Image Classification on FC100 5-way (5-shot)

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	BAVARDAGE	70.6	No	Adaptive Dimension Reduction and Variational Inf...	2022-09-18	-
2	R2-D2+Task Aug	67.66	No	Task Augmentation by Rotating for Meta-Learning	2020-02-08	Code
3	MetaOptNet-SVM+Task Aug	67.17	No	Task Augmentation by Rotating for Meta-Learning	2020-02-08	Code
4	ACC + Amphibian	66.9	No	Generalized Adaptation for Few-Shot Learning	2019-11-25	-
5	EASY 3xResNet12 (transductive)	66.86	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
6	HCTransformers	66.42	No	Attribute Surrogates Learning and Spectral Token...	2022-03-17	Code
7	MSENet	66.27	No	Enhancing Few-Shot Image Classification through ...	2024-09-12	Code
8	EASY 2xResNet12 1/√2 (transductive)	65.82	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
9	Invariance-Equivariance	65.3	No	Exploring Complementary Strengths of Invariant a...	2021-03-01	Code
10	EASY 3xResNet12 (inductive)	64.74	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
11	EASY 2xResNet12 1/√2 (inductive)	64.14	No	EASY: Ensemble Augmented-Shot Y-shaped Learning:...	2022-01-24	Code
12	FewTURE	63.81	No	Rethinking Generalization in Few-Shot Classifica...	2022-06-15	Code
13	SKD	63.1	No	Self-supervised Knowledge Distillation for Few-s...	2020-06-17	Code
14	MetaOptNet-SVM-trainval	62.5	No	Meta-Learning with Differentiable Convex Optimiz...	2019-04-07	Code
15	pseudo-shots	61.58	No	Extended Few-Shot Learning: Exploiting Existing ...	2020-12-13	Code
16	ConstellationNets	59.7	No	-	-	Code
17	SSFormers	58.92	No	Sparse Spatial Transformers for Few-Shot Learning	2021-09-27	Code
18	MCRNet-SVM	57.8	No	Complementing Representation Deficiency in Few-s...	2020-07-21	Code
19	Multi-Task Learning	57.7	No	Bridging Multi-Task Learning and Meta-Learning: ...	2021-06-16	Code
20	MTL	57.6	No	Meta-Transfer Learning for Few-Shot Learning	2018-12-06	Code
21	MCRNet-RR	56.6	No	Complementing Representation Deficiency in Few-s...	2020-07-21	Code
22	TADAM	56.1	No	TADAM: Task dependent adaptive metric for improv...	2018-05-23	Code