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Code for the paper "Generative Modeling of Infinite Occluded Objects for Compositional Scene Representation"

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Generative Modeling of Infinite Occluded Objects (GMIOO)

This is the code repository of the paper "Generative Modeling of Infinite Occluded Objects for Compositional Scene Representation".

Dependencies

  • pytorch == 1.8
  • torchvision == 0.9
  • numpy == 1.19
  • h5py == 2.10
  • pyyaml == 5.4
  • scipy == 1.6
  • scikit-learn == 0.24

Datasets

Change the current working directory to data and run create_datasets.sh.

cd data
./create_datasets.sh
cd ..

Experiments

Change the current working directory to experiments and run run.sh.

cd experiments
./run.sh
cd ..

Run experiments/evaluate.ipynb to evaluate the trained models.

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Code for the paper "Generative Modeling of Infinite Occluded Objects for Compositional Scene Representation"

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