Few-Shot Image Classification on CIFAR-FS 5-way (1-shot)

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	PT+MAP+SF+SOT (transductive)	89.94	No	The Self-Optimal-Transport Feature Transform	2022-04-06	Code
2	PT+MAP+SF+BPA (transductive)	89.94	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
3	PEMnE-BMS*	88.44	No	Squeezing Backbone Feature Distributions to the ...	2021-10-18	Code
4	LST+MAP	87.79	No	Transfer learning based few-shot classification ...	2021-02-09	Code
5	Illumination Augmentation	87.73	No	Sill-Net: Feature Augmentation with Separated Il...	2021-02-06	Code
6	PT+MAP	87.69	No	Leveraging the Feature Distribution in Transfer-...	2020-06-06	Code
7	BAVARDAGE	87.35	No	Adaptive Dimension Reduction and Variational Inf...	2022-09-18	-
8	EASY 3xResNet12 (transductive)	87.16	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
9	EASY 2xResNet12 1/√2 (transductive)	86.99	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
10	P>M>F (P=DINO-ViT-base, M=ProtoNet)	84.3	Yes	Pushing the Limits of Simple Pipelines for Few-S...	2022-04-15	Code
11	CAML [Laion-2b]	83.3	Yes	Context-Aware Meta-Learning	2023-10-17	Code
12	pseudo-shots	81.87	No	Extended Few-Shot Learning: Exploiting Existing ...	2020-12-13	Code
13	SIB	80	No	Empirical Bayes Transductive Meta-Learning with ...	2020-04-27	Code
14	HCTransformers	78.89	No	Attribute Surrogates Learning and Spectral Token...	2022-03-17	Code
15	Adaptive Subspace Network	78	No	-	-	Code
16	Invariance-Equivariance	77.87	No	Exploring Complementary Strengths of Invariant a...	2021-03-01	Code
17	FewTURE	77.76	No	Rethinking Generalization in Few-Shot Classifica...	2022-06-15	Code
18	R2-D2+Task Aug	77.66	No	Task Augmentation by Rotating for Meta-Learning	2020-02-08	Code
19	SKD	76.9	No	Self-supervised Knowledge Distillation for Few-s...	2020-06-17	Code
20	MetaOptNet-SVM+Task Aug	76.75	No	Task Augmentation by Rotating for Meta-Learning	2020-02-08	Code
21	ICI	76.51	No	Instance Credibility Inference for Few-Shot Lear...	2020-03-26	Code
22	EASY 3xResNet12 (inductive)	76.2	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
23	MetaQDA	75.83	No	Shallow Bayesian Meta Learning for Real-World Fe...	2021-01-08	Code
24	ConstellationNets	75.4	No	-	-	Code
25	EASY 2xResNet12 1/√2 (inductive)	75.24	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
26	S2M2R	74.81	No	Charting the Right Manifold: Manifold Mixup for ...	2019-07-28	Code
27	MCRNet-SVM	74.7	No	Complementing Representation Deficiency in Few-s...	2020-07-21	Code
28	RENet	74.51	No	Relational Embedding for Few-Shot Classification	2021-08-22	Code
29	SSFormers	74.5	No	Sparse Spatial Transformers for Few-Shot Learning	2021-09-27	Code
30	MCRNet-RR	73.8	No	Complementing Representation Deficiency in Few-s...	2020-07-21	Code
31	ACC + Amphibian	73.1	No	Generalized Adaptation for Few-Shot Learning	2019-11-25	-
32	MetaOptNet-SVM-trainval	72.8	No	Meta-Learning with Differentiable Convex Optimiz...	2019-04-07	Code
33	GML (ResNet-12)	71.09	No	Geometric Mean Improves Loss For Few-Shot Learning	2025-01-24	-
34	Multi-Task Learning	69.5	No	Bridging Multi-Task Learning and Meta-Learning: ...	2021-06-16	Code
35	RCN - ResNet12	69.02	No	Region Comparison Network for Interpretable Few-...	2020-09-08	Code
36	MTUNet+WRN	68.34	No	Match Them Up: Visually Explainable Few-shot Ima...	2020-11-25	Code
37	MTUNet+ResNet-18	66.31	No	Match Them Up: Visually Explainable Few-shot Ima...	2020-11-25	Code
38	RCN - Conv4-64	61.61	No	Region Comparison Network for Interpretable Few-...	2020-09-08	Code