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Tokgan vs Linum

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

Tokgan compared with Linum
Detail TokganLinum logo Linum
What it doesHuman-editable AI rotoscoping for visual effects production Generative video models for animation
StageNot given Not given
FoundedNot given Not given
Based inAU US
Pricing modelPaid Not given
PricingToken-based SaaS model with pre-purchased credits consumed per job, scaled to computation complexity. On-premise deployment available for confidentiality-bound studios. Not given
Key features
  • Converts segmentation data to editable B-spline curves
  • Compatible with Nuke, Silhouette, After Effects and Fusion
  • On-premise deployment for confidential workflows
  • Hosted trials available
  • Machine learning-based pose estimation
  • 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
What makes it different
  • Outputs editable splines instead of static pixel masks
  • Keyframes placed at motion apexes like professional roto artists work
  • Built by the team behind the first commercial AI rotoscoping plugin
  • 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
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)Not checked yet no change since last check44 +1 (up) since last check
Trust Flow (Majestic)05
Citation Flow (Majestic)1332
Referring domains (Majestic)2397

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