ents: structure generation and appearance
generation. Specifically, our method first employs an efficient 3D structure
generator to produce a human motion sequence from a text prompt. The remaining
video appearance is then synthesized under the guidance of the generated
structural sequence. To improve fine-grained control over sparse human
structures, we introduce Human-Aware Dynamic Control modules and integrate
dense tracking constraints during training. Furthermore, recognizing the
limitations of existin