Audio-Driven Multi-Person Conversational Video Generation: A Comprehensive Analysis of the MultiTalk Framework Introduction: Bridging the Gap Between Single and Multi-Person Animation In recent years, audio-driven human animation technologies have achieved remarkable progress. From early Wav2Lip implementations to modern diffusion-based approaches like SADTalker, these technologies can generate lip-synchronized talking head videos with high fidelity. However, existing methods face two critical limitations: Single-Person Constraint: Most solutions focus exclusively on single-character scenarios Instruction-Following Limitations: Difficulty in precisely executing complex textual commands (e.g., extensive body movements) The MultiTalk framework introduced in this paper breaks new ground by enabling multi-person conversational video generation through innovative …