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In mechanical engineering, a three-dimensional force system is a system of forces acting in three dimensions, with forces applied along the x, y, and z coordinate axes. The three-dimensional force system is an important concept in mechanical engineering, as it allows engineers to understand and analyze the behavior of objects and structures in three dimensions. By understanding the forces acting on a system, engineers can design more efficient and effective mechanical systems that can withstand...
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Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
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Related Experiment Video

Updated: Jan 8, 2026

Photorealistic Learned Landscapes for Augmented Reality
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Text-to-3D scene generation framework: bridging textual descriptions to high-fidelity 3D scenes.

Zuan Gu1, Tianhan Gao2, Huimin Liu1

  • 1Software College, Northeastern University, Shenyang 110169, Liaoning, China.

Visual Computing for Industry, Biomedicine, and Art
|December 17, 2025
PubMed
Summary

3DS-Gen generates consistent 3D scenes from text by first creating a coherent video and then reconstructing the 3D model. This framework ensures multi-view consistency for practical digital content creation.

Keywords:
3D Gaussian splattingDiffusion transformersText-to-3D generation

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Area of Science:

  • Computer Vision
  • 3D Graphics
  • Artificial Intelligence

Background:

  • Text-to-3D scene generation is crucial for digital content creation.
  • Existing methods often lack global consistency across multiple views.

Purpose of the Study:

  • Introduce 3DS-Gen, a novel framework for text-to-3D scene generation.
  • Address the challenge of multi-view consistency in 3D scene reconstruction.

Main Methods:

  • Employ a modular "generate-then-reconstruct" approach.
  • Utilize a cascaded variational autoencoder for latent sequence generation (2D for spatial, 3D for temporal compression).
  • Incorporate sparse geometry estimation and Gaussian optimization for scene reconstruction.

Main Results:

  • Achieved temporally coherent multi-view video priors.
  • Enabled robust and consistent 3D scene reconstruction from text prompts.
  • Demonstrated efficient operation on a single GPU.

Conclusions:

  • 3DS-Gen provides a practical solution for text-to-3D content creation.
  • The framework enhances multi-view consistency and reconstructability.
  • Offers a bridge between textual descriptions and 3D scene generation.