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5))"] }, { "id": 265, "type": "PreviewAny", "pos": [920, 5800], "size": [399.984375, 259.96875], "flags": {}, "order": 12, "mode": 0, "inputs": [ { "name": "source", "type": "*", "link": 525 } ], "outputs": [ { "name": "STRING", "type": "STRING", "links": null } ], "title": "Preview as Text ()", "properties": { "cnr_id": "comfy-core", "ver": "0.24.0", "Node name for S&R": "PreviewAny" }, "widgets_values": [null, null, null] }, { "id": 269, "type": "BatchImagesNode", "pos": [2560, 4340], "size": [229.96875, 120], "flags": {}, "order": 11, "mode": 0, "inputs": [ { "label": "image0", "name": "images.image0", "type": "IMAGE", "link": 528 }, { "label": "image1", "name": "images.image1", "shape": 7, "type": "IMAGE", "link": 529 }, { "label": "image2", "name": "images.image2", "shape": 7, "type": "IMAGE", "link": null } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [530] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.24.0", "Node name for S&R": "BatchImagesNode" }, "widgets_values": [] }, { "id": 270, "type": "CreateVideo", "pos": [2560, 4510], "size": [225, 7.1875], "flags": { "collapsed": true }, "order": 13, "mode": 0, "inputs": [ { "name": "images", "type": "IMAGE", "link": 530 }, { "name": "audio", "shape": 7, "type": "AUDIO", "link": 531 }, { "name": "fps", "type": "FLOAT", "widget": { "name": "fps" }, "link": 532 } ], "outputs": [ { "name": "VIDEO", "type": "VIDEO", "links": [533] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.24.0", "Node name for S&R": "CreateVideo" }, "widgets_values": [30, 8] }, { "id": 271, "type": "SaveVideo", "pos": [2830, 4340], "size": [1149.984375, 1110], "flags": {}, "order": 14, "mode": 0, "inputs": [ { "name": "video", "type": "VIDEO", "link": 533 } ], "outputs": [], "title": "Save Video (Final output)", "properties": { "cnr_id": "comfy-core", "ver": "0.24.0", "Node name for S&R": "SaveVideo" }, "widgets_values": ["video/SCAIL2", "auto", "auto"] }, { "id": 274, "type": "MarkdownNote", "pos": [-430, 4330], "size": [969.984375, 2199.984375], "flags": {}, "order": 2, "mode": 0, "inputs": [], "outputs": [], "title": "Note: About SCAIL-2", "properties": {}, "widgets_values": [ "# 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 — see **Prompt Writing** below |\n| `replace_mode` | `true` = Replacement (default), `false` = Animation |\n| `segment_index` | `1` first chunk; `2+` continue. 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", "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": [498, 521, 528] } ], "properties": { "proxyWidgets": [ ["3", "text"], ["183", "value"], ["203", "value"], ["178", "value"], ["179", "value"], ["177", "length"], ["114", "previous_frame_count"], ["114", "pose_strength"], ["114", "pose_start"], ["114", "pose_end"], ["172", "value"], ["154", "unet_name"], ["11", "lora_name"], ["318", "lora_name"], ["9", "clip_name"], ["7", "vae_name"], ["75", "clip_name"], ["191", "text"], ["212", "text"], ["193", "ckpt_name"], ["19", "noise_seed"], ["200", "$$canvas-image-preview"], ["199", "$$canvas-image-preview"] ], "cnr_id": "comfy-core", "ver": "0.24.0" }, "widgets_values": [] }, { "id": 262, "type": "56bf150b-bd14-4513-8e03-335e1972ba62", "pos": [1980, 4340], "size": [529.96875, 1140], "flags": { "collapsed": false }, "order": 8, "mode": 0, "inputs": [ { "label": "pose_video", "name": "video", "type": "VIDEO", "link": 519 }, { "label": "reference_image", "name": "images", "type": "IMAGE", "link": 520 }, { "label": "previous_frames", "name": "image", "type": "IMAGE", "link": 521 }, { "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", "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\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, "IMAGE"], [531, 215, 1, 270, 1, "AUDIO"], [532, 215, 2, 270, 2, "FLOAT"], [533, 270, 0, 271, 0, "VIDEO"] ], "groups": [ { "id": 15, "title": "Estimate Segment Count (frame count: 81, previous frame count: 5)", "bounding": [630, 5660, 689.984375, 409.96875], "color": "#3f789e", "flags": {} }, { "id": 16, "title": "First segment Preview", "bounding": [1420, 5490, 520, 640], "color": "#3f789e", "flags": {} }, { "id": 17, "title": "Source Video and Reference image", "bounding": [600, 4300, 760, 1840], "color": "#3f789e", "flags": {} } ], "definitions": { "subgraphs": [ { "id": "d1ab1953-6167-4827-b44e-b4108cea5702", "version": 1, "state": { "lastGroupId": 17, "lastNodeId": 321, "lastLinkId": 569, "lastRerouteId": 0 }, "revision": 0, "config": {}, "name": "Character Replacement (SCAIL-2 Base)", "inputNode": { "id": -10, "bounding": [-440, 4190, 173.015625, 508] }, "outputNode": { "id": -20, "bounding": [3980, 3870, 128, 68] }, "inputs": [ { "id": "e9aedfaf-1991-4a75-ad9b-8c3a279b0488", "name": "video", "type": "VIDEO", 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