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비지도 소수 샘플 이미지 분류
Unsupervised Few Shot Image Classification On 2
Unsupervised Few Shot Image Classification On 2
평가 지표
Accuracy
평가 결과
이 벤치마크에서 각 모델의 성능 결과
Columns
모델 이름
Accuracy
Paper Title
Repository
BECLR
81.69
BECLR: Batch Enhanced Contrastive Few-Shot Learning
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UniSiam
69.60
Self-Supervision Can Be a Good Few-Shot Learner
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LF2CS
53.16
Unsupervised Few-Shot Image Classification by Learning Features into Clustering Space
UBC-FSL
68.0
Shot in the Dark: Few-Shot Learning with No Base-Class Labels
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HMS
58.42
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks
-
ULDA
41.77
Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation
-
SAMPTransfer (Conv4)
49.10
Self-Attention Message Passing for Contrastive Few-Shot Learning
-
PL-CFE
49.51
Rethinking Clustering-Based Pseudo-Labeling for Unsupervised Meta-Learning
-
ArL
43.68
Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning
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PDA-Net
69.01
Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images
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U-MlSo
43.01
Multi-level Second-order Few-shot Learning
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CPNWCP
45.00
Contrastive Prototypical Network with Wasserstein Confidence Penalty
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Unsupervised Few Shot Image Classification On 2 | SOTA | HyperAI초신경