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Linum vs ImgUpscaler

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Linum compared with ImgUpscaler
DetailLinum logo LinumImgUpscaler logo ImgUpscaler
What it doesGenerative video models for animation AI image upscaler for enlarging photos and artwork online
StageNot given Not given
FoundedNot given Not given
Based inUS HK
Pricing modelNot given Freemium
PricingNot given Free: 50 credits per month. Premium: $9.90/month with 500 credits per month. Business: $19.90/month with unlimited credits. All plans allow commercial use. Paid plans include batch processing of up to 8 images and 4K enhancement.
Key features
  • Pyramid-JiT (P-JiT) architecture with 32×32 token reduction
  • 4× more aggressive token reduction than Linum v2
  • Converges in 11× fewer samples than Linum v2
  • 2B-parameter model with frozen Qwen text encoder
  • Pixel-space diffusion with multi-resolution readouts
  • PixelREPA alignment with DINOv3-L
  • Curriculum learning over noise schedule
  • Batch processing of up to 8 images on paid plans
  • Comparison slider to preview results before downloading
  • Support for JPG, PNG, WebP, and AVIF formats
  • 4K enhancement on paid plans
  • Automatic deletion of images within 24 hours
  • Commercial use allowed on all plans
  • Edit capability before downloading results
  • No ads on paid plans
  • Works with photos, artwork, and scanned pictures
What makes it different
  • Low-cost training: full 2B model trained for just $21K in compute
  • Controls baked into model training rather than post-hoc fine-tuning
  • Pixel-space compression without separate VAE bottleneck
  • Apache 2.0 open release with full model weights and code
  • AI generates realistic detail rather than just stretching pixels
  • Batch processing saves time for users with multiple images
  • Works for both personal and commercial projects
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)44 +1 (up) since last check58 no change since last check
Trust Flow (Majestic)513
Citation Flow (Majestic)3237
Referring domains (Majestic)3971443

4 details filled in for both companies.

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