Implementation of λ Networks, a new approach to image recognition that reaches SOTA on ImageNet. The new method utilizes λ layer, which captures interactions by transforming contexts into linear functions, termed lambdas, and applying these linear functions to each input separately. Shinel94 has added a Keras implementation! It won't be officially supported in this repository, so either copy / paste the code under ./lambda_networks/tfkeras.py or make sure to install tensorflow and keras before running the provided commands.

Features

  • Global context
  • Localized context
  • Tensorflow / Keras version
  • Implementation of λ Networks
  • Apply linear functions to each input separately

Project Samples

Lambda Networks Screenshot 1

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Categories

Machine Learning

License

MIT License

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Additional Project Details

Programming Language

Python

Related Categories

Python Machine Learning Software

Registered

2022-08-15
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