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基于多视角图像的关节物体三维重建

3D Reconstruction of Articulated Objects based on Multi-View Images

中文摘要英文摘要

在现实生活中,关节物体很常见,比如笔记本电脑和抽屉。要将这些物体导入虚拟场景,通常需要由专业建模师手动完成设计和建模,这个过程不仅耗时还需要大量的人力。关节物体进行三维重建的算法,能够助力虚拟现实和动画产业等领域的发展。然而,过去的算法存在数据的收集上要求高或是在有限的视角下效果不佳等问题。为了克服这些问题,本文提出了一种新的基于多视角图像的关节物体三维重建方法,该方法能有效地解决少量视角下重建效果不佳的问题。本文引入了一种正则化方法,以提升算法在有限视角条件下的重建效果。通过实验验证,不仅展示了该方法在少视角重建方面的有效性,证明了其在提高三维重建质量方面的潜力。同时,本文还提出了一个关节物体数据集,可用于关节物体三维重建。

In real life, articulated objects are common, such as laptops and drawers. To import these objects into the virtual scene, professional modelers usually need to complete the design and modeling manually. This process is not only time-consuming but also requires a lot of manpower. Algorithms for 3D reconstruction of articulated objects can help the development of fields such as virtual reality and animation industries. However, past algorithms have problems such as high data collection requirements or poor performance under limited viewing angles. In order to overcome these problems, this paper proposes a new 3D reconstruction method of articulated objects based on multi-view images, which can effectively solve the problem of poor reconstruction results in a small number of views. This paper introduces a regularization method to improve the reconstruction effect of the algorithm under limited viewing angle conditions. Through experimental verification, it not only demonstrates the effectiveness of this method in few-view reconstruction, but also proves its potential in improving the quality of 3D reconstruction.This article also proposes anarticulated objects dataset, which can be used for 3D reconstruction of articulated objects.

乔秀全、樊智鹏

计算技术、计算机技术自动化技术、自动化技术设备

关节物体三维重建少量视角。

articulated objects3D reconstructionfew-view

乔秀全,樊智鹏.基于多视角图像的关节物体三维重建[EB/OL].(2024-03-04)[2025-07-16].http://www.paper.edu.cn/releasepaper/content/202403-36.点此复制

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