LTX-Video
First DiT-based video model built for real-time generation — tiny 2B weights, text-to-video and image-to-video
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
Pricing
Free quota
API access
Weights
Released
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
Trust score — 7/10
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