https://github.com/cnichkawde/MatchingNetwork

Implementation of "Matching Networks for One Shot Learning" in Keras https://arxiv.org/abs/1606.04080
https://github.com/cnichkawde/MatchingNetwork

Last synced: 3 months ago
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Implementation of "Matching Networks for One Shot Learning" in Keras https://arxiv.org/abs/1606.04080

• Host: GitHub
• URL: https://github.com/cnichkawde/MatchingNetwork
• Owner: cnichkawde
• Created: 2017-07-17T10:37:17.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2018-12-18T11:34:13.000Z (about 6 years ago)
• Last Synced: 2024-07-31T23:44:42.606Z (5 months ago)
• Language: Python
• Homepage:
• Size: 8.45 MB
• Stars: 54
• Watchers: 5
• Forks: 21
• Open Issues: 3
• Metadata Files:
  • Readme: README.md

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• awesome-few-shot-meta-learning - code (Keras)

README

        
# Matching Networks implementation in Keras

Implementation of [Matching Networks for One Shot Learning](https://arxiv.org/abs/1606.04080) in Keras

In order to train a 5-way 1-shot model run:

```

python matchingnetwork.py

```

Train a model with Full Context Embedding (FCE) defined as Siamese like pairwise interactions with max pooling:

```

python matchingnetworkwithrelationalembedding.py

```

** Requires Keras version 2.0.0

## References

[1] **Matching Networks for One Shot Learning**, Oriol Vinyals, Charles Blundell, Timothy Lillicrap, Koray Kavukcuoglu and Daan Wierstra, https://arxiv.org/abs/1606.04080, 2016 


[2] **Siamese network for one shot-image recognition**, G Koch, R Zemel, and R Salakhutdinov, ICML Deep Learning workshop, 2015 


[3] **A simple neural network module for relational reasoning**, Adam Santoro, David Raposo, David G.T. Barrett, Mateusz Malinowski, Razvan Pascanu, Peter Battaglia and Timothy Lillicrap, https://arxiv.org/abs/1706.01427, 2017