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Unüberwachte Few-Shot Bildklassifikation
Unsupervised Few Shot Image Classification On 2
Unsupervised Few Shot Image Classification On 2
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Accuracy
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
Accuracy
Paper Title
BECLR
81.69
BECLR: Batch Enhanced Contrastive Few-Shot Learning
UniSiam
69.60
Self-Supervision Can Be a Good Few-Shot Learner
PDA-Net
69.01
Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images
UBC-FSL
68.0
Shot in the Dark: Few-Shot Learning with No Base-Class Labels
HMS
58.42
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks
LF2CS
53.16
Unsupervised Few-Shot Image Classification by Learning Features into Clustering Space
PL-CFE
49.51
Rethinking Clustering-Based Pseudo-Labeling for Unsupervised Meta-Learning
SAMPTransfer (Conv4)
49.10
Self-Attention Message Passing for Contrastive Few-Shot Learning
CPNWCP
45.00
Contrastive Prototypical Network with Wasserstein Confidence Penalty
ArL
43.68
Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning
U-MlSo
43.01
Multi-level Second-order Few-shot Learning
ULDA
41.77
Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation
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Unsupervised Few Shot Image Classification On 2 | SOTA | HyperAI