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vae

Variatonal AutoEncoder

TODO

  • Load cloth_in_wind dataset(done)
  • Modify reconstruction loss to signed distance loss (done)
  • Alternate encoder decoder from residual network to resnet18 (Linear layer to convolution for faster training) ( done )
  • given sdf for data 0, evolve shape deformation with level set method, the sdf take vertex as input, out put signed distance
  • the loss of sdf should include signed distance and PDE constraints
  • Load cmu simulation dataset
  • Feed to GRU
  • Train with MSE loss to see the preliminary results
  • Think about where the template obj file should be loaded