Git Product home page Git Product logo

mesh-simplification's Introduction

Mesh Simplification

An implementation of Surface Simplification using Quadric Error Metrics in Vulkan and C++.

Introduction

In computer graphics, working with highly complex models can degrade rendering performance. One technique to mitigate this situation is to simplify a model by reducing its constituent triangles. This project presents an efficient algorithm to achieve this based on a research paper by Garland-Heckbert titled Surface Simplification Using Quadric Error Metrics.

The central idea of the algorithm is to iteratively remove edges in the mesh through a process known as edge contraction which merges the vertices at an edge's endpoints into a new vertex that optimally preserves the original shape of the mesh. This vertex position can be solved for analytically by minimizing the squared distance between it and adjacent triangle faces affected by the edge contraction. With this error metric, edges can be efficiently processed using a priority queue to sort edges by lowest cost until the mesh is sufficiently simplified. To facilitate the implementation of this algorithm, a data structure known as a half-edge mesh is employed to efficiently traverse and modify edges in the mesh.

Results

The following GIF presents a real-time demonstration of successive applications of mesh simplification on a polygon mesh consisting of nearly 70,000 triangles. At each iteration, the number of triangles is reduced by 50% eventually reducing to a mesh consisting of only 1,086 triangles (a 98.5% reduction). Note that although fidelity is reduced at each step, the mesh retains an overall high-quality appearance that nicely approximates the original shape of the mesh.

An example of a mesh simplification algorithm applied iteratively to a complex triangle mesh

Requirements

This project requires CMake 3.27 and a compiler that supports the C++23 language standard. To assist with CMake configuration, building, and testing, CMake Presets are used with ninja as a build generator.

Vulkan

This project requires a graphics driver with Vulkan 1.3 support. While not required for release builds, this project requires the Vulkan SDK for debug builds which enable validation layers by default.

Package Management

This project uses vcpkg to manage external dependencies. To get started, run git submodule update --init to clone vcpkg as a git submodule. Upon completion, CMake will integrate with vcpkg to download, compile, and link external libraries specified in the vcpkg.json manifest when building the project.

Address Sanitizer

This project enables Address Sanitizer (ASan) for debug builds. On Linux, this should already be available when using a version of GCC or Clang with C++23 support. On Windows, ASan needs to be installed separately which is documented here.

Build

The simplest way to build the project is to use an IDE with CMake integration. Alternatively, the project can be built from the command line using CMake presets. To use the windows-release preset, run:

cmake --preset windows-release
cmake --build --preset windows-release

A list of available configuration and build presets can be displayed by running cmake --list-presets and cmake --build --list-presets respectively. At this time, only x64 builds are supported. Note that on Windows, cl and ninja are expected to be available in your environment path which are available by default when using the Developer Command Prompt for Visual Studio.

Test

This project uses Google Test for unit testing which can be run after building the project with CTest. To use the windows-release preset, run:

ctest --preset windows-release

To see what test presets are available, run ctest --list-presets. Alternatively, tests can be run from the separate tests executable which is built with the project.

Run

The program executable can be found in the out/build/<preset>/src directory. Once running, the mesh can be simplified by pressing the S key. The mesh can also be viewed from different angles by left clicking and dragging the cursor across the screen.

mesh-simplification's People

Contributors

matthew-rister avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.