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Linum vs MOSS-Image Generator

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 MOSS-Image Generator
DetailLinum logo LinumMOSS-Image Generator logo MOSS-Image Generator
What it doesGenerative video models for animation Open-source text-to-image model with Chinese and English text support
StageNot given Not given
FoundedNot given Not given
Based inUS US
Pricing modelNot given Freemium
PricingNot given Free: 3 starter images after verification. Credit Pack: $9.99 for 30 images (one-time). Monthly: $14.99/month for 80 images per month with rollover up to 160. Annual: $119/year for 800 images per year.
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
  • Text-to-image generation with bilingual support in Chinese and English
  • JSON layout mode to specify placement of text and objects
  • Multiple aspect ratios: square, portrait, and landscape
  • No watermark on downloaded images
  • Image editing early access program
  • Credits that do not expire for one-time packs
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
  • Open-source model available for local use with ComfyUI
  • Independent studio with flexible JSON layout and prompt modes
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 check6 no change since last check
Trust Flow (Majestic)53
Citation Flow (Majestic)3224
Referring domains (Majestic)39713

4 details filled in for both companies.

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