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few-shot-image-classification-on-mini-5

Few-Shot Image Classification
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PaperCodeAccuracyModelNameReleaseDate
Transductive Decoupled Variational Inference for Few-Shot Classification✓ Link84.61TRIDENT2022-08-22
Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning✓ Link63.90PEMnE-BMS*2021-10-18
Leveraging the Feature Distribution in Transfer-based Few-Shot Learning✓ Link62.49PT+MAP2020-06-06
Few-Shot Learning as Domain Adaptation: Algorithm and Analysis49.44DAPNA2020-02-06
Matching Networks for One Shot Learning✓ Link45.59MatchingNet (Vinyals et al., 2016)2016-06-13
Prototypical Networks for Few-shot Learning✓ Link45.31ProtoNet (Snell et al., 2017)2017-03-15
Learning to Compare: Relation Network for Few-Shot Learning✓ Link42.91RelationNet (Sung et al., 2018)2017-11-16
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels✓ Link40.22DKT + CosSim2019-10-11
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks✓ Link40.15MAML (Finn et al., 2017)2017-03-09
HyperShot: Few-Shot Learning by Kernel HyperNetworks✓ Link40.03HyperShot2022-03-21
Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions✓ Link39.00FEAT (Ye et al., 2018)2018-12-10
A Closer Look at Few-shot Classification✓ Link33.04Baseline++ (Chen et al., 2019)2019-04-08
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