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"BOOLEAN", "type": "BOOLEAN", "links": [ 4395, 4396 ] } ], "title": "Get_singlepass", "properties": { "Node name for S&R": "GetNode", "aux_id": "kijai/ComfyUI-KJNodes" }, "widgets_values": [ "singlepass" ] }, { "id": 107, "type": "GetNode", "pos": [ -2881.0612199374036, 2690.93401085838 ], "size": [ 210, 60 ], "flags": { "collapsed": true }, "order": 42, "mode": 0, "inputs": [], "outputs": [ { "name": "INT", "type": "INT", "links": [ 4316, 4441 ] } ], "title": "Get_width", "properties": { "Node name for S&R": "GetNode", "aux_id": "kijai/ComfyUI-KJNodes", "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.1", "input_ue_unconnectable": {} } }, "widgets_values": [ "width" ], "color": "rgba(0,0,0,.8)", "bgcolor": "rgba(24,24,27,.9)" }, { "id": 100, "type": "EmptyLTXVLatentVideo", "pos": [ -2949.86849851607, 2654.8761232573856 ], "size": [ 281.82148421420504, 130 ], "flags": {}, "order": 96, "mode": 0, "inputs": [ { "name": "width", "type": "INT", "widget": { "name": "width" }, "link": 4320 }, { "name": "height", "type": "INT", "widget": { "name": "height" }, "link": 4321 }, { "name": "length", "type": "INT", "widget": { "name": "length" }, "link": 96 } ], "outputs": [ { "name": "LATENT", "type": "LATENT", "links": [ 4474 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.20.1", "Node name for S&R": "EmptyLTXVLatentVideo", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.5.1" } }, "widgets_values": [ 768, 768, 121, 1 ], "color": "rgba(0,0,0,.8)", "bgcolor": "rgba(24,24,27,.9)" }, { "id": 2326, "type": "SetNode", "pos": [ -3403.665794601293, 3928.456288242912 ], "size": [ 210, 50 ], "flags": { "collapsed": true }, "order": 79, "mode": 0, "inputs": [ { "name": "BOOLEAN", "type": "BOOLEAN", "link": 4445 } ], "outputs": [ { "name": "BOOLEAN", "type": "BOOLEAN", "links": null } ], "title": "Set_promptenhancer", "properties": { "Node name for S&R": "SetNode", "aux_id": "kijai/ComfyUI-KJNodes", "previousName": "promptenhancer" }, "widgets_values": [ "promptenhancer" ] }, { "id": 2327, "type": "PrimitiveBoolean", "pos": [ -3413.0224403494026, 3895.3065515449216 ], "size": [ 210, 58 ], "flags": { "collapsed": false }, "order": 43, "mode": 0, "inputs": [], "outputs": [ { "name": "BOOLEAN", "type": "BOOLEAN", "links": [ 4445 ] } ], "title": "Prompt Enhancer", "properties": { "cnr_id": "comfy-core", "ver": "0.23.0", "Node name for S&R": "PrimitiveBoolean" }, "widgets_values": [ true ], "color": "#008181", "bgcolor": "rgba(24,24,27,.9)" }, { "id": 2314, "type": "7ef779ca-50ba-491b-955f-185efd781d60", "pos": [ -2952.018142350398, 3660.211982627961 ], "size": [ 281.82148421420504, 96.99293949546063 ], "flags": { "collapsed": false }, "order": 81, "mode": 0, "inputs": [ { "name": "string_b", "type": "STRING", "widget": { "name": "string_b" }, "link": 4423 } ], "outputs": [ { "name": "generated_text", "type": "STRING", "links": [ 4424 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.27.0", "previewExposures": [] }, "widgets_values": [ "" ] }, { "id": 2291, "type": "MarkdownNote", "pos": [ -5123.283289101802, 2464.244859525427 ], "size": [ 389.50437801136, 129.4892387874852 ], "flags": { "collapsed": false }, "order": 44, "mode": 0, "inputs": [], "outputs": [], "title": "About Models", "properties": {}, "widgets_values": [ "Download models from here:\n[https://huggingface.co/Kijai/LTX2.3_comfy](https://huggingface.co/Kijai/LTX2.3_comfy)\n\n\nText encoder [https://huggingface.co/Comfy-Org/ltx-2](https://huggingface.co/Comfy-Org/ltx-2)\n \nBest Face ID Character Sheet Lora:[https://huggingface.co/Alissonerdx/LTX-Best-Face-ID](https://huggingface.co/Alissonerdx/LTX-Best-Face-ID)\n" ], "color": "#222", "bgcolor": "#000" }, { "id": 2290, "type": "MarkdownNote", "pos": [ -5121.690053598492, 2645.4944856660336 ], "size": [ 389.1205006928807, 142.9747966097172 ], "flags": { "collapsed": false }, "order": 45, "mode": 0, "inputs": [], "outputs": [], "title": "Prompting LTX-2", "properties": {}, "widgets_values": [ "## LTX-2 Prompting Tips\n1. **Core Actions**: Describe events and actions as they occur over time \n2. **Audio**: Describe sounds and dialogue needed for the scene \n3. **Reference Image**: Do not repeat details already present \n4. **Consistency**: Avoid instructions that do not match the reference image, as this will degrade results" ], "color": "#222", "bgcolor": "#000" }, { "id": 2330, "type": "GetNode", "pos": [ -2464.754046131176, 3729.280172350741 ], "size": [ 210, 34 ], "flags": { "collapsed": true }, "order": 46, "mode": 0, "inputs": [], "outputs": [ { "name": "CONDITIONING", "type": "CONDITIONING", "links": [] } ], "title": "Get_negative", "properties": { "Node name for S&R": "GetNode", "aux_id": "kijai/ComfyUI-KJNodes" }, "widgets_values": [ "negative" ] }, { "id": 81, "type": "CFGGuider", "pos": [ -2568.7312094156746, 2811.611203006436 ], "size": [ 274.7326602813072, 106.66666666666667 ], "flags": { "collapsed": false }, "order": 110, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 4388 }, { "name": "positive", "type": "CONDITIONING", "link": 4385 }, { "name": "negative", "type": "CONDITIONING", "link": 4384 } ], "outputs": [ { "name": "GUIDER", "type": "GUIDER", "links": [ 68 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.64", "Node name for S&R": "CFGGuider", "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.1", "input_ue_unconnectable": {} }, "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 }, "widgets_values": [ 1 ], "color": "rgba(0,0,0,.8)", "bgcolor": "rgba(24,24,27,.9)" }, { "id": 58, "type": "KSamplerSelect", "pos": [ -2565.0458302084644, 2964.4634887688967 ], "size": [ 272.27574080983356, 58.42002784274004 ], "flags": { "collapsed": false }, "order": 47, "mode": 0, "inputs": [], "outputs": [ { "name": "SAMPLER", "type": "SAMPLER", "links": [ 69 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", "Node name for S&R": "KSamplerSelect", "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.1", "input_ue_unconnectable": {} }, "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 }, "widgets_values": [ "euler_ancestral_cfg_pp" ], "color": "rgba(0,0,0,.8)", "bgcolor": "rgba(24,24,27,.9)" }, { "id": 2331, "type": "LTX2_NAG", "pos": [ -2561.2501431658516, 3541.204537156672 ], "size": [ 278.6195060046633, 198.22379936095908 ], "flags": {}, "order": 102, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 4475 }, { "name": "nag_cond_video", "shape": 7, "type": "CONDITIONING", "link": 4452 }, { "name": "nag_cond_audio", "shape": 7, "type": "CONDITIONING", "link": 4453 } ], "outputs": [ { "name": "model", "type": "MODEL", "links": [ 4454 ] } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": 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"enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 }, "widgets_values": [ "euler_cfg_pp" ] }, { "id": 118, "type": "ImageResizeKJv2", "pos": [ -4164.69567273338, 3249.0049708490706 ], "size": [ 270, 336.00000000000045 ], "flags": { "collapsed": false }, "order": 80, "mode": 0, "inputs": [ { "name": "image", "type": "IMAGE", "link": 4245 }, { "name": "mask", "shape": 7, "type": "MASK", "link": null } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 117, 4463 ] }, { "name": "width", "type": "INT", "links": null }, { "name": "height", "type": "INT", "links": null }, { "name": "mask", "type": "MASK", "links": null } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "d0d61754bf7fa57f2abb4714cdf79058f5862a55", "Node name for S&R": "ImageResizeKJv2", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.5.1" } }, "widgets_values": [ 1536, 1536, "lanczos", "resize", "0, 0, 0", "center", 2, "cpu" ] }, { "id": 2342, "type": "ImageCropV2", "pos": [ -3803.299325194332, 3356.234972487825 ], "size": [ 300, 450 ], "flags": { "collapsed": true }, "order": 92, "mode": 0, "inputs": [ { "name": "image", "type": "IMAGE", "link": 4463 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 4465 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.27.0", "Node name for S&R": "ImageCropV2" }, "widgets_values": [ { "x": 0, "y": 0, "width": 480, "height": 750 }, 0, 0, 480, 750 ] }, { "id": 2338, "type": "ResizeImageMaskNode", "pos": [ -3829.744232237064, 3400.4818503731167 ], "size": [ 268.8832184220578, 69 ], "flags": { "collapsed": true }, "order": 97, "mode": 0, "inputs": [ { "name": "input", "type": "IMAGE,MASK", "link": 4465 } ], "outputs": [ { "name": "resized", "type": "IMAGE", "links": [ 4460 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.27.0", "Node name for S&R": "ResizeImageMaskNode" }, "widgets_values": [ "scale longer dimension", 1024, "lanczos" ] }, { "id": 2248, "type": "ImageResizeKJv2", "pos": [ -3856.613361698299, 3250.85471990833 ], "size": [ 270, 336.00000000000045 ], "flags": { "collapsed": false }, "order": 100, "mode": 0, "inputs": [ { "name": "image", "type": "IMAGE", "link": 4460 }, { "name": "mask", "shape": 7, "type": "MASK", "link": null } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 4345 ] }, { "name": "width", "type": "INT", "links": null }, { "name": "height", "type": "INT", "links": null }, { "name": "mask", "type": "MASK", "links": null } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "d0d61754bf7fa57f2abb4714cdf79058f5862a55", "Node name for S&R": "ImageResizeKJv2", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.5.1" } }, "widgets_values": [ 1024, 1024, "lanczos", "pad", "255,255,255", "center", 2, "cpu" ] }, { "id": 2249, "type": "SetNode", "pos": [ -3786.60861887423, 3673.6389190432474 ], "size": [ 210, 58 ], "flags": { "collapsed": true }, "order": 106, "mode": 0, "inputs": [ { "name": "IMAGE", "type": "IMAGE", "link": 4345 } ], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": null } ], "title": "Set_image_face", "properties": { "Node name for S&R": "SetNode", "aux_id": "kijai/ComfyUI-KJNodes", "previousName": "image_face", "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.1", "input_ue_unconnectable": {} } }, "widgets_values": [ "image_face" ] }, { "id": 98, "type": "LTX2SamplingPreviewOverride", "pos": [ -2566.274289944202, 3330.5826618102874 ], "size": [ 274.7326602813072, 99.48643628024138 ], "flags": { "collapsed": false }, "order": 108, "mode": 0, "inputs": [ { "name": "model", "type": "MODEL", "link": 4454 }, { "name": "latent_upscale_model", "shape": 7, "type": "LATENT_UPSCALE_MODEL", "link": null }, { "name": "vae", "shape": 7, "type": "VAE", "link": 79 } ], "outputs": [ { "name": "MODEL", "type": "MODEL", "links": [ 4388, 4466 ] } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "d0d61754bf7fa57f2abb4714cdf79058f5862a55", "Node name for S&R": "LTX2SamplingPreviewOverride", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.5.1" } }, "widgets_values": [ 8 ], "color": "rgba(0,0,0,.8)", "bgcolor": "rgba(24,24,27,.9)" }, { "id": 2284, "type": "LTX2MemoryEfficientSageAttentionPatch", "pos": [ -4641.019616269731, 2518.2992889825637 ], "size": [ 335.179296875, 58 ], "flags": { "collapsed": true }, "order": 94, "mode": 4, "inputs": [ { "name": "model", "type": "MODEL", "link": 4367 } ], "outputs": [ { "name": "model", "type": "MODEL", "links": [ 4368 ] } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "e27a505b3ba6ce42687fe00500deda103d9d6071", "Node name for S&R": "LTX2MemoryEfficientSageAttentionPatch" }, "widgets_values": [ true ] }, { "id": 2281, "type": "PathchSageAttentionKJ", "pos": [ -4322.019603878959, 2516.5790407400045 ], "size": [ 270, 82 ], "flags": { "collapsed": true }, "order": 98, "mode": 4, "inputs": [ { "name": "model", "type": "MODEL", "link": 4368 } ], "outputs": [ { "name": "MODEL", "type": "MODEL", "links": [ 4365 ] } ], "properties": { "cnr_id": "comfyui-kjnodes", "ver": "204f6d5aae73b10c0fe2fb26e61405fd6337bb77", "Node name for S&R": "PathchSageAttentionKJ" }, "widgets_values": [ "auto", false ] }, { "id": 50, "type": "RandomNoise", "pos": [ -2567.502749679938, 2679.613799748444 ], "size": [ 274.7326602813072, 82 ], "flags": { "collapsed": false }, "order": 50, "mode": 0, "inputs": [], "outputs": [ { "name": "NOISE", "type": "NOISE", "links": [ 67 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.3.56", "Node name for S&R": "RandomNoise", "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.1", "input_ue_unconnectable": {} }, "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 }, "widgets_values": [ 43, "fixed" ], "color": "#006691", "bgcolor": "rgba(24,24,27,.9)" }, { "id": 2292, "type": "MarkdownNote", "pos": [ -5125.678857969954, 3175.573418004506 ], "size": [ 386.56790668518613, 250.12137536440423 ], "flags": { "collapsed": false }, "order": 51, "mode": 0, "inputs": [], "outputs": [], "title": "About Best Face ID - Character Sheet Lora", "properties": {}, "widgets_values": [ "The character sheet should be of a specific format. \nSee here : https://huggingface.co/Alissonerdx/LTX-Best-Face-ID/tree/main/examples/references \n\nSome ways to create the character sheet:\n\n1. Use the helper workflow provided together with this workflow, and use Flux Klein to generate a character sheet . You can find the helper workflow here: \n\n[Character Sheet Workflow](https://huggingface.co/RuneXX/LTX-2.3-Workflows/tree/main/Multi-ref-character-sheet/Helper-wf)\n\n\n2. Use ChatGPT, Nano Banana etc to create a character sheet. You can find the LLM prompt instructions here : \n\n\n[LLM prompt instructions](https://huggingface.co/Alissonerdx/LTX-Best-Face-ID/blob/main/character_sheet_prompt.md)\n" ], "color": "#222", "bgcolor": "#000" }, { "id": 2344, "type": "MarkdownNote", "pos": [ -5123.135777441427, 3490.145271410155 ], "size": [ 388.8562372185014, 135.70484869862457 ], "flags": { "collapsed": false }, "order": 52, "mode": 0, "inputs": [], "outputs": [], "title": "Face ID Node", "properties": {}, "widgets_values": [ "For this workflow you also need the BFS Nodes that you can find here:\n\n [ComfyUI BFS Nodes](https://github.com/alisson-anjos/ComfyUI-BFSNodes)\n\nAnd strongly suggested to read through the guides and tips here: \n\n[FACE ID lora guide](https://huggingface.co/Alissonerdx/LTX-Best-Face-ID)\n\n" ], "color": "#222", "bgcolor": "#000" }, { "id": 2345, "type": "MarkdownNote", "pos": [ -3107.864982068852, 3848.5358146889075 ], "size": [ 270.07128756462214, 131.64382477883373 ], "flags": { "collapsed": false }, "order": 53, "mode": 0, "inputs": [], "outputs": [], "title": "Face ID Prompt", "properties": {}, "widgets_values": [ "The prompt **must start with ref_t2v**\n\nAfter that describe the person, scene and sequential action to happen,. camera movements etc" ], "color": "#222", "bgcolor": "#000" }, { "id": 104, "type": "LoadImage", "pos": [ -4158.1907437038435, 2688.1149727817783 ], "size": [ 569.0916906811767, 451.8733620673586 ], "flags": {}, "order": 54, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 4245 ] }, { "name": "MASK", "type": "MASK", "links": [] } ], "title": "CHARACTER SHEET", "properties": { "cnr_id": "comfy-core", "ver": "0.16.3", "Node name for S&R": "LoadImage", "ue_properties": { "widget_ue_connectable": {}, "version": "7.5.1", "input_ue_unconnectable": {} }, "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65, "image": "clipspace/clipspace-painted-masked-1773855419084.png [input]" }, "widgets_values": [ "comfyui-relight-product_00023_.png", "image" ], "color": "#346434", "bgcolor": "rgba(24,24,27,.9)", "ndSuperSelectorEnabled": false, "ndPowerEnabled": false }, { "id": 102, "type": "PrimitiveStringMultiline", "pos": [ -3438.0008007036004, 3240.8422548269446 ], "size": [ 414.6967833625059, 386.0916478802701 ], "flags": { "collapsed": false }, "order": 55, "mode": 0, "inputs": [], "outputs": [ { "name": "STRING", "type": "STRING", "links": [ 4423 ] } ], "title": "Positive Prompt", "properties": { "cnr_id": "comfy-core", "ver": "0.17.0", "Node name for S&R": "PrimitiveStringMultiline", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.5.1" } }, "widgets_values": [ "ref_t2v: A gorgeous female explorer with blonde hair is walking high up in tall norwegian mountains with a stunning scenery in the background. 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An original `ref_t2v` video caption.\n\nYour task is to analyze the reference image and add the person’s visible facial, body, clothing, and accessory details to the original caption with minimal edits.\n\nREFERENCE IMAGE:\n[REFERENCE IMAGE PROVIDED TO THE MODEL]\n\nORIGINAL VIDEO CAPTION:", "", "" ], "color": "rgba(0,0,0,.8)", "bgcolor": "rgba(24,24,27,.9)" }, { "id": 86, "type": "StringConcatenate", "pos": [ -2866.565881510582, 2307.574718824101 ], "size": [ 463.962445692365, 384.78039866683184 ], "flags": { "collapsed": true }, "order": 5, "mode": 0, "inputs": [ { "localized_name": "string_a", "name": "string_a", "type": "STRING", "widget": { "name": "string_a" }, "link": 63 } ], "outputs": [ { "localized_name": "STRING", "name": "STRING", "type": "STRING", "links": [ 4142, 4273 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.20.1", "Node name for S&R": "StringConcatenate", "ue_properties": { "widget_ue_connectable": {}, "input_ue_unconnectable": {}, "version": "7.5.1" } }, "widgets_values": [ "You will receive two inputs:\n\n1. A reference face image showing the person whose appearance must be preserved.\n2. An original `ref_t2v` video caption describing the scene, action, environment, camera framing, movement, lighting, mood, clothing, and props.\n\nYour task is to analyze the reference face image, extract the person’s visible appearance characteristics, and merge those characteristics naturally into the original video caption.\n\nREFERENCE FACE IMAGE:\n[REFERENCE IMAGE PROVIDED TO THE MODEL]\n\nORIGINAL VIDEO CAPTION:\n", "\nMANDATORY OUTPUT RULE:\n\nThe final response must begin exactly with:\n\nref_t2v:\n\nOutput exactly one line containing only the final caption. Do not add headings, explanations, quotation marks, Markdown, or code fences.\n\nSTRICT PRESERVATION RULE:\n\nTreat the original caption as locked text.\n\nYou may only:\n\n1. Expand the first subject phrase:\n - `A person`\n - `A man`\n - `A woman`\n\n2. Optionally replace later pronouns such as `They`, `He`, or `She` with a short appearance-based reference.\n\nDo not change, remove, reorder, paraphrase, or replace any other original words.\n\nPreserve exactly:\n\n- the subject category: `person`, `man`, or `woman`;\n- actions and action order;\n- environment;\n- clothing or costumes already present;\n- props and objects;\n- camera framing and movement;\n- lighting;\n- mood;\n- temporal progression;\n- principal nouns, verbs, and adjectives.\n\nNever replace original words with synonyms.\nNever add new actions, people, props, environments, or camera directions.\n\nIMAGE ANALYSIS:\n\nAnalyze the image in this order:\n\n1. Face and hair\n2. Body\n3. Clothing and accessories\n\nFACIAL DETAILS:\n\nWhen the face is visible, include at least 4 clearly visible facial or head-related details when possible:\n\n- age group;\n- skin tone;\n- hair color;\n- hair length;\n- hair texture;\n- hairstyle;\n- face shape;\n- eyebrows;\n- eye color, only if clear;\n- nose shape;\n- lip shape;\n- facial hair;\n- glasses;\n- distinctive visible facial features.\n\nBODY DETAILS:\n\nWhen the body is visible, describe the clearly visible body characteristics, such as:\n\n- build: slim, lean, average, broad, athletic, stocky;\n- relative height impression, only if visually clear;\n- shoulder width;\n- body silhouette;\n- posture;\n- stance;\n- visible proportions;\n- whether the body is upright, relaxed, rigid, leaning, or turned.\n\nDo not invent exact height, weight, measurements, or hidden body features.\n\nCLOTHING AND ACCESSORIES:\n\nWhen visible, describe the person’s clothing in detail, including:\n\n- upper garments;\n- lower garments;\n- outerwear;\n- dresses, robes, uniforms, armor, or costumes;\n- footwear;\n- gloves;\n- belts;\n- hats or headwear;\n- jewelry;\n- bags;\n- glasses;\n- capes or cloaks;\n- dominant colors;\n- visible patterns;\n- layers;\n- embroidery;\n- straps;\n- collars;\n- buttons;\n- zippers;\n- metallic details;\n- clearly visible materials such as leather, denim, metal, knit fabric, or silk-like fabric.\n\nClothing and body details are mandatory whenever they are clearly visible in the reference image.\n\nIf the original caption already specifies clothing or a costume, preserve those exact words and do not replace them. Add only compatible details from the reference image.\n\nDO NOT:\n\n- identify or name the person;\n- infer ethnicity, nationality, religion, occupation, personality, health, or background;\n- invent unclear details;\n- describe body parts or clothing that are outside the frame;\n- omit facial details because clothing is visually prominent;\n- omit clothing or body details when they are clearly visible.\n\nMERGING ORDER:\n\nThe first subject mention should follow this order:\n\n1. age group and skin tone;\n2. original subject noun;\n3. hair and facial details;\n4. body build and posture;\n5. clothing and accessories;\n6. original action.\n\nExample:\n\nOriginal:\n`ref_t2v: A person speaking with a reporter on a city sidewalk, medium-wide shot.`\n\nOutput:\n`ref_t2v: A tan-skinned adult person with short dark curly hair, an angular face, thick eyebrows, and a dark mustache, with a lean build and upright posture, wearing a green embroidered cloak, layered tunic, brown trousers, leather belt, and tall boots, speaking with a reporter on a city sidewalk, medium-wide shot.`\n\nIf the original says `A person`, keep `person`.\nIf it says `A man`, keep `man`.\nIf it says `A woman`, keep `woman`.\n\nFor later mentions, either keep the original pronoun or replace only the pronoun:\n\nOriginal:\n`They adjust the hat and continue walking.`\n\nAllowed:\n`The curly-haired person in the green cloak adjusts the hat and continues walking.`\n\nDo not change the remaining words.\n\nFINAL CHECK:\n\nBefore answering, verify that:\n\n- the output begins exactly with `ref_t2v:`;\n- facial details are included when the face is visible;\n- body details are included when the body is visible;\n- clothing and accessories are included when visible;\n- the original subject noun remains;\n- all original actions, clothing, props, framing, lighting, and mood remain unchanged;\n- no original word was unnecessarily replaced;\n- no new scene details were invented;\n- no explanation or extra text 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