OpenCodePapers

unsupervised-few-shot-image-classification-on-2

Few-Shot Image ClassificationUnsupervised Few-Shot Image Classification
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PaperCodeAccuracyModelNameReleaseDate
BECLR: Batch Enhanced Contrastive Few-Shot Learning✓ Link81.69BECLR2024-02-04
Self-Supervision Can Be a Good Few-Shot Learner✓ Link69.60UniSiam2022-07-19
Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images69.01PDA-Net2021-05-25
Shot in the Dark: Few-Shot Learning with No Base-Class Labels68.0UBC-FSL2020-10-06
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks✓ Link58.42HMS2020-11-30
Unsupervised Few-Shot Image Classification by Learning Features into Clustering Space✓ Link53.16LF2CS2022-10-21
Rethinking Clustering-Based Pseudo-Labeling for Unsupervised Meta-Learning✓ Link49.51PL-CFE2022-09-27
Self-Attention Message Passing for Contrastive Few-Shot Learning✓ Link49.10SAMPTransfer (Conv4)2022-10-12
Contrastive Prototypical Network with Wasserstein Confidence Penalty✓ Link45.00CPNWCP2022-10-21
Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning✓ Link43.68ArL2020-01-12
Multi-level Second-order Few-shot Learning✓ Link43.01U-MlSo2022-01-15
Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation✓ Link41.77ULDA2020-04-13
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