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An improved ℓ_1 median model for extracting 3D human body curve-skeleton

机译:提高3D人体曲线骨架的改进的ℓ_1中位模型

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摘要

Three-dimensional human body curve-skeleton is widely used in pose estimation, skeleton animation and other fields. This paper proposes an improved l(1) median model that can extract three-dimensional human body curve-skeleton. The model includes three-dimensional human body reconstruction from multi-view images, interpolation curve-skeleton extraction, l(1) median skeleton completion, and continuous frame curve-skeleton optimization. Through the completion and optimization processes, the curve-skeleton we extract is smoother and more complete compared with previous methods. We conduct experiments on multi-view human body image dataset collected from light field acquisition system. Both quantitative and qualitative results demonstrate the effectiveness of our model.
机译:三维人体曲线骨架广泛用于姿势估计,骨架动画和其他领域。 本文提出了一种改进的L(1)中值模型,可以提取三维人体曲线骨架。 该模型包括来自多视图图像的三维人体重建,插值曲线骨架提取,L(1)中值骨架完成,以及连续帧曲线骨架优化。 通过完成和优化过程,与先前的方法相比,我们提取的曲线骨架更平滑,更完整。 我们在从光场采集系统中收集的多视图人体图像数据集进行实验。 定量和定性结果均证明了我们模型的有效性。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2021年第24期|33547-33571|共25页
  • 作者单位

    Beijing Univ Technol Beijing Key Lab Multimedia & Intelligent Software Beijing Inst Artificial Intelligence Fac Informat Technol Beijing 100124 Peoples R China;

    Beijing Univ Technol Beijing Key Lab Multimedia & Intelligent Software Beijing Inst Artificial Intelligence Fac Informat Technol Beijing 100124 Peoples R China;

    Beijing Univ Technol Beijing Key Lab Multimedia & Intelligent Software Beijing Inst Artificial Intelligence Fac Informat Technol Beijing 100124 Peoples R China;

    Beijing Univ Technol Beijing Key Lab Multimedia & Intelligent Software Beijing Inst Artificial Intelligence Fac Informat Technol Beijing 100124 Peoples R China;

    Beijing Univ Technol Beijing Key Lab Multimedia & Intelligent Software Beijing Inst Artificial Intelligence Fac Informat Technol Beijing 100124 Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    l(1) median model; Shape segmentation; Curve-skeleton extraction; Continuous frames optimization;

    机译:L(1)中位模型;形状分割;曲线骨架提取;连续帧优化;

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