Low VRAM High Quality: First-Frame t2v Workflow with NVFP4 and Upscaling

Moarkush · reddit · 2026-08-07

A developer shared an efficient video generation workflow. By utilizing NVFP4 optimization, they achieved 1MP video generation in just 10 minutes.

The pipeline combines a first frame for reference, a pruned model, Starlight upscaling, Apollo 60p frame interpolation, and stabilization, demonstrating a practical path for high-quality image-to-video generation on limited hardware.

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