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| "# SCAIL-2 Character Replacement\n\nThis workflow is using subgraph, please check [here](https://docs.comfy.org/interface/features/subgraph) for more details\n\n## About SCAIL-2\n\n[SCAIL-2](https://huggingface.co/zai-org/SCAIL-2) is an end-to-end character animation model that drives a reference character image with a driving video for character animation or in-video character replacement.\n\n\n---\n\n## Parameters\n\n### Shared (Base & Extend)\n\n| Input | Notes |\n|---|---|\n| `pose_video` | Driving video |\n| `reference_image` | Character to use |\n| `prompt` | Output video description \u2014 see **Prompt Writing** below |\n| `replace_mode` | `true` = Replacement (default), `false` = Animation |\n| `segment_index` | `1` first chunk; `2+` continue. Pose offset = `76 \u00d7 (index \u2212 1)` |\n| `width` / `height` | e.g. 896\u00d7512 |\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 \u2014 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` \u2014 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 \u2192 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 \u2014 segment 1 (`segment_index = 1`, no `previous_frames`).\n3. **Extend** subgraph \u2014 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 \u2014 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 \u2014 run each segment manually.\n\n---\n\nRequires ComfyUI [PR#14373](https://github.com/Comfy-Org/ComfyUI/pull/14373)\n\n---\n\n## Auto Resolution (this variant)\n\n`width` / `height` on **both** subgraphs are wired automatically: the driving video's dimensions are detected and snapped to the closest SCAIL-friendly size \u2014 aspect-matched at the default pixel budget (896\u00d7512 \u2248 459k px), multiples of 16, each side clamped to [512, 896].\n\n| Input video | Auto resolution |\n|---|---|\n| Landscape 16:9 (e.g. 1920\u00d71080) | 896\u00d7512 |\n| Portrait 9:16 (e.g. 720\u00d71280) | 512\u00d7896 |\n| Square | 672\u00d7672 |\n\nTo force a resolution, delete the links into the subgraphs' `width`/`height` inputs and set the widgets manually.\n" |
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| "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\ud83d\udcc2 ComfyUI/\n\u251c\u2500\u2500 \ud83d\udcc2 models/\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 loras/\n\u2502 \u2502 \u251c\u2500\u2500 lightx2v_I2V_14B_480p_cfg_step_distill_rank64_bf16.safetensors\n\u2502 \u2502 \u2514\u2500\u2500 wan2.1_SCAIL_2_DPO_lora_bf16.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 vae/\n\u2502 \u2502 \u2514\u2500\u2500 Wan2_1_VAE_bf16.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 text_encoders/\n\u2502 \u2502 \u2514\u2500\u2500 umt5_xxl_fp8_e4m3fn_scaled.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 clip_vision/\n\u2502 \u2502 \u2514\u2500\u2500 clip_vision_h.safetensors\n\u2502 \u251c\u2500\u2500 \ud83d\udcc2 diffusion_models/\n\u2502 \u2502 \u2514\u2500\u2500 wan2.1_14B_SCAIL_2_fp16.safetensors\n\u2502 \u2514\u2500\u2500 \ud83d\udcc2 checkpoints/\n\u2502 \u2514\u2500\u2500 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" |
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