3D Gaussian Splatting vs NeRF: The End Game of 3D Reconstruction?

3D Gaussian Splatting vs NeRF: The End Game of 3D Reconstruction?

3D Gaussian Splatting vs NeRF: The End Game of 3D Reconstruction? – PyImageSearch

• Introduction to Techniques: The article compares 3D Gaussian Splatting and NeRFs (Neural Radiance Fields) for 3D reconstruction, highlighting their differences and applications.
• Process Explanation: It details the 3-step process of Gaussian Splatting: initialization from a point cloud, rasterization to 2D images, and optimization of 3D Gaussians.
• Applications: Examples include self-driving cars, where Gaussian Splatting is used for reconstructing moving objects.
• Comparison and Conclusion: The article concludes that while Gaussian Splatting shows promise with its explicit representation and accuracy, it is not yet real-time, and future advancements are anticipated.

Source: pyimagesearch.com/2024/12/09/3d-gaussian-splatting-vs-nerf-the-end-game-of-3d-reconstruction/