Instructions to use LiconStudio/LTX-2.5-Multiple-Subject-Reference with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use LiconStudio/LTX-2.5-Multiple-Subject-Reference with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("LiconStudio/LTX-2.5-Multiple-Subject-Reference", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
| license: apache-2.0 | |
| library_name: diffusers | |
| tags: | |
| - video-generation | |
| - multi-reference | |
| - LTX-2.5 | |
| base_model: | |
| - Lightricks/LTX-2.5 | |
| github: https://github.com/liconstudio/ComfyUI-LTX2.5-MSR | |
| # Licon MSR V1 for LTX-2.5 | |
| ## Overview | |
| **Licon MSR V1** is a multi-reference LoRA trained for **LTX-2.5**. | |
| It uses the **Multiple Subject Reference (MSR)** approach to encode multiple reference images as visual tokens in the same latent space as the target video. Each reference is assigned a learned slot embedding and a distinct negative temporal position, allowing target video tokens to retrieve character, clothing, object, and scene information through the model's native self-attention layers. | |
| ## Key Features | |
| - Supports up to five reference images | |
| - Preserves multiple characters, clothing, objects, and backgrounds | |
| - Learned slot embeddings distinguish different references | |
| - Native self-attention retrieval of reference details | |
| - Supports multi-subject and subject-object composition | |
| - Designed specifically for the LTX-2.5 architecture | |
| ## Usage | |
| ComfyUI inference requires **[ComfyUI-LTX2.5-MSR](https://github.com/liconstudio/ComfyUI-LTX2.5-MSR)**. A sample workflow is included in the plugin repository. | |
| ## Usage Tips | |
| - Describe each reference image clearly in the prompt. | |
| - Use consistent labels such as `Image 1`, `Image 2`, and `Image 3`. | |
| - Clearly specify subject actions and spatial relationships. | |
| - Specify which reference provides the character, object, clothing, or background. | |
| ## Examples | |
| <table> | |
| <tr> | |
| <th align="center">Example 03</th> | |
| <th align="center">Example 06</th> | |
| <th align="center">Example 07</th> | |
| </tr> | |
| <tr> | |
| <td align="center"> | |
| <b>Reference Images</b><br><br> | |
| <img src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/03/01.png" width="100%"><br> | |
| <img src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/03/02.png" width="100%"><br> | |
| <img src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/03/03.png" width="100%"><br><br> | |
| <video src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/03/MiniMax_H3.mp4" controls width="100%"></video> | |
| <br><b>MiniMax H3</b><br><br> | |
| <video src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/03/MSR.mp4" controls width="100%"></video> | |
| <br><b>Licon MSR V1</b> | |
| </td> | |
| <td align="center"> | |
| <b>Reference Images</b><br><br> | |
| <img src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/06/01.png" width="100%"><br> | |
| <img src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/06/02.png" width="100%"><br> | |
| <img src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/06/03.png" width="100%"><br><br> | |
| <video src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/06/MiniMax_H3_no-cut.mp4" controls width="100%"></video> | |
| <br><b>MiniMax H3</b><br><br> | |
| <video src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/06/MSR-no-cut.mp4" controls width="100%"></video> | |
| <br><b>Licon MSR V1</b> | |
| </td> | |
| <td align="center"> | |
| <b>Reference Images</b><br><br> | |
| <img src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/07/01.png" width="100%"><br> | |
| <img src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/07/02.png" width="100%"><br> | |
| <img src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/07/03.png" width="100%"><br><br> | |
| <video src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/07/MiniMax_H3.mp4" controls width="100%"></video> | |
| <br><b>MiniMax H3</b><br><br> | |
| <video src="https://huggingface.co/LiconStudio/LTX-2.5-Multiple-Subject-Reference/resolve/main/validition_V1/07/MSR.mp4" controls width="100%"></video> | |
| <br><b>Licon MSR V1</b> | |
| </td> | |
| </tr> | |
| </table> |