TurboT2VA: Fast Large-Scale Text-to-Video-Audio Generation via Score-Regularized Consistency Distillation
Joint text-to-video-audio generation produces synchronized visual and acoustic content, but the long sampling trajectories and heterogeneous multimodal computation of large models make inference prohibitively expensive. We present TurboT2VA, a distillation and inference framework for accelerating a 19B-parameter joint video-audio model. Large-scale T2VA distillation is challenged by modality-imbalanced optimization, the difficulty of continuous-time consistency training at scale, and the quality--diversity trade-off. TurboT2VA addresses these issues with per-modality normalization and a progre
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- FuzzySimilar title/name (fuzzy) · 59%openai/whisper-large-v3-turbo →
“Fuzzy title match (0.73): “TurboT2VA: Fast Large-Scale Text-to-Video-Audio Generation v” ≈ “openai/whisper-large-v3-turbo””
- FuzzySimilar title/name (fuzzy) · 59%Tongyi-MAI/Z-Image-Turbo →
“Fuzzy title match (0.73): “TurboT2VA: Fast Large-Scale Text-to-Video-Audio Generation v” ≈ “Tongyi-MAI/Z-Image-Turbo””
- FuzzyOverlapping authors or contributors · 62%affaan-m/ECC →
“Shared author/contributor keys: jiang”
- FuzzyOverlapping authors or contributors · 62%deepspeedai/DeepSpeed →
“Shared author/contributor keys: lai”
- FuzzyOverlapping authors or contributors · 62%modular/modular →
“Shared author/contributor keys: liu”
- FuzzyOverlapping authors or contributors · 62%BerriAI/litellm →
“Shared author/contributor keys: jiang”
- FuzzySimilar title/name (fuzzy) · 59%drumih/turbo-fieldfare →
“Fuzzy title match (0.73): “TurboT2VA: Fast Large-Scale Text-to-Video-Audio Generation v” ≈ “drumih/turbo-fieldfare””
- LinkedLinked via arxiv author · 85%Xiaoda Yang →
“TurboT2VA: Fast Large-Scale Text-to-Video-Audio Generation via Score-Regularized Consistency Distillation”