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Space of Morphable Material Appearance: Datasets and Models

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posted on 2024-09-17, 13:44 authored by Chenxi LiaoChenxi Liao, Masataka Sawayama, Bei XiaoBei Xiao

Here, we provide the real photo datasets of materials and the trained generative models used in our paper:

Liao C., Sawayama M., & Xiao B. (2024). Probing the Link Between Vision and Language in Material Perception Using Psychophysics and Unsupervised Learning. PLoS Computational Biology

Real photo datasets:

  • Soap dataset: 8085 photos. Please check our previously published TID dataset.
  • Rock dataset: rock_dataset.zip (3180 photos)
  • Squishy toy dataset: squishy_toy_dataset.zip (1900 photos)

StyleGAN2-ADA models:

  • Soap Model: StyleGAN_models/StyleGAN_G_soap.pkl
  • Rock Model: StyleGAN_models/StyleGAN_G_rock.pkl
  • Squishy Toy Model: StyleGAN_models/StyleGAN_G_toy.pkl


Funding

NIH grant 1R15EY033512

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