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Neural scene representation and rendering (GQN)

License: MIT License

Python 61.06% C++ 38.08% Makefile 0.86%

generative-query-network's Introduction

🚧 Work in Progress 🚧

Neural scene representation and rendering

https://deepmind.com/blog/neural-scene-representation-and-rendering/

Todo

  • OpenGL Renderer
    • Shading
    • Texture
    • Headless rendering
  • Implement GQN
  • Implement training loop
  • Hyperparameter search (It takes 2 weeks to run a training)
  • Debug

🤔🤔🤔

https://thumbs.gfycat.com/SandyWanGoosefish-size_restricted.gif

Requirements

  • pybind11
  • Python 3
  • OpenGL 4.5
  • GLFW 3
  • Ubuntu
  • C++14 (gcc-6)
  • Chainer 4

Installation

GLFW

sudo apt install libglfw3-dev

pybind11

pip3 install pybind11 --user

Renderer

cd three
make

imgplot

cd imgplot
make

Chainer

pip3 install chainer cupy h5py

Dataset

Rooms with multiple objects

Shepard-Metzler objects

Training

Experimental Results

generative-query-network's People

Contributors

musyoku avatar ktns avatar

Watchers

Shuqin Lee avatar

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