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 SeedVR2: Video Upscaling - After
 SeedVR2: Video Upscaling - Before

The SeedVR2: Video Upscaling workflow is designed to enhance the resolution of videos, making them suitable for high-definition displays. It utilizes the SeedVR2 model, which is specifically tailored for video upscaling tasks. The workflow begins by loading a video using the LoadVideo node, which is then processed to extract individual frames through the GetVideoComponents node. These frames are upscaled using the SeedVR2_VideoUpscaler custom node, which leverages advanced algorithms to increase the resolution while maintaining visual quality. The upscaled frames are then reassembled into a video using the CreateVideo node and saved with the SaveVideo node. This process is particularly useful for improving the quality of older or lower-resolution videos, making them appear sharper and more detailed.

Technically, the workflow operates by processing each frame of the video individually, allowing for precise control over the upscaling process. The ImageScale node is used to adjust the resolution settings, which are based on the height of the output video. This ensures that the aspect ratio is preserved, providing a seamless viewing experience. The SeedVR2 model is known for its ability to enhance details without introducing artifacts, making it an excellent choice for video upscaling tasks. By using this workflow, users can transform standard-definition videos into high-definition content, suitable for modern viewing platforms.