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LTX Photo Refocus — v1.0

The LTX image-to-video model can unblur a photo! This workflow has two versions - one that uses a VLM and LLM combination to craft a tailored prompt, and a simplified version that uses less VRAM.

TaskImage to imageFamilyLTX-VideoEstimated VRAMNot yet characterizedBgrade

Runtime profile

Access
External workflow
Status
Listed
Source
Civitai
Updated
Sep 1, 2026

Source excerpt

The LTX image-to-video model can unblur a photo! This workflow has two versions - one that uses a VLM and LLM combination to craft a tailored prompt, and a simplified version that uses less VRAM.

What you need

Model files
5.3 GiB known subtotal

Remaining hardware or download-size estimates are not available yet.

Requirements

Models

6
  • CLIPLoader

    Possible

    Text encoder · Unknown

  • google_t5-v1_1-xxl_encoderonly-fp16.safetensors

    Not resolved

    Text encoder · Unknown

  • Lexi (8B) - Llama3 - Q4_K_M.gguf

    Not resolved

    Checkpoint · Unknown

  • Vision model · Hugging Face · lmms-lab/llava-onevision-qwen2-7b-ov

  • Checkpoint · 5.32 GB · SAFETENSORS · fp16 · full · Unknown

  • VAEDecode

    Possible

    VAE · Unknown

Node packs

23
  • BasicScheduler

    Possible

    Node pack · Unknown

  • CLIPTextEncode

    Possible

    Node pack · Unknown

  • DownloadAndLoadLLaVAOneVisionModel

    Found

    Node pack · Unknown

  • Fast Groups Muter (rgthree)

    Not resolved

    Node pack · Unknown

  • ImageResizeKJ

    Possible

    Node pack · Unknown

  • JjkConcat

    Found

    Node pack · Unknown

  • JjkText

    Found

    Node pack · Unknown

  • KSamplerSelect

    Possible

    Node pack · Unknown

  • LLaVA_OneVision_Run

    Found

    Node pack · Unknown

  • Node pack · Unknown

  • Node pack · Unknown

  • LoadImage

    Possible

    Node pack · Unknown

  • LTXVApplySTG

    Found

    Node pack · Unknown

  • LTXVLoader

    Not resolved

    Node pack · Unknown

  • LTXVModelConfigurator

    Not resolved

    Node pack · Unknown

  • LTXVShiftSigmas

    Not resolved

    Node pack · Unknown

  • PreviewImage

    Possible

    Node pack · Unknown

  • RandomNoise

    Not resolved

    Node pack · Unknown

  • SamplerCustomAdvanced

    Not resolved

    Node pack · Unknown

  • ShowText|pysssss

    Found

    Node pack · Unknown

  • STGGuider

    Not resolved

    Node pack · Unknown

  • String

    Possible

    Node pack · Unknown

  • VHS_VideoCombine

    Possible

    Node pack · Unknown

AI-generated commentary

AI-generated explanation based on source and configuration details. Suggestions are clearly labeled.

Purpose

  • LTX Photo Refocus is for using a photo to create an image-to-video result described as able to unblur it. It offers a VLM-and-LLM version for tailored prompt crafting and a simplified version described as using less VRAM.

Flow

  • The graph includes LoadImage and PreviewImage nodes, plus VHS_VideoCombine.

Inputs and outputs

  • The stated input is a photo, and the described result is image-to-video.

Setup

  • Find the workflow on Civitai: https://civitai.com/models/1057138.

Dependencies

  • Named model files and repository: google_t5-v1_1-xxl_encoderonly-fp16.safetensors, Lexi (8B) - Llama3 - Q4_K_M.gguf, lmms-lab/llava-onevision-qwen2-7b-ov, and ltx-video-2b-v0.9.1.safetensors.

  • Named workflow components: BasicScheduler, CLIPLoader, CLIPTextEncode, DownloadAndLoadLLaVAOneVisionModel, Fast Groups Muter (rgthree), ImageResizeKJ, JjkConcat, JjkText, KSamplerSelect, LLaVA_OneVision_Run, LLMLoader, and LLMSampler.

  • Other named workflow components: LoadImage, LTXVApplySTG, LTXVLoader, LTXVModelConfigurator, LTXVShiftSigmas, PreviewImage, RandomNoise, SamplerCustomAdvanced, ShowText|pysssss, STGGuider, String, VAEDecode, and VHS_VideoCombine.

Configuration

  • Choose the VLM-and-LLM version for tailored prompt crafting; choose the simplified version if lower VRAM use matters.

    Suggestion · not verified

Cautions

  • The listing does not specify a usage license, so check Civitai for applicable terms before use.

    Suggestion

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Sources

1 source
CivitaiSource
civitai.com/models/1057138

Verified Jul 20

Source excerpts

1 excerpt

Source context: 505 downloads · Type Workflows · Base model LTXV