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seb5666 authored and diegolascasas committed Oct 24, 2019
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# Transporter - Unsupervised Learning of Object Keypoints for Perception and Control

This directory contains a [Sonnet](https://sonnet.dev) implementation of
the Transporter architecture.
the Transporter architecture and a notebook explaining how the model can be used
for keypoint inference. To launch the notebook in Google colab, [click here](https://colab.research.google.com/github/deepmind/deepmind_research/blob/master/transporter/transporter_example.ipynb).


The Transporter is a neural network architecture for discovering concise
geometric object representations in terms of keypoints or image-space
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For details, see our
paper [Unsupervised Learning of Object Keypoints for Perception and Control](https://arxiv.org/abs/1906.11883).

If you use the code here please cite this paper.
> Tejas Kulkarni, Ankush Gupta, Catalin Ionescu, Sebastian Borgeaud, Malcolm Reynolds, Andrew Zisserman, Volodymyr Mnih. *Unsupervised Learning of Object Keypoints for Perception and Control*. NeurIPS 2019. [\[arXiv\]](https://arxiv.org/abs/1906.11883).
## Contributors
* Tejas Kulkarni <[email protected]>
* Ankush Gupta <[email protected]>
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* Volodymyr Mnih


## Disclaimer
This is not an official Google product.

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