工作流 /
视频 /
LTX-2：音频转视频
LTX-2：音频转视频
LTX-2: Audio to Video
上传音频文件和起始图像帧。使用LTX-2模型生成与音频同步的视频。
视频
8 个节点 2 个输入 64 次使用 ComfyUI ≥ 0.8.0 ComfyUI 285 KB
需要的权重
这个工作流引用了 7 个权重文件，其中 4 个能在本站模型库里找到。
LTX2_audio_vae_bf16.safetensors
在模型库查看
LTX2_video_vae_bf16.safetensors
在模型库查看
gemma_3_12B_it_fp8_scaled.safetensors
在模型库查看
ltx-2-19b-distilled_transformer_only_bf16.safetensors
模型库暂未收录
ltx-2-19b-embeddings_connector_distill_bf16.safetensors
模型库暂未收录
ltx-av-step-1751000_vocoder_24K.safetensors
模型库暂未收录
model.safetensors
在模型库查看
节点构成
MarkdownNote
× 3
SaveVideo
× 2
LoadImage
× 1
LoadAudio
× 1
3458504c-2bd1-4267-8722-6f2478115b42
× 1
官方标注的模型
LTX-2
工作流 JSON
和上面「下载工作流 JSON」是同一份文件。
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130 "# LTX-2 Audio to Video Workflow Guide\n\n> ⚠️ **Experimental Workflow** — This is a highly experimental workflow. Results are not guaranteed and may vary significantly between runs.\n\n## Overview\n\nThis workflow uses **audio files to generate video from a single image**. Rather than text-to-video or image-to-video in the traditional sense, you're providing an audio track that drives the video generation process.\n\n## Resolution Requirements\n\n- **Maximum Resolution:** 1600×900 — exceeding this limit will produce black videos\n- **If your output is black:** Stop your run immediately and reduce the resolution\n- **Aspect Ratio:** Your target resolution determines the aspect ratio of the final video, so choose dimensions that match your intended output format\n\n## Audio Requirements\n\n- **Minimum Length:** Your input audio must be at least **48 seconds long**\n- **Trimming:** Use the **Audio Crop** node to select which portion of your audio to use\n- **Selection Format:** Crop times are displayed in `m:ss` format (e.g., `0:00` to `0:48`)\n- **Important:** Ensure your selection is at least 48 seconds long, or the workflow will not have enough audio to complete the full generation\n- **Vocal Processing:** The workflow automatically separates vocals from the audio/music, then recombines them for the final output—this allows the video generation to react correctly to vocals\n\n## What to Expect\n\n- **Output Duration:** Up to 48 seconds of footage generated through sequential extension runs\n- **Progressive Previews:** The workflow sends preview outputs along the way, allowing you to monitor quality and stop early if the generation starts to degrade\n- **Variable Results:** Due to the experimental nature, some runs will produce better results than others\n\n## Prompting Tips\n\nPrompting is extremely powerful in this workflow—and requires careful attention.\n\n### Stay on Subject\n\nIf you want the video to remain focused on your subject, **explicitly mention the subject in your prompt**. Without reinforcement, the model may drift away from the original image content.\n\n**Example:** \nIf your source image is a woman playing piano, include \"woman playing piano\" in your prompt throughout.\n\n### Avoid Scene Changes\n\nDescribing a different scene in your prompt will often cause the video to **immediately jump to that new scene**, which can break continuity. Be intentional—if you want smooth, coherent footage, keep your prompt consistent with the source image.\n\n## Workflow Tips\n\n1. **Start with a clear, well-composed source image** — The quality of your input image significantly affects output quality\n2. **Watch the previews** — If you notice the video falling apart (distortion, subject loss, incoherence), stop the workflow rather than waiting for the full 48 seconds\n3. **Iterate on prompts** — Small prompt changes can produce dramatically different results\n4. **Expect experimentation** — This workflow rewards trial and error; don't expect perfection on the first attempt\n\n## Summary\n\n| Aspect | Details |\n|--------|---------|\n| Modality | Audio → Video (from single image) |\n| Max Duration | 48 seconds |\n| Generation Method | Extension runs with previews |\n| Stability | Experimental |\n\n---\n\n*Remember: This is cutting-edge functionality. Embrace the experimentation and enjoy the creative possibilities!*"
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328 "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model Links\n\n- [Hugging Face:Comfy-Org/ltx-2](https://huggingface.co/Comfy-Org/ltx-2)\n- [ModelScope:Comfy-Org/ltx-2](https://modelscope.cn/models/Comfy-Org/ltx-2)\n\n**diffusion_models**\n\n- [ltx-2-19b-distilled_transformer_only_bf16.safetensors](https://huggingface.co/Kijai/LTXV2_comfy/resolve/main/diffusion_models/ltx-2-19b-distilled_transformer_only_bf16.safetensors) (35.17 GB)\n\n**vae**\n\n- [LTX2_audio_vae_bf16.safetensors](https://huggingface.co/Kijai/LTXV2_comfy/resolve/main/VAE/LTX2_audio_vae_bf16.safetensors) (207.7 MB)\n\n- [LTX2_video_vae_bf16.safetensors](https://huggingface.co/Kijai/LTXV2_comfy/resolve/main/VAE/LTX2_video_vae_bf16.safetensors) (2.28 GB)\n\n**text_encoders**\n\n- [gemma_3_12B_it_fp8_scaled.safetensors](https://huggingface.co/Comfy-Org/ltx-2/resolve/main/split_files/text_encoders/gemma_3_12B_it_fp8_scaled.safetensors) (12.3 GB)\n- [ltx-2-19b-embeddings_connector_distill_bf16.safetensors](https://huggingface.co/Kijai/LTXV2_comfy/resolve/main/text_encoders/ltx-2-19b-embeddings_connector_distill_bf16.safetensors) (2.67 GB)\n\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ ├── 📂 diffusion_models/\n│ │ └── ltx-2-19b-distilled_transformer_only_bf16.safetensors\n│ └── 📂 text_encoders/\n│ ├── gemma_3_12B_it_fp8_scaled.safetensors\n│ └── ltx-2-19b-embeddings_connector_distill_bf16.safetensors\n```\n\n## Report Issue\n\nNote: Please update ComfyUI first ([guide](https://docs.comfy.org/installation/update_comfyui)) and prepare required models. Desktop/Cloud will be updated after the stable release; nightly-supported models may not be included yet, please wait for the next stable release.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/Comfy-Org/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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