Notes1: Inputing front-face images or face orientation close to the driven signal gets better results.

Notes2: Due to computational constraints with Hugging Face's ZeroGPU infrastructure, 3D avatar generation requires ~1 minute per instance.

Notes3: Using LAM-20K model (lower quality than premium LAM-80K) to mitigate processing latency.