Converting descriptions to verbs & nouns

flowchart TD
    A[Data Collection<br><sub>Gather video, audio, and captions</sub>]
    B[Preprocessing<br><sub>Clean, align, and normalize inputs</sub>]
    C[Feature Extraction<br><sub>Extract visual and audio features</sub>]
    D[Model Training<br><sub>Train lipsync neural network model</sub>]
    E[Evaluation<br><sub>Measure sync and realism quality</sub>]
    F{Performance Acceptable?<br><sub>Thresholds for sync accuracy met</sub>}
    G[Deployment<br><sub>Integrate into production pipeline</sub>]
    H[Retrain Model<br><sub>Adjust parameters and retry</sub>]

    A --> B --> C --> D --> E --> F
    F -- Yes --> G
    F -- No --> H --> D