Image Classification on Tiered ImageNet 5-way (1-shot)

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	CAML [Laion-2b]	96.8	Yes	Context-Aware Meta-Learning	2023-10-17	Code
2	TRIDENT	86.97	No	Transductive Decoupled Variational Inference for...	2022-08-22	Code
3	PEMnE-BMS*	86.07	No	Squeezing Backbone Feature Distributions to the ...	2021-10-18	Code
4	PT+MAP	85.41	No	Leveraging the Feature Distribution in Transfer-...	2020-06-06	Code
5	BAVARDAGE	85.2	No	Adaptive Dimension Reduction and Variational Inf...	2022-09-18	-
6	EASY 3xResNet12 (transductive)	84.29	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
7	ICI	84.01	No	Instance Credibility Inference for Few-Shot Lear...	2020-03-26	Code
8	ASY ResNet12 (transductive)	83.98	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
9	TIM-GD	82.1	No	Transductive Information Maximization For Few-Sh...	2020-08-25	Code
10	BD-CSPN + ESFR (WRN)	81.77	No	Unsupervised Embedding Adaptation via Early-Stag...	2021-06-22	Code
11	BECLR	81.69	No	BECLR: Batch Enhanced Contrastive Few-Shot Learn...	2024-02-04	Code
12	LaplacianShot	80.3	No	Laplacian Regularized Few-Shot Learning	2020-06-28	Code
13	BD-CSPN + ESFR (ResNet-18)	80.13	No	Unsupervised Embedding Adaptation via Early-Stag...	2021-06-22	Code
14	HCTransformers	79.67	No	Attribute Surrogates Learning and Spectral Token...	2022-03-17	Code
15	EPNet	78.5	No	Embedding Propagation: Smoother Manifold for Few...	2020-03-09	Code
16	LST	77.7	No	Learning to Self-Train for Semi-Supervised Few-S...	2019-06-03	Code
17	OSLO	76.64	No	Open-Set Likelihood Maximization for Few-Shot Le...	2023-01-20	Code
18	pseudo-shots	76.55	No	Extended Few-Shot Learning: Exploiting Existing ...	2020-12-13	Code
19	FewTURE	76.32	No	Rethinking Generalization in Few-Shot Classifica...	2022-06-15	Code
20	EASY 3xResNet12 (inductive)	74.71	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
21	MetaQDA	74.33	No	Shallow Bayesian Meta Learning for Real-World Fe...	2021-01-08	Code
22	ASY ResNet12 (ours)	74.31	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
23	Transductive CNAPS + FETI	73.8	Yes	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
24	S2M2R	73.71	No	Charting the Right Manifold: Manifold Mixup for ...	2019-07-28	Code
25	ESPT	72.68	No	ESPT: A Self-Supervised Episodic Spatial Pretext...	2023-04-26	Code
26	SSFormers	72.52	No	Sparse Spatial Transformers for Few-Shot Learning	2021-09-27	Code
27	Invariance-Equivariance	72.21	No	Exploring Complementary Strengths of Invariant a...	2021-03-01	Code
28	SKD	72.03	No	Self-supervised Knowledge Distillation for Few-s...	2020-06-17	Code
29	RENet	71.61	No	Relational Embedding for Few-Shot Classification	2021-08-22	Code
30	Simple CNAPS + FETI	71.4	Yes	Improved Few-Shot Visual Classification	2019-12-07	Code
31	SImPa	70.82	No	PAC-Bayes meta-learning with implicit task-speci...	2020-03-05	Code
32	DiffKendall (Meta-Baseline, ResNet-12)	70.76	No	DiffKendall: A Novel Approach for Few-Shot Learn...	2023-07-28	Code
33	VAMPIRE	69.87	No	Uncertainty in Model-Agnostic Meta-Learning usin...	2019-07-27	Code
34	GML (ResNet-12)	69.61	No	Geometric Mean Improves Loss For Few-Shot Learning	2025-01-24	-
35	UniSiam	69.6	No	Self-Supervision Can Be a Good Few-Shot Learner	2022-07-19	Code
36	UniSiam	69.6	No	Self-Supervision Can Be a Good Few-Shot Learner	2022-07-19	Code
37	DAPNA	69.14	No	Few-Shot Learning as Domain Adaptation: Algorith...	2020-02-06	-
38	AM3-TADAM	69.08	No	Adaptive Cross-Modal Few-Shot Learning	2019-02-19	Code
39	PDA-Net	69.01	No	Few-Shot Learning with Part Discovery and Augmen...	2021-05-25	-
40	Deep Comparison Network	68.83	No	RelationNet2: Deep Comparison Columns for Few-Sh...	2018-11-17	Code
41	ACC + Amphibian	68.77	No	Generalized Adaptation for Few-Shot Learning	2019-11-25	-
42	Adaptive Subspace Network	68.44	No	-	-	Code
43	UBC-FSL	68	No	Shot in the Dark: Few-Shot Learning with No Base...	2020-10-06	-
44	MetaFun-Attention	67.72	No	MetaFun: Meta-Learning with Iterative Functional...	2019-12-05	Code
45	Multi-Task Learning	67.11	No	Bridging Multi-Task Learning and Meta-Learning: ...	2021-06-16	Code
46	Transductive CNAPS	65.9	No	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
47	MetaOptNet-SVM-trainval	65.81	No	Meta-Learning with Differentiable Convex Optimiz...	2019-04-07	Code
48	TapNet	63.08	No	TapNet: Neural Network Augmented with Task-Adapt...	2019-05-16	Code
49	Simple CNAPS	63	No	Improved Few-Shot Visual Classification	2019-12-07	Code
50	MTUNet+WRN	62.42	No	Match Them Up: Visually Explainable Few-shot Ima...	2020-11-25	Code
51	MTUNet+ResNet-18	61.27	No	Match Them Up: Visually Explainable Few-shot Ima...	2020-11-25	Code
52	HMS	58.42	No	Revisiting Unsupervised Meta-Learning via the Ch...	2020-11-30	Code
53	GAP	57.6	No	Meta-Learning with a Geometry-Adaptive Precondit...	2023-04-04	Code
54	Approximate GAP	56.86	No	Meta-Learning with a Geometry-Adaptive Precondit...	2023-04-04	Code
55	LF2CS	53.16	No	-	-	Code
56	PL-CFE	49.51	No	Rethinking Clustering-Based Pseudo-Labeling for ...	2022-09-27	Code
57	SAMPTransfer (Conv4)	49.1	No	Self-Attention Message Passing for Contrastive F...	2022-10-12	Code
58	CPNWCP	45	No	-	-	Code
59	ArL	43.68	No	Rethinking Class Relations: Absolute-relative Su...	2020-01-12	Code
60	U-MlSo	43.01	No	Multi-level Second-order Few-shot Learning	2022-01-15	Code
61	ULDA	41.77	No	Diversity Helps: Unsupervised Few-shot Learning ...	2020-04-13	Code