LTX-2.3 Greenscreen Avatar β€” IC-LoRA

Vertical talking-head avatars on a flat green chroma-key background β€” ready to composite.

Base model Adapter Task Orientation License


An In-Context LoRA (IC-LoRA) for Lightricks/LTX-2.3, trained on top of the ltx-2.3-22b-dev.safetensors checkpoint. It specializes the base model in generating vertical talking-head avatars on a flat green chroma-key background, ready for compositing in downstream video pipelines.

Property Value
Base model Lightricks/LTX-2.3 (ltx-2.3-22b-dev.safetensors)
Adapter type IC-LoRA (in-context LoRA)
Orientation Vertical (portrait)
Task Video-to-video / text-to-video
Weights lora_weights_step_05000.safetensors

Samples

sample 0 sample 1 sample 2
Prompt used for all samples

"A person talking directly to the camera against a flat green chroma-key background. Natural lip sync, occasional blinks, subtle head movements. Soft natural lighting, photorealistic, sharp focus, stable framing."


High-quality example β€” input generation β†’ green-screen output (side-by-side comparison):


Model Details

  • Developed by: Lightricks (fine-tune)
  • Base model: Lightricks/LTX-2.3 β€” ltx-2.3-22b-dev.safetensors
  • Adapter type: In-Context LoRA (IC-LoRA)
  • Trainer: LTX-2

Training

Hyperparameter Value
Training type IC-LoRA fine-tuning
Training steps 5,000
Learning rate 2e-4
Batch size 1

Intended Use

This IC-LoRA is built for producing vertical talking-head avatars on a clean green chroma-key background, so the subject can be keyed out and composited onto any background. Use cases include:

  • Avatar & presenter clips β€” short, front-facing talking-head shots with natural lip sync, blinks, and subtle head movement.
  • Greenscreen compositing β€” the flat chroma-key background makes keying and background replacement straightforward in any editor.
  • Vertical / portrait content β€” sized for mobile-first formats such as Reels, Shorts, and TikTok.

Usage

This adapter is designed for the LTX-2.3 (Lightricks audio-video) pipeline and can be used with the standard LTX-2.3 tooling (ComfyUI or diffusers).

πŸ”Œ Using Trained LoRAs in ComfyUI

In order to use this LoRA in ComfyUI, follow these steps:

  1. Copy lora_weights_step_05000.safetensors to the models/loras folder in your ComfyUI installation.
  2. In your ComfyUI workflow:
    • Add the "Load LoRA" node and select lora_weights_step_05000.safetensors
    • Connect it to the "Load Checkpoint" node (ltx-2.3-22b-dev.safetensors) to apply the LoRA to the base model

You can find reference Text-to-Video (T2V) and Image-to-Video (I2V) workflows in the official LTX-2 repository.


License

This adapter is released under the MIT license and is intended to be used together with the base model, Lightricks/LTX-2.3. Please review and comply with the base model's own license before use.


Acknowledgments

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