Image Classification on Mini-Imagenet 5-way (1-shot)

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	SgVA-CLIP	97.95	Yes	SgVA-CLIP: Semantic-guided Visual Adapting of Vi...	2022-11-28	Code
2	CAML [Laion-2b]	96.2	Yes	Context-Aware Meta-Learning	2023-10-17	Code
3	P>M>F (P=DINO-ViT-base, M=ProtoNet)	95.3	Yes	Pushing the Limits of Simple Pipelines for Few-S...	2022-04-15	Code
4	TRIDENT	86.11	No	Transductive Decoupled Variational Inference for...	2022-08-22	Code
5	PT+MAP+SF+SOT (transductive)	85.59	No	The Self-Optimal-Transport Feature Transform	2022-04-06	Code
6	PT+MAP+SF+BPA (transductive)	85.59	No	The Balanced-Pairwise-Affinities Feature Transform	2024-06-25	Code
7	PEMnE-BMS* (transductive)	85.54	No	Squeezing Backbone Feature Distributions to the ...	2021-10-18	Code
8	PT+MAP (s+f) (transductive)	84.81	No	Few-Shot Learning by Integrating Spatial and Fre...	2021-05-11	Code
9	BAVARDAGE	84.8	No	Adaptive Dimension Reduction and Variational Inf...	2022-09-18	-
10	EASY 3xResNet12 (transductive)	84.04	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
11	Illumination Augmentation	82.99	No	Sill-Net: Feature Augmentation with Separated Il...	2021-02-06	Code
12	PT+MAP (transductive)	82.92	No	Leveraging the Feature Distribution in Transfer-...	2020-06-06	Code
13	EASY 2xResNet12 1/√2 (transductive)	82.31	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
14	BECLR	80.57	No	BECLR: Batch Enhanced Contrastive Few-Shot Learn...	2024-02-04	Code
15	Transductive CNAPS + FETI	79.9	Yes	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
16	PrototypeCompletion	79.01	No	Prototype Completion for Few-Shot Learning	2021-08-11	Code
17	SemFew-Trans	78.94	No	Simple Semantic-Aided Few-Shot Learning	2023-11-30	Code
18	MCT	78.55	No	Meta-Learned Confidence for Few-shot Learning	2020-02-27	Code
19	TIM-GD	77.8	No	Transductive Information Maximization For Few-Sh...	2020-08-25	Code
20	Simple CNAPS + FETI	77.4	Yes	Improved Few-Shot Visual Classification	2019-12-07	Code
21	EPNet	77.27	No	Embedding Propagation: Smoother Manifold for Few...	2020-03-09	Code
22	BD-CSPN + ESFR (WRN)	76.84	No	Unsupervised Embedding Adaptation via Early-Stag...	2021-06-22	Code
23	AmdimNet	76.82	Yes	Self-Supervised Learning For Few-Shot Image Clas...	2019-11-14	Code
24	LaplacianShot	75.57	No	Laplacian Regularized Few-Shot Learning	2020-06-28	Code
25	HCTransformers	74.74	No	Attribute Surrogates Learning and Spectral Token...	2022-03-17	Code
26	BD-CSPN + ESFR (ResNet-18)	73.98	No	Unsupervised Embedding Adaptation via Early-Stag...	2021-06-22	Code
27	pseudo-shots	73.35	No	Extended Few-Shot Learning: Exploiting Existing ...	2020-12-13	Code
28	FewTURE	72.4	No	Rethinking Generalization in Few-Shot Classifica...	2022-06-15	Code
29	CPEA	71.97	No	-	-	Code
30	DAPNA	71.88	No	Few-Shot Learning as Domain Adaptation: Algorith...	2020-02-06	-
31	EASY 3xResNet12 (inductive)	71.75	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
32	OSLO	71.73	No	Open-Set Likelihood Maximization for Few-Shot Le...	2023-01-20	Code
33	WRN + Self-Organizing Map	71.5	No	GPU-based Self-Organizing Maps for Post-Labeled ...	2020-09-04	Code
34	EASY 2xResNet12 1/√2 (inductive)	70.63	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
35	LST	70.1	No	Learning to Self-Train for Semi-Supervised Few-S...	2019-06-03	Code
36	SIB	70	No	Empirical Bayes Transductive Meta-Learning with ...	2020-04-27	Code
37	ICI	69.66	No	Instance Credibility Inference for Few-Shot Lear...	2020-03-26	Code
38	COSOC (inductive)	69.28	No	Rectifying the Shortcut Learning of Background f...	2021-07-16	Code
39	PEMbE-NCM (inductive)	68.43	No	Squeezing Backbone Feature Distributions to the ...	2021-10-18	Code
40	ESPT	68.36	No	ESPT: A Self-Supervised Episodic Spatial Pretext...	2023-04-26	Code
41	MergedNet-Max	68.05	No	-	-	Code
42	LLS-ProtoNet	68.01	No	Enhancing Prototypical Few-Shot Learning by Leve...	2021-11-08	-
43	STL DeepBDC (Inductive)	67.83	No	Joint Distribution Matters: Deep Brownian Distan...	2022-04-09	Code
44	MetaQDA	67.83	No	Shallow Bayesian Meta Learning for Real-World Fe...	2021-01-08	Code
45	RENet	67.6	No	Relational Embedding for Few-Shot Classification	2021-08-22	Code
46	Meta DeepBDC (Inductive)	67.34	No	Joint Distribution Matters: Deep Brownian Distan...	2022-04-09	Code
47	Invariance-Equivariance	67.28	No	Exploring Complementary Strengths of Invariant a...	2021-03-01	Code
48	SSFormers	67.25	No	Sparse Spatial Transformers for Few-Shot Learning	2021-09-27	Code
49	TRAML	67.1	No	Boosting Few-Shot Learning With Adaptive Margin ...	2020-05-28	-
50	Adaptive Subspace Network	67.09	No	-	-	Code
51	SKD	67.04	No	Self-supervised Knowledge Distillation for Few-s...	2020-06-17	Code
52	Meta-DM+UniSiam	66.68	No	Meta-DM: Applications of Diffusion Models on Few...	2023-05-14	-
53	MSENet	66.57	No	Enhancing Few-Shot Image Classification through ...	2024-09-12	Code
54	R2-D2+Task Aug	65.95	No	Task Augmentation by Rotating for Meta-Learning	2020-02-08	Code
55	DiffKendall (Meta-Baseline, ResNet-12)	65.56	No	DiffKendall: A Novel Approach for Few-Shot Learn...	2023-07-28	Code
56	UniSiam	65.55	No	Self-Supervision Can Be a Good Few-Shot Learner	2022-07-19	Code
57	UniSiam	65.55	No	Self-Supervision Can Be a Good Few-Shot Learner	2022-07-19	Code
58	GML (ResNet-12)	65.51	No	Geometric Mean Improves Loss For Few-Shot Learning	2025-01-24	-
59	MetaOptNet-SVM+Task Aug	65.38	No	Task Augmentation by Rotating for Meta-Learning	2020-02-08	Code
60	RS-FSL	65.33	Yes	Rich Semantics Improve Few-shot Learning	2021-04-26	-
61	AM3-TADAM	65.3	No	Adaptive Cross-Modal Few-Shot Learning	2019-02-19	Code
62	S2M2R	64.93	No	Charting the Right Manifold: Manifold Mixup for ...	2019-07-28	Code
63	ConstellationNets	64.89	No	-	-	Code
64	SimpleShot (CL2N-DenseNet)	64.29	No	SimpleShot: Revisiting Nearest-Neighbor Classifi...	2019-11-12	Code
65	MetaFun-Attention	64.13	No	MetaFun: Meta-Learning with Iterative Functional...	2019-12-05	Code
66	MetaOptNet-SVM-trainval	64.09	No	Meta-Learning with Differentiable Convex Optimiz...	2019-04-07	Code
67	PDA-Net	63.84	No	Few-Shot Learning with Part Discovery and Augmen...	2021-05-25	-
68	DKT + BNCosSim	62.96	No	Bayesian Meta-Learning for the Few-Shot Setting ...	2019-10-11	Code
69	Deep Comparison Network	62.88	No	RelationNet2: Deep Comparison Columns for Few-Sh...	2018-11-17	Code
70	Self-Critique and Adapt + High-End MAML++	62.86	No	Learning to learn via Self-Critique	2019-05-24	Code
71	MCRNet-SVM	62.53	No	Complementing Representation Deficiency in Few-s...	2020-07-21	Code
72	ACC + Amphibian	62.21	No	Generalized Adaptation for Few-Shot Learning	2019-11-25	-
73	ProtoNet MTM SPSA-Track	61.94	No	Simultaneous Perturbation Method for Multi-Task ...	2021-10-25	Code
74	feat+ (ProtoNet-ResNet)	61.72	No	Few-Shot Learning via Embedding Adaptation with ...	2018-12-10	Code
75	TapNet	61.65	No	TapNet: Neural Network Augmented with Task-Adapt...	2019-05-16	Code
76	MCRNet-RR	61.32	No	Complementing Representation Deficiency in Few-s...	2020-07-21	Code
77	MTL	61.2	No	Meta-Transfer Learning for Few-Shot Learning	2018-12-06	Code
78	SAMPTransfer (Conv4)	61.02	No	Self-Attention Message Passing for Contrastive F...	2022-10-12	Code
79	Delta-encoder	59.9	No	Delta-encoder: an effective sample synthesis met...	2018-06-12	Code
80	Multi-Task Learning	59.84	No	Bridging Multi-Task Learning and Meta-Learning: ...	2021-06-16	Code
81	Category-agnostic mapping WRN	59.6	No	Few-Shot Image Recognition by Predicting Paramet...	2017-06-12	Code
82	Deep Laplacian Eigenmaps	59.47	No	Unsupervised Few-shot Learning via Deep Laplacia...	2022-10-07	-
83	IDeMe-Net	59.14	No	Image Deformation Meta-Networks for One-Shot Lea...	2019-05-28	Code
84	TrainProto	58.92	No	Trainable Class Prototypes for Few-Shot Learning	2021-06-21	-
85	TADAM	58.5	No	TADAM: Task dependent adaptive metric for improv...	2018-05-23	Code
86	HMS	58.2	No	Revisiting Unsupervised Meta-Learning via the Ch...	2020-11-30	Code
87	RCN - ResNet12	57.4	No	Region Comparison Network for Interpretable Few-...	2020-09-08	Code
88	UBC-FSL	57.1	No	Shot in the Dark: Few-Shot Learning with No Base...	2020-10-06	-
89	adaResNet (DF)	56.88	No	Rapid Adaptation with Conditionally Shifted Neur...	2017-12-28	-
90	Cosine similarity function + C64F feature extractor	56.2	No	Dynamic Few-Shot Visual Learning without Forgett...	2018-04-25	Code
91	MTUNet+WRN	56.12	No	Match Them Up: Visually Explainable Few-shot Ima...	2020-11-25	Code
92	MC2+	55.73	No	Meta-Curvature	2019-02-09	Code
93	Transductive CNAPS	55.6	No	Enhancing Few-Shot Image Classification with Unl...	2020-06-17	Code
94	MTUNet+ResNet-18	55.03	No	Match Them Up: Visually Explainable Few-shot Ima...	2020-11-25	Code
95	GAP	54.86	No	Meta-Learning with a Geometry-Adaptive Precondit...	2023-04-04	Code
96	CSSL	54.17	Yes	Few-Shot Image Classification via Contrastive Se...	2020-08-23	-
97	MATANet	53.63	No	Multi-scale Adaptive Task Attention Network for ...	2020-11-30	-
98	RCN - Conv4-64	53.57	No	Region Comparison Network for Interpretable Few-...	2020-09-08	Code
99	CPNWCP	53.56	No	-	-	Code
100	Approximate GAP	53.52	No	Meta-Learning with a Geometry-Adaptive Precondit...	2023-04-04	Code
101	Simple CNAPS	53.2	No	Improved Few-Shot Visual Classification	2019-12-07	Code
102	LF2CS	53.14	No	-	-	Code
103	MAML++	52.4	No	How to train your MAML	2018-10-22	Code
104	SImPa	52.11	No	PAC-Bayes meta-learning with implicit task-speci...	2020-03-05	Code
105	MT-Net	51.7	No	Gradient-Based Meta-Learning with Learned Layerw...	2018-01-17	Code
106	Hyperbolic ProtoNet	51.57	No	Hyperbolic Image Embeddings	2019-04-03	Code
107	VAMPIRE	51.54	No	Uncertainty in Model-Agnostic Meta-Learning usin...	2019-07-27	Code
108	DN4 (k=3)	51.24	No	Revisiting Local Descriptor based Image-to-Class...	2019-03-28	Code
109	VNE (BOIL)	50.95	No	VNE: An Effective Method for Improving Deep Repr...	2023-04-04	Code
110	Relation Net (Sung et al., 2018)	50.4	No	Learning to Compare: Relation Network for Few-Sh...	2017-11-16	Code
111	HSML	50.38	No	Hierarchically Structured Meta-learning	2019-05-13	Code
112	Reptile + Transduction	49.97	No	On First-Order Meta-Learning Algorithms	2018-03-08	Code
113	Prototypical Networks	49.42	No	Prototypical Networks for Few-shot Learning	2017-03-15	Code
114	iMAML HF	49.3	No	Meta-Learning with Implicit Gradients	2019-09-10	Code
115	PL-CFE	49.13	No	Rethinking Clustering-Based Pseudo-Labeling for ...	2022-09-27	Code
116	MAML	48.7	No	Model-Agnostic Meta-Learning for Fast Adaptation...	2017-03-09	Code
117	C^3LR	47.92	No	Self-Supervised Class-Cognizant Few-Shot Classif...	2022-02-15	Code
118	PsCo	46.7	No	Unsupervised Meta-Learning via Few-shot Pseudo-s...	2023-03-02	Code
119	Matching Nets (Cosine Matching Fn)	46.6	No	Matching Networks for One Shot Learning	2016-06-13	Code
120	AmdimNet	46.13	No	Self-Supervised Learning For Few-Shot Image Clas...	2019-11-14	Code
121	ProtoTransfer	45.67	No	Self-Supervised Prototypical Transfer Learning f...	2020-06-19	Code
122	ABML	45	No	-	-	Code
123	CMVAE	44.27	No	CMVAE: Causal Meta VAE for Unsupervised Meta-Lea...	2023-02-20	Code
124	Meta-SVEBM	43.38	No	-	-	-
125	Meta-GMVAE	42.82	No	-	-	Code
126	InCo	41.44	No	-	-	-
127	U-MlSo+PN	41.09	No	Multi-level Second-order Few-shot Learning	2022-01-15	Code
128	ArL	41.08	No	Rethinking Class Relations: Absolute-relative Su...	2020-01-12	Code
129	ULDA	40.71	No	Diversity Helps: Unsupervised Few-shot Learning ...	2020-04-13	Code
130	LASIUM	40.05	No	Unsupervised Meta-Learning through Latent-Space ...	2020-06-18	-
131	UMTRA	39.93	No	Unsupervised Meta-Learning For Few-Shot Image Cl...	2018-11-28	-
132	CACTU	39.9	No	Unsupervised Learning via Meta-Learning	2018-10-04	-
133	AAL	37.67	No	Assume, Augment and Learn: Unsupervised Few-Shot...	2019-02-26	-