对于未配对的跨域翻译3D点云的特征保存潜伏空间
IEEE transactions on visualization and computer graphics
|June 20, 2023
概括
这项研究引入了一种新的方法,用于使用形状感知潜伏空间进行未配对的3D形状转换. 它可以实现高质量的3D点云转换,同时在没有配对数据的情况下保留基本的形状特征.
科学领域:
- 计算机视觉 计算机视觉
- 3D形状分析 3D形状分析
- 机器学习 机器学习
背景情况:
- 3D形状转换通常需要配对数据或精确的对应,这是很难获得的.
- 现有的未配对学习方法可能无法在转换过程中保留源模型特征.
研究的目的:
- 开发一种用于3D点云未配对形状转换的方法.
- 在跨域翻译过程中保持形状特征.
- 为了实现灵活的形状编辑应用程序.
主要方法:
- 交替训练一个自动编码器和翻译器来构建一个形状意识的潜空间.
- 利用新的损失函数来指导转型过程.
- 开发一个新的数据集,用于客观评估点云翻译.
主要成果:
- 拟议的框架实现了高质量的3D模型构建.
- 与最先进的方法相比,它在跨域翻译时显著保留了形状特征.
- 学习的潜伏空间支持各种形状编辑任务,无需重新训练.
结论:
- 开发的方法有效地解决了未配对的3D形状转换的挑战.
- 形状感知潜伏空间对于保持形状的一致性和实现高级编辑至关重要.
- 这项工作推动了3D生成建模和形状操纵领域的发展.
相关概念视频
Improving Translational Accuracy
2.6K
2.6K
Position and Displacement Vectors
9.6K
To describe the motion of an object, one should first be able to describe its position (where it is at any particular time). More precisely, the position needs to be specified relative to a convenient frame of reference. A frame of reference is an arbitrary set of axes from which the position and motion of an object are described. Earth is often used as a frame of reference to describe the position of an object in relation to stationary objects on Earth.
Further, several important kinds of...
Further, several important kinds of...
9.6K
Transformation of Plane Strain
204
When analyzing elongated structures like bars subjected to uniformly distributed loads, it is essential to understand the transformation of plane strain when coordinate axes are rotated. This transformation helps to assess how material deformation characteristics vary with orientation, which is crucial in materials science and structural engineering.
Under plane strain conditions, typical for members where one dimension significantly exceeds the others, deformations and resultant strains are...
Under plane strain conditions, typical for members where one dimension significantly exceeds the others, deformations and resultant strains are...
204
Perceptual Constancy
458
Perceptual constancy is the ability to recognize that objects remain consistent and unchanged even when their appearance varies due to changes in sensory input. There are four main types of perceptual constancy: size constancy, shape constancy, color constancy, and brightness constancy.
Size constancy is the recognition that an object remains the same size, even when its image on the retina changes. For instance, a bus is perceived to be large enough to carry people, even if it looks tiny from...
Size constancy is the recognition that an object remains the same size, even when its image on the retina changes. For instance, a bus is perceived to be large enough to carry people, even if it looks tiny from...
458
Spherical Coordinates
10.4K
Spherical coordinate systems are preferred over Cartesian, polar, or cylindrical coordinates for systems with spherical symmetry. For example, to describe the surface of a sphere, Cartesian coordinates require all three coordinates. On the other hand, the spherical coordinate system requires only one parameter: the sphere's radius. As a result, the complicated mathematical calculations become simple. Spherical coordinates are used in science and engineering applications like electric and...
10.4K
Fischer Projections
13.5K
Learning to draw Fischer projections of molecules and understanding their relevance plays a crucial role in the visual depiction of organic molecules. A Fischer projection is a two-dimensional projection on a planar surface to simplify the three-dimensional wedge–dash representation of molecules. This is especially helpful in the case of molecules with multiple chiral centers that can be difficult to draw. Here, all the bonds of interest are represented as horizontal or vertical lines.
13.5K


