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"VAE", "link": 4643 }, { "name": "latent", "type": "LATENT", "link": 4595 }, { "name": "image", "type": "IMAGE", "link": 4644 } ], "outputs": [ { "name": "positive", "type": "CONDITIONING", "links": [ 4695 ] }, { "name": "negative", "type": "CONDITIONING", "links": [ 4696 ] }, { "name": "latent", "type": "LATENT", "links": [ 4699 ] } ], "properties": { "Node name for S&R": "LTXAddVideoICLoRAGuide" }, "widgets_values": [ 0, 1, 1, "disabled", false, 256, 64 ], "color": "#223", "bgcolor": "#335" }, { "id": 2985, "type": "GetNode", "pos": [ 180, 1650 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 18, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 4723, 4738 ] } ], "title": "Get_video_in", "properties": { "Node name for S&R": "GetNode", "aux_id": "kijai/ComfyUI-KJNodes" }, "widgets_values": [ "video_in" ], "color": "#2a363b", "bgcolor": "#3f5159" }, { "id": 2969, "type": "GetNode", "pos": [ 950, 1200 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 19, "mode": 0, "inputs": [], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "links": [ 4700 ] } ], "title": "Get_positive", "properties": { "Node name for S&R": "GetNode", "aux_id": "kijai/ComfyUI-KJNodes" }, "widgets_values": [ "positive" ], "color": "#332922", "bgcolor": "#593930" }, { "id": 2882, "type": "LTXICLoRALoaderModelOnly", "pos": [ 70, 1080 ], "size": [ 300, 110 ], "flags": {}, "order": 53, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 4579 } ], "outputs": [ { "name": "model", "type": "MODEL", "links": [ 4678 ] }, { "name": "latent_downscale_factor", "type": "FLOAT", "links": null } ], "properties": { "Node name for S&R": "LTXICLoRALoaderModelOnly" }, "widgets_values": [ "LTX-2\\IC-Lora\\ltx-2.3-22b-ic-lora-outpaint.safetensors", 1 ], "color": "#332922", "bgcolor": "#593930" }, { "id": 2881, "type": "LoraLoaderModelOnly", "pos": [ 70, 940 ], "size": [ 300, 90 ], "flags": {}, "order": 42, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 4578 } ], "outputs": [ { "name": "MODEL", "type": "MODEL", "links": [ 4579 ] } ], "properties": { "Node name for S&R": "LoraLoaderModelOnly" }, "widgets_values": [ "LTX-2\\ltx-2.3-22b-distilled-lora-384-1.1.safetensors", 0.5 ], "color": "#332922", "bgcolor": "#593930" }, { "id": 2976, "type": "GetNode", "pos": [ 90, 2000 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 20, "mode": 0, "inputs": [], "outputs": [ { "name": "BOOLEAN", "type": "BOOLEAN", "links": [ 4708 ] } ], "title": "Get_gamma_correct", "properties": { "Node name for S&R": "GetNode", "aux_id": "kijai/ComfyUI-KJNodes" }, "widgets_values": [ "gamma_correct" ] }, { "id": 3000, "type": "Color Correct (mtb)", "pos": [ 50, 1700 ], "size": [ 210, 250 ], "flags": {}, "order": 39, "mode": 0, "inputs": [ { "name": "image", "type": "IMAGE", "link": 4738 }, { "name": "mask", "shape": 7, "type": "MASK", "link": null } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 4739 ] } ], "properties": { "Node name for S&R": "Color Correct (mtb)" }, "widgets_values": [ true, 2, 1, 0, 0, 0, 1, 1 ], "color": "#323", "bgcolor": "#535" }, { "id": 3002, "type": "Color Correct (mtb)", "pos": [ 1350, 1800 ], "size": [ 210, 250 ], "flags": {}, "order": 51, "mode": 0, "inputs": [ { "name": "image", "type": "IMAGE", "link": 4743 }, { "name": "mask", "shape": 7, "type": "MASK", "link": null } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 4742 ] } ], "properties": { "Node name for S&R": "Color Correct (mtb)" }, "widgets_values": [ true, 0.5, 1, 0, 0, 0, 1, 1 ], "color": "#323", "bgcolor": "#535" }, { "id": 2973, "type": "PrimitiveBoolean", "pos": [ -1190, 1380 ], "size": [ 210, 60 ], "flags": {}, "order": 21, "mode": 0, "inputs": [], "outputs": [ { "name": "BOOLEAN", "type": "BOOLEAN", "links": [ 4707 ] } ], "title": "Gamma Correction", "properties": { "Node name for S&R": "PrimitiveBoolean" }, "widgets_values": [ false ], "color": "#232", "bgcolor": "#353" }, { "id": 2879, "type": "LTXAVTextEncoderLoader", "pos": [ 70, 610 ], "size": [ 300, 110 ], "flags": {}, "order": 22, "mode": 0, "inputs": [], "outputs": [ { "name": "CLIP", "type": "CLIP", "links": [ 4693 ] } ], "properties": { "Node name for S&R": "LTXAVTextEncoderLoader" }, "widgets_values": [ "gemma_3_12B_it.safetensors", "LTX-2\\ltx-2.3-22b-dev.safetensors", "default" ], "color": "#332922", "bgcolor": "#593930" }, { "id": 2868, "type": "CheckpointLoaderSimple", "pos": [ 70, 770 ], "size": [ 300, 100 ], "flags": {}, "order": 23, "mode": 0, "inputs": [], "outputs": [ { "name": "MODEL", "type": "MODEL", "links": [ 4578 ] }, { "name": "CLIP", "type": "CLIP", "links": [] }, { "name": "VAE", "type": "VAE", "links": [ 4623 ] } ], "properties": { "Node name for S&R": "CheckpointLoaderSimple" }, "widgets_values": [ "LTX-2\\ltx-2.3-22b-dev.safetensors" ], "color": "#332922", "bgcolor": "#593930" }, { "id": 2883, "type": "LTXVAudioVAELoader", "pos": [ 70, 1240 ], "size": [ 300, 60 ], "flags": {}, "order": 24, "mode": 0, "inputs": [], "outputs": [ { "name": "Audio VAE", "type": "VAE", "links": [ 4625 ] } ], "properties": { "Node name for S&R": "LTXVAudioVAELoader" }, "widgets_values": [ "LTX-2\\ltx-2.3-22b-dev.safetensors" ], "color": "#332922", "bgcolor": "#593930" }, { "id": 3004, "type": "VAELoader", "pos": [ 70, 1360 ], "size": [ 300, 60 ], "flags": {}, "order": 25, "mode": 0, "inputs": [], "outputs": [ { "name": "VAE", "type": "VAE", "links": [ 4746 ] } ], "properties": { "Node name for S&R": "VAELoader" }, "widgets_values": [ "taeltx2_3.safetensors" ], "color": "#332922", "bgcolor": "#593930" }, { "id": 3005, "type": "SetNode", "pos": [ 390, 1380 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 45, "mode": 0, "inputs": [ { "name": "VAE", "type": "VAE", "link": 4746 } ], "outputs": [ { "name": "VAE", "type": "VAE", "links": null } ], "title": "Set_vae_preview", "properties": { "Node name for S&R": "SetNode", "aux_id": "kijai/ComfyUI-KJNodes", "previousName": "vae_preview" }, "widgets_values": [ "vae_preview" ], "color": "#322", "bgcolor": "#533" }, { "id": 3006, "type": "GetNode", "pos": [ 630, 1120 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 26, "mode": 0, "inputs": [], "outputs": [ { "name": "VAE", "type": "VAE", "links": [ 4747 ] } ], "title": "Get_vae_preview", "properties": { "Node name for S&R": "GetNode", "aux_id": "kijai/ComfyUI-KJNodes" }, "widgets_values": [ "vae_preview" ], "color": "#322", "bgcolor": "#533" }, { "id": 2933, "type": "GetNode", "pos": [ 660, 1070 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 27, "mode": 0, "inputs": [], "outputs": [ { "name": "MODEL", "type": "MODEL", "links": [ 4744 ] } ], "title": "Get_model", "properties": { "Node name for S&R": "GetNode", "aux_id": "kijai/ComfyUI-KJNodes" }, "widgets_values": [ "model" ], "color": "#223", "bgcolor": "#335" }, { "id": 3003, "type": "LTX2SamplingPreviewOverride", "pos": [ 820, 1050 ], "size": [ 260, 100 ], "flags": {}, "order": 46, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 4744 }, { "name": "latent_upscale_model", "shape": 7, "type": "LATENT_UPSCALE_MODEL", "link": null }, { "name": "vae", "shape": 7, "type": "VAE", "link": 4747 } ], "outputs": [ { "name": "MODEL", "type": "MODEL", "links": [ 4745 ] } ], "properties": { "Node name for S&R": "LTX2SamplingPreviewOverride" }, "widgets_values": [ 8 ], "color": "#223", "bgcolor": "#335" }, { "id": 2988, "type": "MarkdownNote", "pos": [ -1900, 550 ], "size": [ 580, 690 ], "flags": { "collapsed": false }, "order": 28, "mode": 0, "inputs": [], "outputs": [], "title": "Workflow Requirements", "properties": {}, "widgets_values": [ "# LTX-2.3 IC-Lora Outpaint Model\n\n- [IC-Lora Outpaint Model Card](https://huggingface.co/oumoumad/LTX-2.3-22b-IC-LoRA-Outpaint)\n- [Download Link](https://huggingface.co/oumoumad/LTX-2.3-22b-IC-LoRA-Outpaint/resolve/main/ltx-2.3-22b-ic-lora-outpaint.safetensors)\n\n\n\n### Model Storage Location\n\n```\nšŸ“‚ ComfyUI/\nā”œā”€ā”€ šŸ“‚ models/\nā”‚ ā””ā”€ā”€ šŸ“‚ loras/\nā”‚ ā”‚ ā””ā”€ā”€ ltx-2.3-22b-ic-lora-outpaint.safetensors\n```\n\n***\n## ComfyUI-LTXVideo\n- [Repository](https://github.com/Lightricks/ComfyUI-LTXVideo)\n> - Search *LTXVideo* in ComfyUI Manager.\n> - Provides the **šŸ…›šŸ…£šŸ…§ Add Video IC-LoRA Guide** node required to use the outpainting lora.\n\n## comfy-mtb\n- [Repository](https://github.com/melMass/comfy_mtb)\n> - Search *mtb* in ComfyUI Manager.\n> - Provides the **Color Correct (mtb)** node. \n> - Only required if you need the gamma correction feature of this workflow.\n> - Gamma correction can be used to temporarily brighten the input video to help the Lora correctly identify which areas to paint. [Note about this from the Lora developer](https://huggingface.co/oumoumad/LTX-2.3-22b-IC-LoRA-Outpaint#%E2%9A%A0%EF%B8%8F-dark-scenes-use-a-gamma-correction-trick).\n\n## KJNodes\n- [Repository](https://github.com/kijai/ComfyUI-KJNodes)\n> - Search *kjnodes* in ComfyUI Manager.\n> - Provides get/set nodes and **LTX2 Sampling Preview Override** for sampler previews.\n\n## Wan VACE Prep\n- [Repository](https://github.com/stuttlepress/ComfyUI-Wan-VACE-Prep)\n> - v1.0.19 or higher required\n> - Search *Wan VACE Prep* in ComfyUI Manager\n> - Provides the **šŸŖ Video Outpaint** node.\n\n" ], "color": "#432", "bgcolor": "#653" }, { "id": 2898, "type": "VAEDecode", "pos": [ 1070, 1810 ], "size": [ 190, 50 ], "flags": {}, "order": 38, "mode": 0, "inputs": [ { "name": "samples", "type": "LATENT", "link": 4720 }, { "name": "vae", "type": "VAE", "link": 4650 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 4713, 4743 ] } ], "properties": { "Node name for S&R": "VAEDecode" }, "widgets_values": [], "color": "#223", "bgcolor": "#335" }, { "id": 2945, "type": "GetNode", "pos": [ -1250, 1670 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 29, "mode": 0, "inputs": [], "outputs": [ { "name": "AUDIO", "type": "AUDIO", "links": [ 4726 ] } ], "title": "Get_audio", "properties": { "Node name for S&R": "GetNode", "aux_id": "kijai/ComfyUI-KJNodes" }, "widgets_values": [ "audio" ] }, { "id": 2990, "type": "MarkdownNote", "pos": [ -1900, 1290 ], "size": [ 580, 730 ], "flags": {}, "order": 30, "mode": 0, "inputs": [], "outputs": [], "title": "README", "properties": {}, "widgets_values": [ "[Github](https://github.com/stuttlepress) | [CivitAI](https://civitai.com/user/__Bob__) \n***\n*You're free to do whatever you want with this workflow, but it makes me feel good when you give me credit. Redistributing it without attribution is kind of lame.*\n\n***\n\n# How to Use This Workflow\n\n## 1. Install the requirements listed above\n\n## 2. Select models\n* Point the brown Load nodes at the checkpoint and loras on your system. This workflow expects to run with full LTX-2.3 dev models and distilled lora.\n\n## 3. Load your video\n\n## 4. Run *just the VACE Outpaint Prep node* to populate it with your video. \nDo one of the following:\n * Click the node, then click the blue **Run** button in the icon bar that appears above it (not the Run button at the top of the ComfyUI window).\n * If you have [rgthree](https://github.com/rgthree/rgthree-comfy) installed, right click the node and select *Queue Selected Output Nodes (rgthree)*. \n\nAfter your video has loaded, you can scrub through it with the **frame** slider. This has no effect on output.\n## 5. Select output \n * Adjust the selection box to frame your desired output. Red areas will be generated by the VACE model. \n * Confirm **output resolution** matches your target.\n * Confirm *LTX (Black)* is selected for **Pad Color**.\n## 7. Prompt\nEnter a prompt describing the scene, especially what's in the outpainted area.\n\n## 8. Run the workflow\nThe outpainted video will be placed in your ComfyUI *output* directory, named something like `outpainted_0001.mp4`.\n" ], "color": "#232", "bgcolor": "#353" }, { "id": 2721, "type": "CLIPTextEncode", "pos": [ 730, 640 ], "size": [ 210, 90 ], "flags": { "collapsed": true }, "order": 36, "mode": 0, "inputs": [ { "name": "clip", "type": "CLIP", "link": 4694 }, { "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": 4752 } ], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "links": [ 4440, 4666 ] } ], "title": "CLIP Text Encode", "properties": { "Node name for S&R": "CLIPTextEncode", "cnr_id": "comfy-core", "ver": "0.3.56", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 }, "widgets_values": [ "" ], "color": "#232", "bgcolor": "#353" }, { "id": 2971, "type": "GetNode", "pos": [ 1190, 1520 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 31, "mode": 0, "inputs": [], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 4753 ] } ], "title": "Get_latent_video_in", "properties": { "Node name for S&R": "GetNode", "aux_id": "kijai/ComfyUI-KJNodes" }, "widgets_values": [ "latent_video_in" ], "color": "#323", "bgcolor": "#535" }, { "id": 2890, "type": "SamplerCustomAdvanced", "pos": [ 1430, 1170 ], "size": [ 220, 240 ], "flags": {}, "order": 63, "mode": 0, "inputs": [ { "name": "noise", "type": "NOISE", "link": 4605 }, { "name": "guider", "type": "GUIDER", "link": 4606 }, { "name": "sampler", "type": "SAMPLER", "link": 4609 }, { "name": "sigmas", "type": "SIGMAS", "link": 4610 }, { "name": "latent_image", "type": "LATENT", "link": 4753 } ], "outputs": [ { "name": "output", "type": "LATENT", "links": null }, { "name": "denoised_output", "type": "LATENT", "links": [ 4754 ] } ], "properties": { "Node name for S&R": "SamplerCustomAdvanced" }, "widgets_values": [], "color": "#223", "bgcolor": "#335" }, { "id": 2891, "type": "RandomNoise", "pos": [ 1140, 1020 ], "size": [ 210, 90 ], "flags": {}, "order": 32, "mode": 0, "inputs": [], "outputs": [ { "name": "NOISE", "type": "NOISE", "links": [ 4605 ] } ], "properties": { "Node name for S&R": "RandomNoise" }, "widgets_values": [ 43, "fixed" ], "color": "#223", "bgcolor": "#335" }, { "id": 2901, "type": "SetNode", "pos": [ 400, 840 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 43, "mode": 0, "inputs": [ { "name": "VAE", "type": "VAE", "link": 4623 } ], "outputs": [ { "name": "VAE", "type": "VAE", "links": null } ], "title": "Set_vae_video", "properties": { "Node name for S&R": "SetNode", "aux_id": "kijai/ComfyUI-KJNodes", "previousName": "vae_video" }, "widgets_values": [ "vae_video" ], "color": "#322", "bgcolor": "#533" }, { "id": 2937, "type": "PrimitiveStringMultiline", "pos": [ -700, 1360 ], "size": [ 320, 110 ], "flags": {}, "order": 33, "mode": 0, "inputs": [], "outputs": [ { "name": "STRING", "type": "STRING", "links": [ 4662 ] } ], "title": "Positive Prompt", "properties": { "Node name for S&R": "PrimitiveStringMultiline" }, "widgets_values": [ "" ], "color": "#232", "bgcolor": "#353" }, { "id": 2948, "type": "SaveVideo", "pos": [ -800, 1620 ], "size": [ 710, 520 ], "flags": {}, "order": 55, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 4671 } ], "outputs": [], "properties": { "Node name for S&R": "SaveVideo" }, "widgets_values": [ "outpainted", "auto", "auto" ], "color": "#432", "bgcolor": "#653" }, { "id": 2889, "type": "VACEOutpaint", "pos": [ -710, 650 ], "size": [ 520, 630 ], "flags": {}, "order": 56, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 4681 } ], "outputs": [ { "name": "control_video", "type": "IMAGE", "links": [ 4722 ] }, { "name": "control_mask", "type": "MASK", "links": null }, { "name": "width", "type": "INT", "links": [ 4633 ] }, { "name": "height", "type": "INT", "links": [ 4634 ] }, { "name": "length", "type": "INT", "links": [ 4635 ] } ], "properties": { "Node name for S&R": "VACEOutpaint" }, "widgets_values": [ "", "0,0,1280,720,1280,720,1", "ltx", "128,128,128" ], "color": "#232", "bgcolor": "#353" }, { "id": 3015, "type": "LoadVideo", "pos": [ -1230, 860 ], "size": [ 450, 380 ], "flags": {}, "order": 34, "mode": 0, "inputs": [], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "links": [ 4758 ] } ], "properties": { "Node name for S&R": "LoadVideo" }, "widgets_values": [ null, "image" ], "color": "#232", "bgcolor": "#353" }, { "id": 2989, "type": "MarkdownNote", "pos": [ -2250, 550 ], "size": [ 310, 280 ], "flags": {}, "order": 35, "mode": 0, "inputs": [], "outputs": [], "title": "Changelog", "properties": {}, "widgets_values": [ "[Github](https://github.com/stuttlepress) | [CivitAI](https://civitai.com/user/__Bob__) \n\n- **v1.0.1** Fixed bug that prevented original clip audio from passing through.\n- **v1.0.0** Initial release. 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