Great work! I wonder if using SDF as a 3d model representation would result in higher resolution model generation (rather than voxels), some recent work in that area here: https://github.com/marian42/shapegan Adversarial Generation of Continuous Implicit Shape Representations : https://arxiv.org/abs/2002.00349