Few-Shot Image Classification on CUB 200 5-way 1-shot

72개 결과 · ⬇ CSV · JSON

Accuracy

Rank	Model	Accuracy	Extra Training Data	Paper	Code	Year
1	PT+MAP+SF+SOT (transductive)	95.80		The Self-Optimal-Transport Feature Transform	danielshalam/bpa	2022
1	CAML [Laion-2b]	95.8	✓	Context-Aware Meta-Learning	cfifty/CAML	2023
1	PT+MAP+SF+BPA (transductive)	95.80		The Balanced-Pairwise-Affinities Feature Transform	danielshalam/bpa	2024
4	PT+MAP+SF (transductive)	95.48		Few-Shot Learning by Integrating Spatial and Frequency Representation	xiangyu8/PT-MAP-sf	2021
5	PEMnE-BMS*	94.78	✓	Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning	yhu01/bms	2021
6	Illumination Augmentation	94.73		Sill-Net: Feature Augmentation with Separated Illumination Representation	lanfenghuanyu/Sill-Net	2021
7	LST+MAP	91.68		Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network	ctom2/latent-space-transform	2021
8	PT+MAP	91.55%		Leveraging the Feature Distribution in Transfer-based Few-Shot Learning	sicara/easy-few-shot-learning · yhu01/PT-MAP · yhu01/bms · +3	2020
9	EASY 3xResNet12 (transductive)	90.56		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
10	EASY 4xResNet12 (transductive)	90.5		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
11	BAVARDAGE	90.42		Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification		2022
12	ICI	89.58		Instance Credibility Inference for Few-Shot Learning	Yikai-Wang/ICI-FSL	2020
13	Transfer+SGC	88.35%		Graph-based Interpolation of Feature Vectors for Accurate Few-Shot Classification	yhu01/transfer-sgc	2020
14	ESPT	85.45		ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning	whut-yirong/espt	2023
15	TDM	84.36		Task Discrepancy Maximization for Fine-grained Few-Shot Classification	leesb7426/cvpr2022-task-discrepancy-maximization-for-fine-grained-few-shot-classification	2022
16	BD-CSPN + ESFR (ResNet-18)	82.68		Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification	movinghoon/ESFR	2021
17	TIM-GD	82.2%		Transductive Information Maximization For Few-Shot Learning	sicara/easy-few-shot-learning · mboudiaf/TIM	2020
18	LaplacianShot	80.96		Laplacian Regularized Few-Shot Learning	sicara/easy-few-shot-learning · imtiazziko/LaplacianShot	2020
19	S2M2R	80.68		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
20	RENet	79.49		Relational Embedding for Few-Shot Classification	dahyun-kang/renet	2021