US Patent Application 17714743. APPARATUS AND METHODS FOR IMAGE RECONSTRUCTION USING MACHINE LEARNING PROCESSES simplified abstract

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APPARATUS AND METHODS FOR IMAGE RECONSTRUCTION USING MACHINE LEARNING PROCESSES

Inventors

Wei-Lun CHANG of Hsinchu (TW)


Michel Adib SARKIS of San Diego CA (US)


Chieh-Ming KUO of Taoyuan (TW)


Kuang-Man HUANG of Zhubei City Hsinchu County (TW)


APPARATUS AND METHODS FOR IMAGE RECONSTRUCTION USING MACHINE LEARNING PROCESSES - A simplified explanation of the abstract

  • This abstract for appeared for patent application number 17714743 Titled 'APPARATUS AND METHODS FOR IMAGE RECONSTRUCTION USING MACHINE LEARNING PROCESSES'

Simplified Explanation

This abstract describes a method for automatically reconstructing a 3D image using machine learning. A computing device obtains an image and applies a machine learning process to generate coefficient values that describe the image in multiple dimensions. The device then creates a mesh based on these coefficient values. Another machine learning process is applied to the coefficient values and the image to generate a displacement map. Using the mesh and displacement map, the device generates output data that represents an aligned mesh. This output data is stored in a data repository and can be displayed.


Original Abstract Submitted

Methods, systems, and apparatuses are provided to automatically reconstruct an image, such as a 3D image. For example, a computing device may obtain an image, and may apply a first trained machine learning process to the image to generate coefficient values characterizing the image in a plurality of dimensions. Further, the computing device may generate a mesh based on the coefficient values. The computing device may apply a second trained machine learning process to the coefficient values and the image to generate a displacement map. Based on the mesh and the displacement map, the computing device may generate output data characterizing an aligned mesh. The computing device may store the output data within a data repository. In some examples, the computing device provides the output data for display.