mlsanityData to 14 Oct 2026

Physics-Based 3D Simulation for Synthetic Data Generation and Failure Analysis in Packaging Stability Assessment

arXiv 2508.13989 ↗First posted 19 Aug 2025cs.CVcited by 0

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Abstract (arXiv)

The design and analysis of pallet setups are essential for ensuring safety of packages transportation. With rising demands in the logistics sector, the development of automated systems utilizing advanced technologies has become increasingly crucial. Moreover, the widespread use of plastic wrapping has motivated researchers to investigate eco-friendly alternatives that still adhere to safety standards. We present a fully controllable and accurate physical simulation system capable of replicating the behavior of moving pallets. It features a 3D graphics-based virtual environment that supports a wide range of configurations, including variable package layouts, different wrapping materials, and diverse dynamic conditions. This innovative approach reduces the need for physical testing, cutting costs and environmental impact while improving measurement accuracy for analyzing pallet dynamics. Additionally, we train a deep neural network to evaluate the rendered videos generated by our simulator, as a crash-test predictor for pallet configurations, further enhancing the system's utility in safety analysis.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 6 of its 21 references that are in the map. First posted on arXiv 19 Aug 2025.

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6 of 21 references.

References · 6

  1. 2023Fantasia3D: Disentangling Geometry and Appearance for High-quality Text-to-3D Content Creationcited by 687
  2. 2023MeshDiffusion: Score-based Generative 3D Mesh Modelingcited by 199
  3. 2022NeRF: Neural Radiance Field in 3D Vision: A Comprehensive Review (Updated Post-Gaussian Splatting)cited by 158
  4. 2022Neural 3D Scene Reconstruction with the Manhattan-world Assumptioncited by 123
  5. 2022RoboCraft: Learning to See, Simulate, and Shape Elasto-Plastic Objects with Graph Networkscited by 72
  6. 2024Total-Decom: Decomposed 3D Scene Reconstruction with Minimal Interactioncited by 12

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