Few-Shot Image Classification on CUB 200 5-way 5-shot

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Accuracy

Rank	Model	Accuracy	Extra Training Data	Paper	Code	Year
1	CAML [Laion-2b]	98.7	✓	Context-Aware Meta-Learning	cfifty/CAML	2023
2	PT+MAP+SF+SOT (transductive)	97.12	✓	The Self-Optimal-Transport Feature Transform	danielshalam/bpa	2022
2	PT+MAP+SF+BPA (transductive)	97.12		The Balanced-Pairwise-Affinities Feature Transform	danielshalam/bpa	2024
4	PEMnE-BMS*	96.43	✓	Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning	yhu01/bms	2021
5	Illumination Augmentation	96.28	✓	Sill-Net: Feature Augmentation with Separated Illumination Representation	lanfenghuanyu/Sill-Net	2021
6	LST+MAP	94.09	✓	Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network	ctom2/latent-space-transform	2021
7	ESPT	94.02		ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning	whut-yirong/espt	2023
8	PT+MAP	93.99	✓	Leveraging the Feature Distribution in Transfer-based Few-Shot Learning	sicara/easy-few-shot-learning · yhu01/PT-MAP · yhu01/bms · +3	2020
9	EASY 4xResNet12 (transductive)	93.5	✓	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients	ybendou/easy · brain-bzh/pefsl · ybendou/fs-generalization	2022
9	BAVARDAGE	93.50	✓	Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification		2022
11	TDM	93.37	✓	Task Discrepancy Maximization for Fine-grained Few-Shot Classification	leesb7426/cvpr2022-task-discrepancy-maximization-for-fine-grained-few-shot-classification	2022
12	ICI	92.48	✓	Instance Credibility Inference for Few-Shot Learning	Yikai-Wang/ICI-FSL	2020
13	Transfer+SGC	92.14	✓	Graph-based Interpolation of Feature Vectors for Accurate Few-Shot Classification	yhu01/transfer-sgc	2020
14	EASY 3xResNet12 (inductive)	91.93	✓	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients	ybendou/easy · brain-bzh/pefsl · ybendou/fs-generalization	2022
15	EASY 4xResNet12 (inductive)	91.59	✓	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients	ybendou/easy · brain-bzh/pefsl · ybendou/fs-generalization	2022
16	VFD	91.48		Variational Feature Disentangling for Fine-Grained Few-Shot Classification		2020
17	RENet	91.11		Relational Embedding for Few-Shot Classification	dahyun-kang/renet	2021
18	S2M2R	90.85		Charting the Right Manifold: Manifold Mixup for Few-shot Learning	ShuoYang-1998/Few_Shot_Distribution_Calibration · ShuoYang-1998/ICLR2021-Oral_Distribution_Calibration · yhu01/PT-MAP · +5	2019
19	TIM-GD	90.8		Transductive Information Maximization For Few-Shot Learning	sicara/easy-few-shot-learning · mboudiaf/TIM	2020
20	Neg-Margin	89.40		Negative Margin Matters: Understanding Margin in Few-shot Classification	bl0/negative-margin.few-shot	2020