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We're doing synthetic data generation to predict complex 3D character deformations—basically, a full anatomical bone/muscle/fat/skin simulation is computed in t
by erichocean 6y ago
We're doing synthetic data generation to predict complex 3D character deformations—basically, a full anatomical bone/muscle/fat/skin simulation is computed in thousands of poses (each pose is determined by comparatively minuscule numbers of inputs), and then training on that data set so we can predict high-quality deformations in real-time from live mo-cap data.
Photo-real 3D worlds are particularly appropriate for generating high-quality synthetic ML training data sets—I know a bunch of autonomous driving companies are doing it with great success. (We also use Houdini to generate our 3D data sets.)[0]
[0] https://www.youtube.com/watch?v=GKb8ZL3bUbw https://www.youtube.com/watch?v=GKb8ZL3bUbw
- deleted 6y ago[deleted]
- thruflo22 6y agoVery cool! We’re using GANs to generate synthetic transactional data that preserves temporary and causal correlations [0]. [0] friends link to avoid paywall: https://medium.com/towards-artificial-intelligence/generating-synthetic-sequential-data-using-gans-a1d67a7752ac?source=friends_link&sk=1ab69626e19b95556cc3b2db83e64cf9 https://medium.com/towards-artificial-intelligence/generatin...