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Unified AI Director for Audio-Video Generation

Published:Dec 29, 2025 05:56
1 min read
ArXiv

Analysis

This paper introduces UniMAGE, a novel framework that unifies script drafting and key-shot design for AI-driven video creation. It addresses the limitations of existing systems by integrating logical reasoning and imaginative thinking within a single model. The 'first interleaving, then disentangling' training paradigm and Mixture-of-Transformers architecture are key innovations. The paper's significance lies in its potential to empower non-experts to create long-context, multi-shot films and its demonstration of state-of-the-art performance.
Reference

UniMAGE achieves state-of-the-art performance among open-source models, generating logically coherent video scripts and visually consistent keyframe images.