CaPa: Carve-n-Paint Synthesis for Efficient 4K Textured Mesh Generation
Project Overview
This project introduces CaPa (Carve-n-Paint Synthesis), a groundbreaking method designed for the rapid generation of high-fidelity 4K textured 3D meshes. Addressing the challenges of time-consuming and resource-intensive traditional 3D asset creation pipelines, CaPa delivers production-ready assets in under 30 seconds. This efficiency and quality make CaPa ideally suited for demanding commercial applications across game development, movie production, and VR/AR experiences.
CaPa achieves this remarkable performance through a novel two-stage approach: Carving (shape synthesis) and Painting (texture synthesis). The Carving stage focuses on efficiently constructing the 3D mesh geometry, while the Painting stage synthesizes and applies a detailed 4K texture to the carved mesh. This synergistic process allows for the creation of visually stunning and highly detailed 3D assets with unprecedented speed and efficiency.
Key Contributions:
- CaPa: a novel two-stage framework for efficient 4K textured mesh generation.
- Mesh-Optimized 3D Generation Pipeline: Separating geometry and texture generation, enabling effective meshing and enhancing the practicality of 3D asset generation
- Spatially Decoupled Cross Attention: A model-agnostic, training-free solution to generate 4K textures without additional training, super-resolution, and janus problem.
- 3D-aware Fast Occlusion Inpainting: A robust inpainting solution for handling occluded regions in 3D textures, reducing visible seams, and preserving texture fidelity.
Project Details
- Category: Research, 3D Generation, Texture Synthesis, Deep Learning
- Technology: 3D Asset Generation, Neural Rendering, Texture Synthesis
- Project URL: Project Page
- Paper URL: Paper
- Related Project: Texture Copilot
- Skills Demonstrated: 3D Computer Vision, 3D Generation, Generative Models, Latent Diffusion
Results Showcase
Interactive 4K Textured Mesh Examples
For a closer look at the exceptional quality of CaPa's output, please visit the project page. There, you can explore interactive 4K textured meshes in detail, experiencing the high fidelity and visual richness firsthand.
Diverse 4K Textured Meshes Generated by CaPa
The following showcases the diversity and high quality of 4K textured meshes generated by CaPa across various object categories. The results demonstrate CaPa's capability to produce detailed and visually appealing 3D assets efficiently.
