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Cube to Sphere Interpolation Predictor

This repository contains a machine learning model that predicts the degree of interpolation between a cube and a sphere mesh. The convolutional neural network (CNN) model achieves an average error of ~0.066 when prediction sphere-cube interpolation in the range of [0, 1]

Images ranging from cube(0) to sphere(1)

         0.0067                   0.5024                   0.9994

Content

  • spherecube-prediction.ipynb - CNN prediction model
  • spherecube.blend - Blender model
  • spherecube.blend.py - Blendtorch image generation
  • sphercube.py - Creates dataset by launching multiple instances of spherecube.blend.py

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