We synthesize complete-overall body human visuals starting off from a presented human pose with two dedicated techniques. 1) With a few texts describing the designs of garments, the given human pose is initial translated to a human parsing map. 2) The ultimate human impression is then generated by delivering the program with more attributes in regards to the textures of garments. Specifically, to product the range of garments textures, we produce a hierarchical texture-mindful codebook that outlets multi-scale neural representations for every type of texture. The codebook with the coarse amount includes the structural representations of textures, although the codebook at the high-quality level focuses on the details of textures. To make use of the learned hierarchical codebook to synthesize wished-for photos, a diffusionbased transformer sampler with mixture of professionals is firstly employed to sample indices from the coarsest degree of the codebook, which then is accustomed to predict the indices in the codebook at finer amounts. The predicted indices at distinctive concentrations are translated to human images by the decoder uncovered accompanied with hierarchical codebooks. The usage of mixture-of-gurus permits the generated impression conditioned within the wonderful-grained text enter. The prediction for finer stage indices refines the standard of outfits textures. Comprehensive quantitative and qualitative evaluations show that our proposed Text2Human framework can make extra various and practical human visuals in comparison to point out-of-the-art techniques. Back links
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