra Data· 2022-01-24
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Code
#10BAVARDAGE
93.5
Accuracy· Extra Data· 2022-09-18
Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification
#11TDM
93.37
Accuracy· Extra Data· 2022-07-04
Task Discrepancy Maximization for Fine-grained Few-Shot Classification Code
#12ICISOTA
92.48
Accuracy· Extra Data· 2020-03-26
Instance Credibility Inference for Few-Shot Learning Code
#13Transfer+SGCSOTA
92.14
Accuracy· Extra Data· 2020-01-27
Graph-based Interpolation of Feature Vectors for Accurate Few-Shot Classification Code
#14EASY 3xResNet12 (inductive)
91.93
Accuracy· Extra Data· 2022-01-24
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Code
#15EASY 4xResNet12 (inductive)
91.59
Accuracy· Extra Data· 2022-01-24
EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Code
#16VFD
91.48
Accuracy· 2020-10-07
Variational Feature Disentangling for Fine-Grained Few-Shot Classification
#17RENet
91.11
Accuracy· 2021-08-22
Relational Embedding for Few-Shot Classification Code
#18S2M2RSOTA
90.85
Accuracy· 2019-07-28
Charting the Right Manifold: Manifold Mixup for Few-shot Learning Code
#19TIM-GD
90.8
Accuracy· 2020-08-25
Transductive Information Maximization For Few-Shot Learning Code
#20Neg-Margin
89.4
Accuracy· 2020-03-26
Negative Margin Matters: Understanding Margin in Few-shot Classification Code
#21AmdimNet
89.18
Accuracy· 2019-11-14
Self-Supervised Learning For Few-Shot Image Classification Code
#22LaplacianShot
88.68
Accuracy· 2020-06-28
Laplacian Regularized Few-Shot Learning Code
#23BD-CSPN + ESFR (ResNet-18)
88.65
Accuracy· 2021-06-22
Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification Code
#24DKT + BNCosSim
85.64
Accuracy· 2019-10-11
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Code
#25Self-Critique and Adapt + High-End MAML++SOTA
85.63
Accuracy· 2019-05-24
Learning to learn via Self-Critique Code
#26High-End MAML++
83.8
Accuracy· 2019-05-24
Learning to learn via Self-Critique Code
#27MergedNet-Max
83.42
Accuracy
No paperCode
#28feat (ProtoNet)SOTA
83.03
Accuracy· 2018-12-10
Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions Code
#29DN4-DA (k=1)
81.9
Accuracy· 2019-03-28
Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning Code
#30HyperShot
80.07
Accuracy· 2022-03-21
HyperShot: Few-Shot Learning by Kernel HyperNetworks Code
#31Hyperbolic ProtoNet
72.22
Accuracy· 2019-04-03
Hyperbolic Image Embeddings Code
#32Relation NetSOTA
65.32
Accuracy· 2017-11-16
Learning to Compare: Relation Network for Few-Shot Learning Code