Few-Shot Image Classification on CUB 200 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)	95.8	No	The Self-Optimal-Transport Feature Transform	2022-04-06	Code
2	CAML [Laion-2b]	95.8	Yes	Context-Aware Meta-Learning	2023-10-17	Code
3	PT+MAP+SF+BPA (transductive)	95.8	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
4	PT+MAP+SF (transductive)	95.48	No	Few-Shot Learning by Integrating Spatial and Fre...	2021-05-11	Code
5	PEMnE-BMS*	94.78	Yes	Squeezing Backbone Feature Distributions to the ...	2021-10-18	Code
6	Illumination Augmentation	94.73	No	Sill-Net: Feature Augmentation with Separated Il...	2021-02-06	Code
7	LST+MAP	91.68	No	Transfer learning based few-shot classification ...	2021-02-09	Code
8	EASY 3xResNet12 (transductive)	90.56	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
9	EASY 4xResNet12 (transductive)	90.5	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
10	BAVARDAGE	90.42	No	Adaptive Dimension Reduction and Variational Inf...	2022-09-18	-
11	ICI	89.58	No	Instance Credibility Inference for Few-Shot Lear...	2020-03-26	Code
12	ESPT	85.45	No	ESPT: A Self-Supervised Episodic Spatial Pretext...	2023-04-26	Code
13	TDM	84.36	No	Task Discrepancy Maximization for Fine-grained F...	2022-07-04	Code
14	BD-CSPN + ESFR (ResNet-18)	82.68	No	Unsupervised Embedding Adaptation via Early-Stag...	2021-06-22	Code
15	LaplacianShot	80.96	No	Laplacian Regularized Few-Shot Learning	2020-06-28	Code
16	S2M2R	80.68	No	Charting the Right Manifold: Manifold Mixup for ...	2019-07-28	Code
17	RENet	79.49	No	Relational Embedding for Few-Shot Classification	2021-08-22	Code
18	Ours	79.12	No	Variational Feature Disentangling for Fine-Grain...	2020-10-07	-
19	EASY 3xResNet12 (inductive)	78.56	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
20	EASY 4xResNet12 (inductive)	77.97	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
21	AmdimNet	77.09	No	Self-Supervised Learning For Few-Shot Image Clas...	2019-11-14	Code
22	MergedNet-Max	75.34	No	-	-	Code
23	Neg-Margin	72.66	No	Negative Margin Matters: Understanding Margin in...	2020-03-26	Code
24	DKT + BNCosSim	72.27	No	Bayesian Meta-Learning for the Few-Shot Setting ...	2019-10-11	Code
25	Self-Critique and Adapt + High-End MAML++	70.46	No	Learning to learn via Self-Critique	2019-05-24	Code
26	Delta-encoder	69.8	No	Delta-encoder: an effective sample synthesis met...	2018-06-12	Code
27	feat (ProtoNet)	68.65	No	Few-Shot Learning via Embedding Adaptation with ...	2018-12-10	Code
28	High-End MAML++	67.48	No	Learning to learn via Self-Critique	2019-05-24	Code
29	HyperShot	66.13	No	HyperShot: Few-Shot Learning by Kernel HyperNetw...	2022-03-21	Code
30	RS-FSL	65.66	Yes	Rich Semantics Improve Few-shot Learning	2021-04-26	-
31	Hyperbolic ProtoNet	60.52	No	Hyperbolic Image Embeddings	2019-04-03	Code
32	DN4-DA (k=1)	53.15	No	Revisiting Local Descriptor based Image-to-Class...	2019-03-28	Code
33	Relation Net	50.44	No	Learning to Compare: Relation Network for Few-Sh...	2017-11-16	Code