Linum vs Wallpapppers
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 Wallpapppers
| Detail | 
Linum | 
Wallpapppers |
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| What it does | Generative video models for animation
| Your next wallpaper, reimagined.
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| Stage | Not given
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| Founded | Not given
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| Based in | US
| MK
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| Pricing model | Not given
| Freemium
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| Pricing | Not given
| Free account: 1 download every 7 days. Pro: unlimited downloads.
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| 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
| - 30+ wallpaper categories from nature to cyberpunk
- AI-generated titles, descriptions and tags for each wallpaper
- Measured color palette data from each image
- Automatic duplicate detection and removal
- High-resolution downloads optimized for phone screens
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| 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
| - All wallpapers are original AI-generated designs, not photographs or copies from other sites
- Free browsing and previewing with optional Pro subscription for unlimited downloads
- Full-quality watermark-free downloads
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| Free plan | Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 44 ▲ +1 (up) since last check | 2 ● no change since last check |
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| Trust Flow (Majestic) | 5 | 0 |
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| Citation Flow (Majestic) | 32 | 14 |
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| Referring domains (Majestic) | 397 | 10 |
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4 details filled in for both companies.
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