Few Shot Image Classification On Fc100 5 Way

评估指标

Accuracy

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
BAVARDAGE	57.27	Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification	-
EASY 2xResNet12 1/√2 (transductive)	54.47	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients
EASY 3xResNet12 (transductive)	54.13	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients
R2-D2+Task Aug	51.35	Task Augmentation by Rotating for Meta-Learning
pseudo-shots	50.57	Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks
MetaOptNet-SVM+Task Aug	49.77	Task Augmentation by Rotating for Meta-Learning
HCTransformers	48.27	Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning
EASY 3xResNet12 (inductive)	48.07	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients
EASY 2xResNet12 1/√2 (inductive)	47.94	EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients
Invariance-Equivariance	47.76	Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning
FewTURE	47.68	Rethinking Generalization in Few-Shot Classification
MetaOptNet-SVM-trainval	47.2	Meta-Learning with Differentiable Convex Optimization
SKD	46.5	Self-supervised Knowledge Distillation for Few-shot Learning
MTL	45.1	Meta-Transfer Learning for Few-Shot Learning
MSENet	44.78	Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms
ConstellationNets	43.8	Constellation Nets for Few-Shot Learning	-
SSFormers	43.72	Sparse Spatial Transformers for Few-Shot Learning
Multi-Task Learning	42.4	Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation
ACC + Amphibian	41.6	Generalized Adaptation for Few-Shot Learning	-
MCRNet-SVM	41	Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach

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