Image model by ByteDance Seed
SeedVR2 Upscale
ByteDance's one-step image upscaling model. Upscale by 2x, 3x, or 4x while maintaining detail. Available on every Craze plan, including Free.
- Makes
- Image to image
- Starts at
- $0.017 per image
- Plans
- Every plan, including Free
SeedVR2 Upscale is ByteDance's one-step image upscaling model. It enlarges by 2x, 3x, or 4x while maintaining sharp detail and removing blur and noise. On Craze, it accepts still images only and is available on every Craze plan, including Free.
Why creators choose SeedVR2 Upscale
Massive upscaling without quality loss
SeedVR2 enlarges images by up to 4x without the soft blur or artifacts that simple scaling creates. The model uses adversarial training against real data to restore fine detail and sharpness at the larger size. A 1K image becomes a sharp, detailed 4K image.
Noise reduction and deblurring
Low-resolution, compressed, or noisy images come out sharper and cleaner. SeedVR2 Upscale denoises and deblurs as part of the upscaling process. A low-light photo becomes clearer. Compression artifacts disappear.
Choose your upscale factor based on needs
2x, 3x, and 4x options let you upscale conservatively or aggressively depending on your needs. 2x is good for modest enlargement. 3x is aggressive. 4x is massive enlargement for large displays. Choose based on your source quality and intended use.
How to use SeedVR2 Upscale in Craze
You upload an image and choose your upscale factor.
For images:
- Start a project and upload the image you want to upscale.
- Ask for SeedVR2 Upscale and choose your factor (2x, 3x, or 4x).
- Craze processes the image and delivers the enlarged result.
SeedVR2 Upscale pricing
SeedVR2 Upscale is charged per image, priced by the size of the upscaled result. Small sources at 2x start at $0.017 per image; a larger source or a higher factor produces a bigger image and costs more. The cost calculator on this page shows the price for your source size and factor.
every Craze plan, including Free give you monthly credits that cover SeedVR2 Upscale operations.
Who SeedVR2 Upscale is for
Social media and streaming
Enlarge images for larger displays or social media. 2x or 3x upscaling gives you the resolution without the blur of simple scaling.
Archive and low-resolution content
Restore old photos, low-resolution downloads, or compressed images. SeedVR2 Upscale sharpens and enlarges while removing artifacts. Archive images become presentable.
Product photography for large displays
Enlarge product images for billboards, large monitors, or print. 4x upscaling gives you the resolution needed for large-format display. A product shot becomes sharp enough for billboards.
Editorial and large displays
Upscale images for editorial use or large-screen display. Choose the factor based on the size of the original image and the intended output.
SeedVR2 Upscale workflow in post-production
SeedVR2 Upscale is often the final step before delivery. Generate or shoot images at lower resolution, then upscale with SeedVR2 when you're ready to deliver. Or upscale archived images to modern resolutions. On Craze, the source size and the 2x, 3x, or 4x factor together set the per-image price.
SeedVR2 Upscale vs Topaz Upscale
Both upscale images. Both are priced by the size of the upscaled image; Topaz Upscale costs more per image and adds Topaz Labs' detail enhancement. For background removal before upscaling, try BiRefNet.
SeedVR2 Upscale specs on Craze
| Task | Inputs | Resolution | Aspect ratios | Sound |
|---|---|---|---|---|
| Image upscaling | Image | Follows the source | Follows the input | None |
Frequently asked questions
SeedVR2 Upscale is ByteDance's one-step image upscaling model. It enlarges images by 2x, 3x, or 4x while maintaining detail and sharpness. On Craze, this route accepts images only.
SeedVR2 Upscale on Craze supports 2x, 3x, and 4x upscaling. Each factor is charged separately, with 4x upscaling priced higher than 2x or 3x due to the additional computation.
The price follows the size of the upscaled image, so it depends on both your source image and the factor. Small sources at 2x start at $0.017 per image. The cost calculator on this page shows the price for your source size and factor.
every Craze plan, including Free. Every paid plan includes monthly credits, and SeedVR2 Upscale operations draw from them.
No. Craze exposes SeedVR2 Upscale for images only.
Upscaling is priced by the size of the image it produces. 4x makes a much larger image than 2x, so it costs more, and a larger source costs more at any factor.
Yes. SeedVR2 Upscale removes blur and reduces noise as part of the upscaling process. Low-quality, compressed, or noisy images come out sharper and cleaner.
Use SeedVR2 Upscale when you need to enlarge images while preserving detail. It's ideal for social media content that needs larger formats, images for big screens, or any source image where enlargement usually causes quality loss.
