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KNN lifting (Pointcloud to Graph) with New dataset MNIST #19

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@cshjin cshjin commented Jun 24, 2024

Main changes:

  • implement graph to point cloud lifting
  • add point cloud dataset
    • add MNIST dataset (2D point cloud)

With details:

  • update readme.md with additional torch_vision package (MNIST dataset)

  • update github action test_codebase and test_tutorials with additional torch_vision package

  • add mnist_to_pointcloud function in data/utils/utils.py

  • update modules/data/load/loaders.py with additional mnist_to_pointcloud function

  • update modules/data/utils/custom_dataset with specific repr for different dataset.

  • add file configs/dataset/MNIST.yaml for MNIST dataset

  • add new plot_point_cloud function in modules/utils/utils.py for visualization

  • add file transforms/liftings/pointcloud2graph/knn_lifting.py for KNN lifting

  • update TRANSFORMS in modules/transforms/data_transform.py with additional GraphKNNLifting

  • add file modules/graph/gcn.py

  • add file config/models/gcn.yaml

  • add example in tutorial/pointcloud2graph/knn_lifiting.ipynb

Tutorial provided at notebook
from point cloud
image
to
image
by KNN lifting.

NOTE:
additional torch_vision package is required to get MNIST dataset.

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@cshjin cshjin changed the title Add pointcloud2graph KNN lifting with a tutorial of a new MNIST dataset KNN lifting (Pointcloud to Graph) with New dataset MNIST Jul 3, 2024
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gbg141 commented Jul 8, 2024

Hello @cshjin! Thank you for your submission. As we near the end of the challenge, I am collecting participant info for the purpose of selecting and announcing winners. Please email me (or have one member of your team email me) at [email protected] so I can share access to the voting form. In your email, please include:

Before July 12, make sure that your submission respects all Submission Requirements laid out on the challenge page. Any submission that fails to meet this criteria will be automatically disqualified.

@gbg141 gbg141 added award-category-2 Lifting to Combinatorial, Hypergraph or Graph Domain award-category-3 Feature-based Lifting (including those that simultaneously leverage the connectivity) labels Jul 9, 2024
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