Utility Video Upscale - After
Utility Video Upscale - Before

Utility Video Upscale is a compact ComfyUI pipeline for turning soft, low-res clips into sharper, higher-resolution videos using a Wan2.2 upscaler node (custom node ID 8c62a455-6744-43c8-9352-543905ed4db7). The flow is straightforward: LoadVideo ingests your source, GetVideoComponents extracts metadata such as FPS and frame count, and ResolutionSelector lets you pick a valid target size (width and height divisible by 64) with presets for common formats like Full HD (~2.1 MP) and 4K (~8.3 MP). The Wan2.2 node handles the heavy lifting, exposing practical controls for denoise strength and detail so you can balance clean-up versus texture preservation.

For clarity and iteration, the workflow includes a Before vs After Comparison group that uses ImageFromBatch to select a frame and ImageStitch to create a side-by-side composite, helping you dial in settings before a full run. Once satisfied, CreateVideo rebuilds the clip at the chosen resolution (typically using the source FPS passed from GetVideoComponents), and SaveVideo writes the result. Because Wan2.2 processes a limited number of frames per run (up to about 121 frames) and is VRAM-bound, the workflow is designed to be predictable and memory-conscious while giving you precise control over upscale size and perceived sharpness.

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