A Deep Learning Approach to Facial 3D Reconstruction and Super-Resolution Rendering

Released on by Tomoyori Iwao
preview-18

  • A Deep Learning Approach to Facial 3D Reconstruction and Super-Resolution Rendering Book Detail

  • Author : Tomoyori Iwao
  • Release Date : 2022
  • Publisher :
  • Genre :
  • Pages : 0
  • ISBN 13 :
  • File Size : 50,50 MB
DOWNLOAD BOOK

A Deep Learning Approach to Facial 3D Reconstruction and Super-Resolution Rendering by Tomoyori Iwao PDF Summary

Book Description: Reconstructing 3D facial shapes is of significant interest in Computer Vision and Computer Graphics. In recent years, deep learning methods have been proposed for cost-effectively acquiring accurate 3D facial shapes. To some extent, these methods can generate accurate 3D facial shapes from a single image. Most of them assume that the resolution of the input images is high enough to reconstruct facial shapes, but this is not always the case, such as in the 3D reconstruction of players in a dynamic sports scene. Due to the large distances between players, one normally cannot acquire a photo showing all the players in focus and some faces could appear blurry. To tackle this problem, we propose a new learning-based architecture that combines a Super-Resolution (SR) network with a 3D Facial Reconstruction (FR) network. First, we input a low-resolution facial photo to the SR network, which generates corresponding SR images. These are input to the FR network, which generates corresponding facial shapes. We generate multiple SR images and corresponding 3D facial shapes because the SR network is a non-deterministic algorithm whose output is not always optimal for 3D reconstruction and rendering. Hence, we choose the best pair considering the noise level of the SR images and the distribution of distances among those facial shapes in order to reconstruct a good-quality 3D facial shape despite the low resolution of the input image.

Disclaimer: www.yourbookbest.com does not own A Deep Learning Approach to Facial 3D Reconstruction and Super-Resolution Rendering books pdf, neither created or scanned. We just provide the link that is already available on the internet, public domain and in Google Drive. If any way it violates the law or has any issues, then kindly mail us via contact us page to request the removal of the link.

Deep Learning-Based Face Analytics

Deep Learning-Based Face Analytics

File Size : 79,79 MB
Total View : 671 Views
DOWNLOAD

This book provides an overview of different deep learning-based methods for face recognition and related problems. Specifically, the authors present methods bas