MrNeRF (@janusch_patas)

2024-12-25 | โค๏ธ 69 | ๐Ÿ” 7


GauSim: Registering Elastic Objects into Digital World by Gaussian Simulator

Contributions:

  1. We propose GauSim, a neural network-based simulator that integrates continuum mechanics to realistically simulate dynamics without idealized conditions, bridging the gap between simulated environments and reality.

  2. We employ a hierarchical structure to efficiently simulate the dynamics of Gaussian kernels, reducing the number of predictions by around 90% while maintaining high fidelity.

  3. We enforce explicit physics principles, such as mass and momentum conservation, in GauSim, resulting in an interpretable model and robust simulation.

  4. We present READY, a multi-view video dataset capturing the dynamics of elastic deformations of real-world objects.

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Tags

domain-vision-3d domain-ai-ml domain-simulation