The VRN (Volumetric Regression Network) repository implements the “Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression” method. Instead of explicitly fitting a 3D model via landmark estimation and deformation, VRN treats the reconstruction task as volumetric segmentation: it learns a CNN to regress a 3D volume aligned to the input image, and then extracts a mesh via isosurface from that volume. The network is unguided (no 2D landmarks as intermediate). The mesh surfaces can be textured (in MATLAB branch) and colored. Docker container provided for easy CPU deployment.

Features

  • Direct volumetric regression of 3D face (no landmarks)
  • Mesh extraction from isosurface of predicted volume
  • Optional texture / color mapping in MATLAB mode
  • Docker container provided for easy CPU deployment
  • GPU acceleration via CUDA / cuDNN
  • Compatibility with Python / MATLAB based rendering / visualization

Project Samples

Project Activity

See All Activity >

License

MIT License

Follow VRN

VRN Web Site

You Might Also Like
Gen AI apps are built with MongoDB Atlas Icon
Gen AI apps are built with MongoDB Atlas

The database for AI-powered applications.

MongoDB Atlas is the developer-friendly database used to build, scale, and run gen AI and LLM-powered apps—without needing a separate vector database. Atlas offers built-in vector search, global availability across 115+ regions, and flexible document modeling. Start building AI apps faster, all in one place.
Start Free
Rate This Project
Login To Rate This Project

User Reviews

Be the first to post a review of VRN!

Additional Project Details

Operating Systems

Linux

Programming Language

MATLAB

Related Categories

MATLAB Computer Vision Libraries

Registered

2025-09-29