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modifiedl repo for DAD-3DHeads: A Large-scale Dense, Accurate and Diverse Dataset for 3D Head Alignment from a Single Image (CVPR 2022).

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raja-kumar/DAD-3DHeads

 
 

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DAD-3DHeads: A Large-scale Dense, Accurate and Diverse Dataset for 3D Head Alignment from a Single Image

Paper Conference Project WebPage

Please refer to original readme of the repo to setup the DAD-3DHeads. I have modified this read for my work

Introduction

I intended to use DADNet for dense 2D landmark detection. It performs well on DAD-3DHeads dataset but performance deteriorates when face is only a part of the image. Check Demo section. I used mediapipe facial detector and then passed the detected face to DADNet. The predicted 2D landmarks are then projected back on the original image. See demo section for details

Installation

  • Step1: Set up DADNet using the intructions here
  • Step2: pip install mediapipe (pip install mediapipe-silicon for mac silicon)

Demo

Check this notebook

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modifiedl repo for DAD-3DHeads: A Large-scale Dense, Accurate and Diverse Dataset for 3D Head Alignment from a Single Image (CVPR 2022).

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  • Jupyter Notebook 72.9%
  • Python 27.1%