[PDF] Self-supervised Knowledge Distillation for Few-shot Learning





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PARN: Position-Aware Relation Networks for Few-Shot Learning

This paper proposes a position-aware relation net- work (PARN) to learn a more flexible and robust metric a- bility for few-shot learning. Relation networks 



PARN: Position-Aware Relation Networks for Few-Shot Learning

This paper proposes a position-aware relation net- work (PARN) to learn a more flexible and robust metric a- bility for few-shot learning. Relation networks 



PARN: Position-Aware Relation Networks for Few-Shot Learning

10 sept. 2019 However due to the inherent local connectivity of CNN



PARN: Position-Aware Relation Networks for Few-Shot Learning

This paper proposes a position-aware relation net- work (PARN) to learn a more flexible and robust metric a- bility for few-shot learning. Relation networks 



Memory-Augmented Relation Network for Few-Shot Learning

13 mai 2020 Memory-Augmented Relation Network for Few-Shot Learning ... lize optimization-based meta-learning or the learning-to-learn par-.



BSNet: Bi-Similarity Network for Few-shot Fine-grained Image

29 nov. 2020 the approaches for few-shot learning due to the simplicity and ... Relation Network [11]



Deep Metric Learning for Few-Shot Image Classification: A Review

27 juin 2022 an up-to-date review of deep metric learning methods for few-shot image ... the Position-Aware Relation Network (PARN) to reduce the ...



RNNP: A Robust Few-Shot Learning Approach

22 nov. 2020 PARN [27] trains a position-aware relation network (PARN) that tries to make the relation module invariant to changes in the spatial posi-.



Self-supervised Knowledge Distillation for Few-shot Learning

4 août 2020 few-examples few-shot learning (FSL) offers a promising machine learning ... Parn: Position-aware relation networks for few-shot learning.



TLRM: Task-level Relation Module for GNN-based Few-Shot Learning

2 sept. 2021 Index Terms—Few-shot learning Graph Neural Networks

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