工作流 /
视频 /
LTX 2.3 IC-LoRA Union Control
LTX 2.3 IC-LoRA Union Control
LTX 2.3 IC-LoRA Union Control
使用对齐的控制输入（如深度、姿态或边缘），通过 IC-LoRA 生成 LTX 2.3 视频。
视频
9 个节点 2 个输入 81 次使用 ComfyUI ≥ 0.22.0 ComfyUI 132 KB
需要的权重
这个工作流引用了 5 个权重文件，其中 3 个能在本站模型库里找到。
gemma-3-12b-it-abliterated_lora_rank64_bf16.safetensors
在模型库查看
gemma_3_12B_it_fp4_mixed.safetensors
在模型库查看
ltx-2.3-22b-distilled-fp8.safetensors
模型库暂未收录
ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors
模型库暂未收录
moge_2_vitl_normal_fp16.safetensors
在模型库查看
节点构成
MarkdownNote
× 2
SaveVideo
× 1
f9f61b10-b689-4d67-b4fa-0acc1d9b5390
× 1
LoadVideo
× 1
LoadImage
× 1
Video Slice
× 1
ed545fa5-009c-4ccc-b318-4c00dd239751
× 1
PreviewImage
× 1
官方标注的模型
LTX-2.3
工作流 JSON
和上面「下载工作流 JSON」是同一份文件。
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90 "- Huggingface: [Lightricks/LTX-2.3](https://huggingface.co/Lightricks/LTX-2.3/)\n- Github: [LTX-2](https://github.com/Lightricks/LTX-2)\n- IC-LoRA model page: [Lightricks/LTX-2.3-22b-IC-LoRA-Union-Control](https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Union-Control)\n\n## LTX-2.3 Prompting Tips\n\n1. **Core Actions**: Describe events and actions as they occur over time \n2. **Visual Details**: Describe all visual details you want to appear in the video \n3. **Audio**: Describe sounds and dialogue needed for the scene\n\n## Report LTX-2.3 Issues\nTo report any issues when running this workflow, [go to GitHub](https://github.com/Lightricks/ComfyUI-LTXVideo/issues)\n\nGuide: [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- [Hugging Face:Comfy-Org/MoGe](https://huggingface.co/Comfy-Org/MoGe)\n- [ModelScope:Comfy-Org/MoGe](https://modelscope.cn/models/Comfy-Org/MoGe)\n\n**checkpoints**\n\n- [ltx-2.3-22b-distilled-fp8.safetensors](https://huggingface.co/Lightricks/LTX-2.3-fp8/resolve/main/ltx-2.3-22b-distilled-fp8.safetensors) (27.5 GB)\n\n**text_encoders**\n\n- [gemma_3_12B_it_fp4_mixed.safetensors](https://huggingface.co/Comfy-Org/ltx-2/resolve/main/split_files/text_encoders/gemma_3_12B_it_fp4_mixed.safetensors) (8.8 GB)\n\n**loras**\n\n- [ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors](https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Union-Control/resolve/main/ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors) (624.1 MB)\n- [gemma-3-12b-it-abliterated_lora_rank64_bf16.safetensors](https://huggingface.co/Comfy-Org/ltx-2/resolve/main/split_files/loras/gemma-3-12b-it-abliterated_lora_rank64_bf16.safetensors) (599.1 MB)\n\n**geometry_estimation**\n\n- [moge_2_vitl_normal_fp16.safetensors](https://huggingface.co/Comfy-Org/MoGe/resolve/main/geometry_estimation/moge_2_vitl_normal_fp16.safetensors) (631.2 MB)\n\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ ├── 📂 checkpoints/\n│ │ └── ltx-2.3-22b-distilled-fp8.safetensors\n│ ├── 📂 text_encoders/\n│ │ └── gemma_3_12B_it_fp4_mixed.safetensors\n│ ├── 📂 loras/\n│ │ ├── ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors\n│ │ └── gemma-3-12b-it-abliterated_lora_rank64_bf16.safetensors\n│ └── 📂 geometry_estimation/\n│ └── moge_2_vitl_normal_fp16.safetensors\n```"
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93 "text": "- Huggingface: [Lightricks/LTX-2.3](https://huggingface.co/Lightricks/LTX-2.3/)\n- Github: [LTX-2](https://github.com/Lightricks/LTX-2)\n- IC-LoRA model page: [Lightricks/LTX-2.3-22b-IC-LoRA-Union-Control](https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Union-Control)\n\n## LTX-2.3 Prompting Tips\n\n1. **Core Actions**: Describe events and actions as they occur over time \n2. **Visual Details**: Describe all visual details you want to appear in the video \n3. **Audio**: Describe sounds and dialogue needed for the scene\n\n## Report LTX-2.3 Issues\nTo report any issues when running this workflow, [go to GitHub](https://github.com/Lightricks/ComfyUI-LTXVideo/issues)\n\nGuide: [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- [Hugging Face:Comfy-Org/MoGe](https://huggingface.co/Comfy-Org/MoGe)\n- [ModelScope:Comfy-Org/MoGe](https://modelscope.cn/models/Comfy-Org/MoGe)\n\n**checkpoints**\n\n- [ltx-2.3-22b-distilled-fp8.safetensors](https://huggingface.co/Lightricks/LTX-2.3-fp8/resolve/main/ltx-2.3-22b-distilled-fp8.safetensors) (27.5 GB)\n\n**text_encoders**\n\n- [gemma_3_12B_it_fp4_mixed.safetensors](https://huggingface.co/Comfy-Org/ltx-2/resolve/main/split_files/text_encoders/gemma_3_12B_it_fp4_mixed.safetensors) (8.8 GB)\n\n**loras**\n\n- [ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors](https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Union-Control/resolve/main/ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors) (624.1 MB)\n- [gemma-3-12b-it-abliterated_lora_rank64_bf16.safetensors](https://huggingface.co/Comfy-Org/ltx-2/resolve/main/split_files/loras/gemma-3-12b-it-abliterated_lora_rank64_bf16.safetensors) (599.1 MB)\n\n**geometry_estimation**\n\n- [moge_2_vitl_normal_fp16.safetensors](https://huggingface.co/Comfy-Org/MoGe/resolve/main/geometry_estimation/moge_2_vitl_normal_fp16.safetensors) (631.2 MB)\n\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ ├── 📂 checkpoints/\n│ │ └── ltx-2.3-22b-distilled-fp8.safetensors\n│ ├── 📂 text_encoders/\n│ │ └── gemma_3_12B_it_fp4_mixed.safetensors\n│ ├── 📂 loras/\n│ │ ├── ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors\n│ │ └── gemma-3-12b-it-abliterated_lora_rank64_bf16.safetensors\n│ └── 📂 geometry_estimation/\n│ └── moge_2_vitl_normal_fp16.safetensors\n```"
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534 "## IC-LoRA\n\n### What This Model Is\n`ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors` is an In-Context LoRA trained on top of LTX-2.3. It adds aligned reference control on top of the base video model and is designed for control-style guidance such as Canny, Depth, and Pose. This model expects a reference downscale factor of `0.5`.\n\n### What It Can Do\n- Guide generation with aligned control frames while still following the text prompt.\n- Preserve the structure and motion hinted by the control sequence.\n- Work well for reference-driven video generation where timing matters.\n\n### Inputs Used In This Workflow\n- `first_frame`: sets the starting appearance and composition.\n- `control_images`: the aligned control sequence used by IC-LoRA guidance.\n- `prompt`: describes the subject, motion, and scene.\n- `prompt_enhance`: rewrites or expands the prompt text before sampling.\n- `ckpt_name`: selects the base LTX-2.3 checkpoint.\n- `ic_lora`: selects the IC-LoRA weights.\n- `lora_strength`: controls how strongly the IC-LoRA guide is followed.\n- `fps`: controls output playback rate.\n\n### Workflow Usage Notes\n- In this workflow, `control_images` comes from the video preprocessing branch and is used as the IC-LoRA guide.\n- This depth-guided setup is only one example. Users can swap in other preprocessors and other control types as long as they produce frame-aligned `control_images`.\n- Different preprocessors emphasize different guidance signals, for example depth for structure, pose for body motion, or edge-based controls for contours.\n- Keep `control_images` temporally aligned with the motion you want to generate.\n- `lora_strength` higher: stronger guide following. Lower: more freedom from the guide.\n- `prompt_enhance` changes the prompt text only. It does not change guide timing or frame count.\n- All model download links are listed in the `Model Links` note.\n\n### Length Control\n- The generated video length is controlled by the video node branch, especially the `LoadVideo` / `Video Slice` path that provides the control sequence.\n- To change the generated duration, change the source control video or the slice length in that video branch.\n- Changing `ic_lora`, `lora_strength`, or `prompt_enhance` will not change the number of guided frames.\n"
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537 "text": "## IC-LoRA\n\n### What This Model Is\n`ltx-2.3-22b-ic-lora-union-control-ref0.5.safetensors` is an In-Context LoRA trained on top of LTX-2.3. It adds aligned reference control on top of the base video model and is designed for control-style guidance such as Canny, Depth, and Pose. This model expects a reference downscale factor of `0.5`.\n\n### What It Can Do\n- Guide generation with aligned control frames while still following the text prompt.\n- Preserve the structure and motion hinted by the control sequence.\n- Work well for reference-driven video generation where timing matters.\n\n### Inputs Used In This Workflow\n- `first_frame`: sets the starting appearance and composition.\n- `control_images`: the aligned control sequence used by IC-LoRA guidance.\n- `prompt`: describes the subject, motion, and scene.\n- `prompt_enhance`: rewrites or expands the prompt text before sampling.\n- `ckpt_name`: selects the base LTX-2.3 checkpoint.\n- `ic_lora`: selects the IC-LoRA weights.\n- `lora_strength`: controls how strongly the IC-LoRA guide is followed.\n- `fps`: controls output playback rate.\n\n### Workflow Usage Notes\n- In this workflow, `control_images` comes from the video preprocessing branch and is used as the IC-LoRA guide.\n- This depth-guided setup is only one example. Users can swap in other preprocessors and other control types as long as they produce frame-aligned `control_images`.\n- Different preprocessors emphasize different guidance signals, for example depth for structure, pose for body motion, or edge-based controls for contours.\n- Keep `control_images` temporally aligned with the motion you want to generate.\n- `lora_strength` higher: stronger guide following. Lower: more freedom from the guide.\n- `prompt_enhance` changes the prompt text only. It does not change guide timing or frame count.\n- All model download links are listed in the `Model Links` note.\n\n### Length Control\n- The generated video length is controlled by the video node branch, especially the `LoadVideo` / `Video Slice` path that provides the control sequence.\n- To change the generated duration, change the source control video or the slice length in that video branch.\n- Changing `ic_lora`, `lora_strength`, or `prompt_enhance` will not change the number of guided frames.\n"
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