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LTX-Video

First DiT-based video model built for real-time generation — tiny 2B weights, text-to-video and image-to-video

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About

LTX-Video (LTXV) is Lightricks' open-weights video generation family, released November 2024. It is the first DiT (diffusion transformer)-based video model engineered for faster-than-real-time generation: the flagship 2B model generates ~5 seconds of 24fps video at 768×512 in about 2 seconds on an H100 (provider-claimed), via a 1:192 spatiotemporal latent compression with a tightly integrated Video-VAE and denoising transformer (paper: arXiv 2501.00103).

Capabilities include text-to-video and image-to-video, keyframe conditioning, video extension (forward/backward), video-to-video, and distilled variants (13B and 2B distilled checkpoints in the 0.9.x line). The ecosystem includes ComfyUI nodes, diffusers integration, and quantized (Q8) builds that run on as little as ~6GB VRAM.

Benchmarks: Lightricks positions LTX-Video on speed and efficiency rather than standardized quality leaderboards — I found no provider or independent VBench-style scores for the 0.9.x line. The relevant "benchmarks" are throughput claims:

  • ~5s of 24fps video in ~2s on an H100 (provider-reported, paper)
  • Real-time 30fps generation at 1216×704 (provider-reported)

Note: LTX-2 (announced Oct 2025) is now Lightricks' primary model with synchronized audio+video and 4K output; LTX-Video 0.9.x remains available but is the legacy line.

Specs

Context window

Text/image prompt → up to ~10s video (256-frame cap in early versions); 768×512 up to 1216×704, 24–30 fps (provider-claimed)

Pricing

Weights free (custom OpenRail-M community license — commercial use with conditions). Hosted: LTX Studio subscription (Lightricks' own web app); third-party inference via fal.ai from ~$0.02–$0.05/s for 0.9.x endpoints (third-party reported, unverified). Provider-claimed/unverified for hosted pricing.

Free quota

Full weights free to download and self-host; online demo via LTX Studio

API access

Self-host via Hugging Face weights (diffusers, ComfyUI nodes); hosted via LTX Studio and third-party inference (fal.ai endpoints for 0.9.7/0.9.8 distilled)

Weights

Open weights

Released

November 21, 2024

Benchmarks

No standardized (VBench-style) benchmark scores published by the provider or found independently. Performance claims are throughput-based: ~5s of 24fps video in ~2s on H100 (provider-reported, paper arXiv 2501.00103).

Provider-reported unless a source says otherwise. Benchmarks are marketing-adjacent by nature — treat them as directional.

Use cases

real-time video generationimage-to-videovideo extensionrapid prototypingconsumer-GPU video

Trust score — 7/10

/10 trustVerified

Scored 7/10 (verified tier, metrics-v1). Evidence: HF: Lightricks/LTX-Video; HF downloads 673,334 (peer-normalized); released 691 days ago. Manual review: RED FLAG: LTX-2 (Oct 2025) supersedes the 0.9.x line; no standardized benchmarks; hosted pricing unverified. License: custom OpenRail-M / LTX-Video Open Weights (not OSI; ~$10M revenue trigger per secondary reporting).

How the trust score is built

Full methodology →
Adoption · stars/downloads, log-scaled vs peers
8.9/10
Maintenance · recency, releases, issue load
5.0/10
Openness · license + docs
6.5/10
Manual review · sanity read + red-flag check
8.0/10
  • · HF: Lightricks/LTX-Video
  • · HF downloads 673,334 (peer-normalized)
  • · released 691 days ago
  • · manual review: RED FLAG: LTX-2 (Oct 2025) supersedes the 0.9.x line; no standardized benchmarks; hosted pricing unverified

Sources