MVPaint
MVPaint is a synchronized multi-view diffusion framework designed for high-fidelity 3D texturing presented at CVPR 2025. It addresses common issues in 3D asset production such as local discontinuities, view inconsistencies, and heavy dependence on specific UV unwrapping outcomes. The system employs a three-stage generation-refinement pipeline. First, the Synchronized Multi-view Generation module creates coarse textures by simultaneously generating consistent images from multiple viewing angles. Second, the Spatial-aware 3D Inpainting module fills in unobserved areas to ensure complete coverage. Finally, the UV Refinement module enhances texture quality in UV space through super-resolution and a seam-smoothing algorithm that eliminates artifacts caused by UV unwrapping. MVPaint produces seamless, high-resolution textures with minimal Janus effects and superior cross-view consistency, supporting arbitrary UV mappings. It is suitable for automating texture creation in 3D modeling workflows, offering a versatile