---
tags:
- ltx-video
- image-to-video
- text-to-video
pinned: true
language:
- en
license: other
pipeline_tag: text-to-video
library_name: diffusers
datasets:
- Lightricks/Canny-Control-Dataset
base_model:
- Lightricks/LTX-Video-0.9.7-dev
---

# LTX Video ICLoRA Canny 13B 0.9.7

This is a canny control model on top of [`LTXV_13B_097_DEV`](https://huggingface.co/Lightricks/LTX-Video/blob/main/ltxv-13b-0.9.7-dev.safetensors) trained on custom data.

## What is In-Context LoRA (IC LoRA)?

IC LoRA is a method that enables adding video context into the video generation process. This approach allows for video-to-video control on top of the text-to-video model, providing more precise control over the generated content by conditioning the model on reference video frames during inference.

comfy compatible model: [ltxv-097-ic-lora-canny-control-comfyui.safetensors](https://huggingface.co/Lightricks/LTX-Video-ICLoRA-canny-13b-0.9.7/blob/main/ltxv-097-ic-lora-canny-control-comfyui.safetensors)


diffusers compatible model:[ltxv-097-ic-lora-canny-control-diffusers.safetensors](https://huggingface.co/Lightricks/LTX-Video-ICLoRA-canny-13b-0.9.7/blob/main/ltxv-097-ic-lora-canny-control-diffusers.safetensors)

## License

For licensing information, please refer to the [LTXV Open Weights License](LTX-Video-Open-Weights-License-0.X.txt).
## Model Details

- **Base Model:** [`LTXV_13B_097_DEV`](https://huggingface.co/Lightricks/LTX-Video/blob/main/ltxv-13b-0.9.7-dev.safetensors)
- **Training Type:** IC LoRA training
- **Learning Rate:** 0.0002

## Sample Outputs


| |
|:---:|
| ![example1](./samples/sample_0.gif) |

## Usage

This model is designed to be used with the LTXV (Lightricks Text-to-Video) pipeline.

### 🔌 Using Trained LoRAs in ComfyUI
In order to use the trained lora in comfy:
1. Copy the comfyui trained LoRA weights to the `models/loras` folder in your ComfyUI installation.
2. Use ic_lora/ic-lora.json from [official LTXV ComfyUI repository](https://github.com/Lightricks/ComfyUI-LTXVideo)




## Dataset
https://huggingface.co/datasets/Lightricks/Canny-Control-Dataset/

## Acknowledgments

- Base model by [Lightricks](https://huggingface.co/Lightricks)
- Training infrastructure: [LTX-Video-Trainer](https://github.com/Lightricks/ltx-video-trainer)