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RunAsh real-time/live streaming vLLM is optimized for efficiently fine-tuning Stable Video Diffusion SVD-XT to generate 25-30 frame videos with low latency and strong temporal consistency for live workflows.
Snapshot of leading real-time video-generation model families and their common dataset directions.
Dataset trend: Large-scale internal multimodal video corpus
View arXiv paperDataset trend: Curated open text-video pairs with motion filtering
View arXiv paperDataset trend: Self-forcing synthetic + real clip curriculum
View arXiv paperDataset trend: Prompt-aligned short-form creative video sets
View arXiv paperDataset trend: Large-scale mixed licensed + synthetic video corpus
View arXiv paper