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SOTA
少ショット画像分類
Few Shot Image Classification On Tiered 2
Few Shot Image Classification On Tiered 2
評価指標
Accuracy
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
Accuracy
Paper Title
Repository
Transductive CNAPS + FETI
65.1
Enhancing Few-Shot Image Classification with Unlabelled Examples
Simple CNAPS + FETI
57.1
Improved Few-Shot Visual Classification
Transductive CNAPS
54.6
Enhancing Few-Shot Image Classification with Unlabelled Examples
Simple CNAPS
48.1
Improved Few-Shot Visual Classification
TPN (Higher Shot)
44.8
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning
Label Propagation
39.4
Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning
Prototypical Networks (Higher Way)
38.6
Prototypical Networks for Few-shot Learning
Prototypical Networks
37.3
Prototypical Networks for Few-shot Learning
Relation Networks
36.3
Learning to Compare: Relation Network for Few-Shot Learning
Reptile+BN
35.3
On First-Order Meta-Learning Algorithms
MAML + Transduction
34.8
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
MAML
34.4
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
Reptile
33.7
On First-Order Meta-Learning Algorithms
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