https://huggingface.co/MachineDelusions/LTX-2_Image2Video_Adapter_LoRa
A high-rank LoRA adapter for LTX-Video 2 that substantially improves image-to-video generation quality. No complex workflows, no image preprocessing, no compression tricks — just a direct image embedding pipeline that works.

What This Is

Out of the box, getting LTX-2 to reliably infer motion from a single image requires heavy workflow engineering — ControlNet stacking, image preprocessing, latent manipulation, and careful node routing. The purpose of this LoRA is to eliminate that complexity entirely. It teaches the model to produce solid image-to-video results from a straightforward image embedding, no elaborate pipelines needed.

Trained on 30,000 generated videos spanning a wide range of subjects, styles, and motion types, the result is a highly generalized adapter that strengthens LTX-2’s image-to-video capabilities without any of the typical workflow overhead.