SeedVR2 Video Upscaler

SeedVR2 Video Upscaler restores and enlarges an existing video while maintaining continuity across its frames. It is designed for footage whose content and timing are already established but whose delivered resolution needs improvement. The output remains a video asset, making the route a post-processing step rather than a new scene generator.

The workflow can target a named resolution or apply a scale factor, then encode the result in one of several delivery formats. Quality and write-mode controls provide a practical balance between visual fidelity, processing profile, and file size. This makes the route adaptable to review copies, web delivery, and higher-resolution masters without changing the underlying sequence.

Highlights

• Temporal consistency during upscaling. The exact video route explicitly emphasizes coherent restoration across frames. This addresses the stability requirement that distinguishes video enhancement from independent still-image processing.
• One-step video restoration. SeedVR2 is described as a one-step large diffusion-transformer model for video restoration. It restores the sequence without relying on an additional diffusion prior.
• Flexible-resolution restoration design. The SeedVR2 project states that the model can restore videos at any resolution. The route turns that capability into target-resolution and scale-factor workflows.
• High-resolution adaptive attention. The published architecture uses adaptive window attention for high-resolution restoration. This supports the model's focus on processing visually demanding video frames within a unified restoration system.

Pricing

When to Use

Prompt Guide

This is an input-guided video restoration route and does not use a descriptive text prompt. Supply an accessible video, choose either a target-resolution workflow or a scale-factor workflow, then set the output encoding options.

Video: <publicly accessible video URL>
Upscale mode: <target or factor>
Target resolution or factor: <matching value>
Output format: <X264 mp4, VP9 webm, PRORES4444 mov, or GIF>
Quality/write mode: <desired processing profile>

Example request:

{
  "video": "https://example.com/input-video.mp4",
  "upscale_mode": "target",
  "target_resolution": "1080p",
  "output_format": "X264 (.mp4)",
  "output_quality": "high",
  "output_write_mode": "balanced"
}

Technical Specs

Related

• SeedVR2 Image Upscaler — use the sibling route for a single still image.