TexGen is an innovative multi-view sampling and resampling framework for synthesizing 3D textures from arbitrary textual descriptions. It leverages a pre-trained text-to-image diffusion model, implementing consistent view sampling and attention-guided multi-view sampling strategies, along with noise resampling techniques, to significantly enhance the texture quality of 3D objects, achieving high viewpoint consistency and rich appearance details.