Few-Shot Image Classification on Tiered ImageNet 5-way (5-shot)

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	CAML [Laion-2b]	98.8	Yes	Context-Aware Meta-Learning	2023-10-17	Code
2	TRIDENT	96.57	No	Transductive Decoupled Variational Inference for...	2022-08-22	Code
3	HCTransformers	91.72	No	Attribute Surrogates Learning and Spectral Token...	2022-03-17	Code
4	PEMnE-BMS*	91.09	No	Squeezing Backbone Feature Distributions to the ...	2021-10-18	Code
5	PT+MAP	90.44	No	Leveraging the Feature Distribution in Transfer-...	2020-06-06	Code
6	BAVARDAGE	90.41	No	Adaptive Dimension Reduction and Variational Inf...	2022-09-18	-
7	FewTURE	89.96	No	Rethinking Generalization in Few-Shot Classifica...	2022-06-15	Code
8	TIM-GD	89.8	No	Transductive Information Maximization For Few-Sh...	2020-08-25	Code
9	EASY 3xResNet12 (transductive)	89.76	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
10	MetaQDA	89.56	No	Shallow Bayesian Meta Learning for Real-World Fe...	2021-01-08	Code
11	ASY ResNet12 (transductive)	89.26	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
12	ICI	89	No	Instance Credibility Inference for Few-Shot Lear...	2020-03-26	Code
13	S2M2R	88.59	No	Charting the Right Manifold: Manifold Mixup for ...	2019-07-28	Code
14	EPNet	88.36	No	Embedding Propagation: Smoother Manifold for Few...	2020-03-09	Code
15	EASY 3xResNet12 (inductive)	88.33	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
16	LaplacianShot	87.93	No	Laplacian Regularized Few-Shot Learning	2020-06-28	Code
17	ASY ResNet12 (inductive)	87.86	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
18	BECLR	87.86	No	BECLR: Batch Enhanced Contrastive Few-Shot Learn...	2024-02-04	Code
19	Transductive CNAPS + FETI	87.7	Yes	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
20	BD-CSPN + ESFR (WRN)	87.61	No	Unsupervised Embedding Adaptation via Early-Stag...	2021-06-22	Code
21	ESPT	87.49	No	ESPT: A Self-Supervised Episodic Spatial Pretext...	2023-04-26	Code
22	Invariance-Equivariance	87.08	No	Exploring Complementary Strengths of Invariant a...	2021-03-01	Code
23	pseudo-shots	86.82	No	Extended Few-Shot Learning: Exploiting Existing ...	2020-12-13	Code
24	ACC + Amphibian	86.75	No	Generalized Adaptation for Few-Shot Learning	2019-11-25	-
25	SKD	86.66	No	Self-supervised Knowledge Distillation for Few-s...	2020-06-17	Code
26	SSFormers	86.61	No	Sparse Spatial Transformers for Few-Shot Learning	2021-09-27	Code
27	UniSiam	86.51	No	Self-Supervision Can Be a Good Few-Shot Learner	2022-07-19	Code
28	UniSiam	86.51	No	Self-Supervision Can Be a Good Few-Shot Learner	2022-07-19	Code
29	OSLO	86.35	No	Open-Set Likelihood Maximization for Few-Shot Le...	2023-01-20	Code
30	BD-CSPN + ESFR (ResNet-18)	86.34	No	Unsupervised Embedding Adaptation via Early-Stag...	2021-06-22	Code
31	Simple CNAPS + FETI	86	Yes	Improved Few-Shot Visual Classification	2019-12-07	Code
32	DAPNA	85.82	No	Few-Shot Learning as Domain Adaptation: Algorith...	2020-02-06	-
33	DiffKendall (Meta-Baseline, ResNet-12)	85.31	No	DiffKendall: A Novel Approach for Few-Shot Learn...	2023-07-28	Code
34	RENet	85.28	No	Relational Embedding for Few-Shot Classification	2021-08-22	Code
35	LST	85.2	No	Learning to Self-Train for Semi-Supervised Few-S...	2019-06-03	Code
36	UBC-FSL	84.3	No	Shot in the Dark: Few-Shot Learning with No Base...	2020-10-06	-
37	PDA-Net	84.2	No	Few-Shot Learning with Part Discovery and Augmen...	2021-05-25	-
38	GML (ResNet-12)	84.04	No	Geometric Mean Improves Loss For Few-Shot Learning	2025-01-24	-
39	Multi-Task Learning	83.69	No	Bridging Multi-Task Learning and Meta-Learning: ...	2021-06-16	Code
40	Adaptive Subspace Network	83.32	No	-	-	Code
41	MetaFun-Kernel	83.28	No	MetaFun: Meta-Learning with Iterative Functional...	2019-12-05	Code
42	VAMPIRE	82.7	No	Uncertainty in Model-Agnostic Meta-Learning usin...	2019-07-27	Code
43	AM3-TADAM	82.58	No	Adaptive Cross-Modal Few-Shot Learning	2019-02-19	Code
44	SImPa	81.84	No	PAC-Bayes meta-learning with implicit task-speci...	2020-03-05	Code
45	Transductive CNAPS	81.8	No	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
46	MetaOptNet-SVM-trainval	81.75	No	Meta-Learning with Differentiable Convex Optimiz...	2019-04-07	Code
47	TapNet	80.26	No	TapNet: Neural Network Augmented with Task-Adapt...	2019-05-16	Code
48	MTUNet+WRN	80.05	No	Match Them Up: Visually Explainable Few-shot Ima...	2020-11-25	Code
49	Simple CNAPS	80	No	Improved Few-Shot Visual Classification	2019-12-07	Code
50	Deep Comparison Network	79.62	No	RelationNet2: Deep Comparison Columns for Few-Sh...	2018-11-17	Code
51	MTUNet+ResNet-18	77.82	No	Match Them Up: Visually Explainable Few-shot Ima...	2020-11-25	Code
52	HMS	75.85	No	Revisiting Unsupervised Meta-Learning via the Ch...	2020-11-30	Code
53	GAP	74.9	No	Meta-Learning with a Geometry-Adaptive Precondit...	2023-04-04	Code
54	Approximate GAP	74.41	No	Meta-Learning with a Geometry-Adaptive Precondit...	2023-04-04	Code
55	LF2CS	66.59	No	-	-	Code
56	SAMPTransfer (Conv4)	65.19	No	Self-Attention Message Passing for Contrastive F...	2022-10-12	Code
57	PL-CFE	64.31	No	Rethinking Clustering-Based Pseudo-Labeling for ...	2022-09-27	Code
58	CPNWCP	62.96	No	-	-	Code
59	ArL	58.56	No	Rethinking Class Relations: Absolute-relative Su...	2020-01-12	Code
60	U-MlSo	57.53	No	Multi-level Second-order Few-shot Learning	2022-01-15	Code
61	ULDA	56.78	No	Diversity Helps: Unsupervised Few-shot Learning ...	2020-04-13	Code