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Pose offset = `76 × (index − 1)` |\n| `width` / `height` | e.g. 896×512 |\n| `frame_count` | Default **81** (4n+1) |\n| `previous_frame_count` | Overlap **5** |\n| `pose_strength` / `pose_start` / `pose_end` | Pose conditioning |\n| `turbo_mode` | Lightx2v fast preset |\n| `distill_lora` / `dpo_lora` | Speed / quality LoRA strength |\n| `sam3_video_object` | SAM3 text for driving video — see **SAM3** below |\n| `sam3_image_object` | SAM3 text for reference image |\n\n### Extend only\n\n| Input | Notes |\n|---|---|\n| `previous_frames` | IMAGE from previous segment; only last `previous_frame_count` frames used |\n\n---\n\n## Two Modes (`replace_mode`)\n\n| Value | Mode | Summary |\n|---|---|---|\n| `true` | **Replacement** | Swap tracked person in driving video with reference character. Driving mask bg: **white**. **This workflow default.** |\n| `false` | **Animation** | Reference character performs driving motion. Driving mask bg: **black**. |\n\nSet on **both** subgraphs. Animation still needs masks; rewrite `prompt` accordingly.\n\n---\n\n## SAM3 (two inputs)\n\nNot the SCAIL-2 `prompt` — only for mask track/segment:\n\n| Pin | Target | Output mask |\n|---|---|---|\n| `sam3_video_object` | Driving video | `pose_video_mask` |\n| `sam3_image_object` | Reference image | `reference_image_mask` |\n\nOpen-vocabulary text (default `human`). Use the same word when subject matches; use different words if video/ref need different focus (e.g. crowded scene → be more specific).\n\nColored masks bind body regions between ref and driving. Main `prompt` controls final appearance.\n\n---\n\n\n## How This Workflow Works\n\n1. Load `pose_video` + `reference_image`.\n2. **Base** subgraph — segment 1 (`segment_index = 1`, no `previous_frames`).\n3. **Extend** subgraph — segment 2+ (`previous_frames` from prior output, increment `segment_index`).\n4. Preview / save; stitch segments if needed.\n\n\n---\n\n## Long Videos\n\n`ceil(total_frames / 76)` segments — see **Estimate Segment Count** group.\n\n| Segments | Action |\n|---|---|\n| 1 | Base only |\n| 2+ | Base + Extend(s); duplicate Extend, chain `previous_frames`, increase `segment_index` |\n\n**No auto loop:** `WanSCAILToVideo` cannot queue all segments automatically — run each segment manually.\n\n---\n\nRequires ComfyUI [PR#14373](https://github.com/Comfy-Org/ComfyUI/pull/14373)\n" ], "color": "#222", "bgcolor": "#000" }, { "id": 213, "type": "d1ab1953-6167-4827-b44e-b4108cea5702", "pos": [ 1440, 4340 ], "size": [ 489.984375, 1119.984375 ], "flags": {}, "order": 5, "mode": 0, "inputs": [ { "label": "pose_video", "name": "video", "type": "VIDEO", "link": 494 }, { "label": "reference_image", "name": "images", "type": "IMAGE", "link": 495 }, { "label": "prompt", "name": "text", "type": "STRING", "widget": { "name": "text" }, "link": null }, { "label": "segment_index", "name": "value", "type": "INT", "widget": { "name": "value" }, "link": null }, { "label": "replace_mode", "name": "value_2", "type": "BOOLEAN", "widget": { "name": "value_2" }, "link": null }, { "label": "width", "name": "value_3", "type": "INT", "widget": { "name": "value_3" }, "link": null }, { "label": "height", "name": "value_4", "type": "INT", "widget": { "name": "value_4" }, "link": null }, { "label": "frame_count", "name": "length", "type": "INT", "widget": { "name": "length" }, "link": null }, { "label": "turbo_mode", "name": "value_5", "type": "BOOLEAN", "widget": { "name": "value_5" }, "link": null }, { "label": "distill_lora", "name": "lora_name", "type": "COMBO", "widget": { "name": "lora_name" }, "link": null }, { "label": "dpo_lora", "name": "lora_name_1", "type": "COMBO", "widget": { "name": "lora_name_1" }, "link": null }, { "label": "clip_vision", "name": "clip_name_1", "type": "COMBO", "widget": { "name": "clip_name_1" }, "link": null }, { "label": "sam3_video_object", 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{ "label": "frame_count", "name": "length", "type": "INT", "widget": { "name": "length" }, "link": null }, { "label": "turbo_mode", "name": "value_5", "type": "BOOLEAN", "widget": { "name": "value_5" }, "link": null }, { "label": "distill_lora", "name": "lora_name", "type": "COMBO", "widget": { "name": "lora_name" }, "link": null }, { "label": "dpo_lora", "name": "lora_name_1", "type": "COMBO", "widget": { "name": "lora_name_1" }, "link": null }, { "label": "clip_vision", "name": "clip_name_1", "type": "COMBO", "widget": { "name": "clip_name_1" }, "link": null }, { "label": "sam3_video_object", "name": "text_1", "type": "STRING", "widget": { "name": "text_1" }, "link": null }, { "label": "sam3_image_object", "name": "text_2", "type": "STRING", "widget": { "name": "text_2" }, "link": null }, { "label": "sam3_model", "name": "ckpt_name", "type": "COMBO", "widget": { "name": "ckpt_name" }, "link": null } ], "outputs": [ { "name": "output", "type": "IMAGE", "links": [ 529 ] } ], "properties": { "proxyWidgets": [ [ "258", "text" ], [ "240", "value" ], [ "247", "value" ], [ "236", "value" ], [ "237", "value" ], [ "235", "length" ], [ "259", "previous_frame_count" ], [ "259", "pose_strength" ], [ "259", "pose_start" ], [ "259", "pose_end" ], [ "255", "value" ], [ "223", "unet_name" ], [ "216", "lora_name" ], [ "319", "lora_name" ], [ "221", "clip_name" ], [ "217", "vae_name" ], [ "222", "clip_name" ], [ "242", "text" ], [ "261", "text" ], [ "243", "ckpt_name" ], [ "227", "noise_seed" ], [ "248", "$$canvas-image-preview" ], [ "249", "$$canvas-image-preview" ] ], "cnr_id": "comfy-core", "ver": "0.24.0" }, "widgets_values": [] }, { "id": 320, "type": "MarkdownNote", "pos": [ -1020, 4340 ], "size": [ 549.984375, 1279.96875 ], "flags": {}, "order": 3, "mode": 0, "inputs": [], "outputs": [], "title": "Model Links", "properties": {}, "widgets_values": [ "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n[PR#14373](https://github.com/Comfy-Org/ComfyUI/pull/14373)\n## Model Links (for Local Users)\n\n\n**loras**\n\n- [lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Lightx2v/lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors)\n- [wan2.1_SCAIL_2_DPO_lora_bf16.safetensors](https://huggingface.co/Comfy-Org/SCAIL-2/resolve/main/loras/wan2.1_SCAIL_2_DPO_lora_bf16.safetensors)\n\n**vae**\n\n- [Wan2_1_VAE_bf16.safetensors](https://huggingface.co/Kijai/WanVideo_comfy/resolve/main/Wan2_1_VAE_bf16.safetensors)\n\n**text_encoders**\n\n- [umt5_xxl_fp8_e4m3fn_scaled.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors)\n\n**clip_vision**\n\n- [clip_vision_h.safetensors](https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/resolve/main/split_files/clip_vision/clip_vision_h.safetensors)\n\n**diffusion_models**\n\n- [wan2.1_14B_SCAIL_2_fp16.safetensors](https://huggingface.co/Comfy-Org/SCAIL-2/resolve/main/diffusion_models/wan2.1_14B_SCAIL_2_fp16.safetensors)\n\n**checkpoints**\n\n- [sam3.1_multiplex_fp16.safetensors](https://huggingface.co/Comfy-Org/sam3.1/resolve/main/checkpoints/sam3.1_multiplex_fp16.safetensors)\n\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ ├── 📂 loras/\n│ │ ├── lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors\n│ │ └── wan2.1_SCAIL_2_DPO_lora_bf16.safetensors\n│ ├── 📂 vae/\n│ │ └── Wan2_1_VAE_bf16.safetensors\n│ ├── 📂 text_encoders/\n│ │ └── umt5_xxl_fp8_e4m3fn_scaled.safetensors\n│ ├── 📂 clip_vision/\n│ │ └── clip_vision_h.safetensors\n│ ├── 📂 diffusion_models/\n│ │ └── wan2.1_14B_SCAIL_2_fp16.safetensors\n│ └── 📂 checkpoints/\n│ └── sam3.1_multiplex_fp16.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 updates follow stable releases, so some nightly-supported models may not be available yet.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/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" ], "color": "#222", "bgcolor": "#000" } ], "links": [ [ 471, 201, 0, 202, 0, "VIDEO" ], [ 494, 155, 0, 213, 0, "VIDEO" ], [ 495, 30, 0, 213, 1, "IMAGE" ], [ 498, 213, 0, 201, 0, "IMAGE" ], [ 516, 155, 0, 215, 0, "VIDEO" ], [ 517, 215, 1, 201, 1, "AUDIO" ], [ 518, 215, 2, 201, 2, "FLOAT" ], [ 519, 155, 0, 262, 0, "VIDEO" ], [ 520, 30, 0, 262, 1, "IMAGE" ], [ 521, 213, 0, 262, 2, "IMAGE" ], [ 523, 215, 0, 263, 0, "IMAGE" ], [ 524, 263, 2, 264, 0, "INT" ], [ 525, 264, 1, 265, 0, "INT" ], [ 528, 213, 0, 269, 0, "IMAGE" ], [ 529, 262, 0, 269, 1, "IMAGE" ], [ 530, 269, 0, 270, 0, 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