Three-dimensional human body standard skeleton extraction method for continuous frame point cloud

A skeleton extraction, continuous frame technology, applied in image data processing, 3D modeling, instruments, etc., can solve problems such as incomplete 3D human skeleton, failure to better fit the original 3D human model, and partial position deviation.

Active Publication Date: 2019-05-31
BEIJING UNIV OF TECH
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Problems solved by technology

However, for the 3D human body model, the number of bone points in the skeleton extracted by the above method is inconsistent, and the standardization cannot be achieved, and the original 3D human body model cannot be better fitted. In addition, the extracted 3D human skeleton occasionally appears incomplete. , wrong branch or position deviation of some points, such as figure 1 shown

Method used

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  • Three-dimensional human body standard skeleton extraction method for continuous frame point cloud
  • Three-dimensional human body standard skeleton extraction method for continuous frame point cloud
  • Three-dimensional human body standard skeleton extraction method for continuous frame point cloud

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Embodiment Construction

[0056] The present invention verifies the effectiveness of the present invention for extracting a three-dimensional human body standard skeleton through comparative experiments with similar methods. The experimental part designs two kinds of experiments altogether, and experiment one aims at verifying the effectiveness of the continuous frame skeleton point position optimization model proposed by the present invention; Superiority.

[0057] The experimental data sets used in the present invention are as follows:

[0058] The present invention uses 50 industrial cameras in the light field acquisition system to collect multi-view color images of moving human bodies. The pixels of each camera are about 2.2 million, and the resolution of the collected images is 2048*1088. The specific collection information is as follows:

[0059] (1) The acquisition object is a male in a walking posture, such as Figure 9 As shown in -a, the acquisition frame rate is 30 frames per second, and t...

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Abstract

The invention discloses a three-dimensional human body standard skeleton extraction method for continuous frame point cloud, and the method comprises the following two steps: step 1, collecting imagesof a multi-view moving human body, and reconstructing a dense point cloud model by using each view image of each frame; for each frame of point cloud model, carrying out downsampling and surface reconstruction, and using a three-dimensional human body standard skeleton extraction algorithm based on model segmentation to extract a standard skeleton model; step 2, performing inter-frame alignment on the extracted standard skeleton and matching the standard skeleton with corresponding points; constructing a skeleton point sequence of a continuous frame standard skeleton; establishing a continuous frame skeleton point position optimization model to optimize the obtained skeleton point sequence; The finally obtained three-dimensional human body skeleton sequence oriented to the continuous frame point cloud has more advantages than a skeleton extracted by a traditional method in integrity, fitness with an original model, accuracy and standardization on the premise that manual intervention is almost avoided, and has higher practical value and significance.

Description

technical field [0001] The invention relates to the field of computer graphics, in particular to the research and development of a three-dimensional human body standard skeleton extraction method for continuous frame point clouds. Background technique [0002] The skeletal framework extracted from the 3D model can be considered as a very intuitive and efficient representation of the model, which has strong practical significance for analyzing and manipulating the 3D model. Especially for human models, skeletal frameworks can be used for pose estimation, human modeling and manipulation. [0003] Whether it is in the two-dimensional group skeleton multi-granularity real-time extraction and tracking technology, or in the three-dimensional kinect skeleton tracking data processing method, the standard skeleton with 20 points that better reflects the actual skeleton points of the human body is used ,Such as figure 2 As shown, there is currently no standard human skeleton extract...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06T17/00G06T7/11G06T7/60
CPCY02T10/40
Inventor 张勇谭斐王少帆孔德慧尹宝才
Owner BEIJING UNIV OF TECH
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