Change Clothing to Match Reference Outfit Prompt

Replace the person's clothing in the input image with the target clothing shown in the reference image. Keep the person's pose, facial expression, background, and overall realism unchanged. Make the new outfit look natural, well-fitted, and consistent with lighting and shadows. Do not alter the person's identity or the environment — only change the clothes.

{ "task": "image_generation", "model_style": "ultra_realistic_photography", "resolution": "8K", "aspect_ratio": "3:4", "identity_constraints": { "face_match": "100% same as reference image", "body_proportions": "unchanged", "no_facial_modification": true, "no_body_modification": true }, "subject": { "type": "woman", "shot_type": "close-up portrait", "pose": "standing beside a window, leaning slightly backward with a relaxed posture", "expression": "soft, calm, emotionally warm", "gaze": "natural, slightly off-camera" }, "clothing": { "dress": "exact same dress from the provided second reference image", "fit": "identical fit, fabric, color, and texture as reference", "alterations": "none" }, "environment": { "location": "indoor, beside a large sunlit window", "background": "minimal and softly blurred, cozy interior feel", "lighting": { "type": "natural daylight", "direction": "side-lit through the window", "quality": "warm, soft, diffused", "shadows": "gentle, realistic soft shadows" } }, "mood_and_style": { "mood": "cozy, intimate, emotional warmth", "style": "high-end editorial realism", "color_tones": "warm neutrals, natural skin tones", "dynamic_range": "high", "depth_of_field": "shallow, professional portrait blur" }, "camera": { "lens": "85mm portrait lens", "aperture": "f/1.8", "focus": "sharp facial details with natural skin texture", "noise": "none", "clarity": "extremely high" }, "quality_controls": { "photorealism": "maximum", "skin_texture": "natural, detailed, no over-smoothing", "lighting_realism": true, "no_artifacts": true, "no_text": true, "no_watermark": true } }

Keep my exact face, pose, body, and environment from my original photo. Change ONLY the clothing and accessories so they match the dress and accessories from the second reference image with full accuracy. Do not alter my hairstyle, makeup, body proportions, camera angle, or

Create a photoreal 2x2 step-by-step beauty transformation grid featuring one young adult woman across four panels with very strong identity consistency. The sequence must read clearly as one continuous at-home hair dye process. Keep the woman visually identical in all panels: same facial structure, same skin tone, same age, same proportions, and same natural beauty direction. Prioritize realism, continuity, and clean anatomy over dramatic complexity. Keep poses simple, believable, and easy to read. Hair transformation must progress logically from dye application to wet post-wash hair, then slightly damp drying stage, then final styled result. The final hair color must be a rich deep auburn-red or dark copper-red with glossy dimensional depth, elegant and luxurious, never bright orange or ginger. Output as 2x2 grid with thin gutter, no outer border, maximum identity lock between panels. Render in premium beauty editorial realism with ultra editorial crisp sharpness, minimal grain, soft rich natural dynamic range, warm luxury beauty color grade. Close beauty portrait or medium-close portrait framing in every panel using 85mm premium portrait lens, sharp on face and hair texture, soft luxurious depth of field with strong facial detail retention. Professional beauty lighting with realistic home ambience, soft controlled flattering light, dimensional but natural, elegant highlights on hair, accurate skin rendering, realistic skin texture no plastic effect. Panel 1: hair dye application step at home, near a mirror or vanity, hair neatly sectioned, visible dye cream applied on front and side sections, one hand applying dye and other stabilizing the hair, simple white T-shirt or white blouse with small natural dye stains, easy readable pose, clean mirror presence without complex reflection distortion. Panel 2: immediately after washing, hair fully wet, darker and more saturated, slick texture, same woman, same white top still visible, calm front or three-quarter angle, no towel wrapping, no chaotic splashes. Panel 3: drying stage, hair slightly damp and softer, deep auburn-red tone becoming clearer, relaxed home beauty moment, simple pose, gentle natural volume beginning to appear. Panel 4: final result, smooth voluminous blow-dried deep auburn-red hair with polished shine and rich dimensional color, wearing green satin halter top tied at the neck and blue jeans, confident fresh expression, premium beauty campaign finish. The exact same woman must appear in every panel with clear identity. Hair color and texture must evolve logically from one panel to next. Beauty direction remains natural and consistent, only hair texture and final outfit change according to the story. All arms, hands, shoulders, neck and mirror interactions must remain physically realistic. Avoid: different woman in each panel, identity drift, different face shape, different age, salon setting, bright orange ginger hair, neon red hair, cartoon, plastic skin, blurry face, bad anatomy, extra fingers, missing fingers, deformed hands, broken wrists, awkward shoulders, impossible arm position, confusing mirror reflection, duplicate reflection, messy unrealistic dye splatter, chaotic composition, cheap lighting, low detail, text, logo, watermark.

Generate an image of the person from the uploaded reference image, keeping the face and hairstyle exactly the same as in the uploaded image. Dress the person in the clothing from the uploaded clothing image, preserving the style, color, and details of the garment. Pose the person in a cute and natural pose, looking towards the camera. Realistic photo style, natural lighting, high resolution. The background is optional, either neutral or a {argument name="background_location_en" default="Tokyo street"} setting.

reference image + is wearing a coordinated three-piece {argument name="outfit inspiration" default="ditto(pokemon)"}-inspired ensemble. Change the background to one that matches the subject. Pale skin, same expression and makeup as in the reference image

Using Image 1 (the garment) and Image 2 (the model), create a hyper-realistic full-body fashion photo where the model is wearing the garment. Crucial Fit Details : The [T-shirt/Jacket] must drape naturally on the model's body, conforming to their posture and creating realistic folds and wrinkles . Harmonious Integration : Match the color temperature and direction of the light on the clothes with the original scene . High-end commercial fashion catalogue look.

- { "image_generation_prompt": { "goal": "Ultra-realistic smartphone mirror selfie of a female fashion store owner showcasing her outfit, indistinguishable from a real Instagram post.", "identity_consistency": { "priority": "critical", "reference": "Use uploaded image as absolute truth", "match": [ "face (100% identical)", "body type & proportions", "skin tone & texture (pores, imperfections)", "hair (color, density, natural strands)" ], "rules": [ "No stylization or modification", "Same person, not a generic model" ] }, "outfit_accuracy": { "priority": "extreme", "reference_required": true, "match": [ "fabric, folds, stitching, fit", "wrinkles, tension", "colors (exact)", "layering & proportions" ], "behavior": "Natural wear with realistic gravity and body interaction", "rules": [ "Do not redesign, simplify, or improve", "Exact recreation (virtual fitting)" ] }, "environment": { "type": "realistic boutique store", "elements": ["mirrors", "clothing racks", "decor"], "lighting": "soft, slightly warm retail lighting", "depth": "realistic spatial depth" }, "scene": { "action": [ "holding smartphone", "taking mirror selfie", "looking at phone screen" ], "pose": "natural, relaxed, confident, slight hip shift", "energy": "fashion entrepreneur" }, "camera": { "type": "smartphone", "aspect_ratio": "5:7 vertical", "framing": "mid to full body", "features": [ "slight perspective distortion", "accurate mirror alignment" ] }, "lighting_realism": { "style": "natural store lighting, soft shadows, warm tone", "restrictions": ["no studio lighting", "no over-lighting"], "skin": "visible pores, micro-imperfections, subtle shine, no airbrushing" }, "realism_details": { "clothing": "visible texture, natural folds & pressure", "mirror": "accurate reflections (phone, arms, depth)", "hands": "anatomically correct, natural grip", "imperfections": [ "slight noise", "minor lighting inconsistencies", "depth falloff" ] }, "visual_style": { "aesthetic": "instagram fashion", "color": "natural grading, no HDR", "avoid": [ "CGI look", "over-sharpening", "artificial smoothness" ] }, "final_expectation": "Feels like a real boutique owner casually posting a mirror selfie in her store."

Use uploaded reference face and keep identity exactly. SCENE: Luxury modern outdoor swimming pool on a bright sunny day. Crystal-clear turquoise water with shimmering reflections. Contemporary stone walls and minimalist architecture in the background. Clean resort atmosphere, calm summer vacation mood. POSE: Woman partially submerged in the pool, leaning against the pool edge with both forearms extended forward and hands gently clasped together. Upper body resting naturally on the pool ledge. Shoulders relaxed. Head tilted slightly to one side while looking toward the camera. Natural candid vacation pose. EXPRESSION: Warm genuine smile, relaxed eyes, cheerful and carefree mood, friendly vacation energy, natural happiness. OUTFIT: Elegant white one-piece swimsuit with a deep V-neck plunge neckline, thin shoulder straps, fitted silhouette, premium textured swimwear fabric, sophisticated resort style, flattering waistline, high-quality luxury swimsuit design. HAIR: Long hair, slightly damp from the water, naturally flowing over the shoulders, soft shine, casual beach-day styling. ACCESSORIES: Minimal delicate necklace, simple bracelets, understated luxury jewelry. BODY: Healthy athletic figure, natural proportions, toned shoulders and arms, realistic anatomy, sun-kissed skin, feminine silhouette. CAMERA: Eye-level poolside photography, medium portrait framing, slight downward angle from pool edge, lifestyle travel photography style. LIGHTING: Bright natural sunlight, soft highlights on skin, realistic water reflections, gentle shadows, summer daylight ambiance. BACKGROUND: Sparkling blue swimming pool water, modern stone walls, luxury villa architecture, clean outdoor environment, subtle depth of field. DETAILS: Realistic wet skin highlights, water ripples around the body, detailed swimsuit fabric texture, natural skin texture, vacation aesthetic, luxury resort atmosphere. QUALITY: Ultra-realistic, photorealistic, luxury travel photography, DSLR quality, natural colors, HDR, shallow depth of field, sharp focus, realistic lighting, highly detailed, 8K resolution, masterpiece quality.

{ "prompt_breakdown": { "subject_parameters": { "identity_constraint": "Preserve facial features from reference image", "hair": "Long, ash-brown, textured wolf cut", "expression": "Relaxed, dreamy, looking to the side" }, "apparel": { "top": "Sleeveless cropped black hoodie with high collar", "bottom": "Faded black denim shorts, vintage distressed style, raw hem with frayed fibers", "footwear": "Onitsuka Tiger Mexico 66 sneakers (Yellow and Black)" }, "pose_and_action": { "body_position": "Lying relaxed inside an open car trunk, legs bent and crossed", "arms": "Right arm stretched upward, left hand holding a lit cigarette near mouth", "action": "Smoking" }, "environment_and_props": { "primary_container": "Trunk of a bright yellow sports car", "trunk_contents": "Transparent box, yellow bottle or black tube attached to the side", "background": "Dark outdoor nighttime setting, faint building silhouette, partial wheel of another vehicle on the left" }, "technical_specs": { "angle": "High-angle shot (looking down)", "lighting": "Hard direct flash (35mm analog style), dark ambient background", "medium": "Flash photography, grainy film texture", "atmosphere": "Edgy, mysterious, candid" } } }

{ "character_reference": { "source": "reference character image", "identity_transfer": true, "preserve": [ "face", "hair", "eye shape", "skin tone", "facial proportions", "character identity" ], "replace_original_subject": true }, "character_identity": { "description": "use the character from the provided reference image", "gender_presentation": "match reference", "age": "adult (21+ if human)", "body_type": "match reference character physique", "skin_tone": "match reference", "expression": "neutral, confident, subtle allure" }, "hair": { "source": "reference image", "preserve_original_hair": true }, "head_accessories": { "primary_accessory": "large red cowboy hat", "placement": "tilted slightly backward", "visibility": "partially cropped by frame" }, "mood": { "overall": "playful cosplay glamour", "energy": "confident, teasing, stylish", "atmosphere": "casual indoor flash photography" }, "gaze": { "direction": "toward camera over shoulder", "eye_contact": "partial", "emotion": "calm, self-assured" }, "outfit": { "theme": "anime-inspired cowgirl cosplay", "top": { "type": "strapless bandeau top", "colors": ["white", "yellow"], "fit": "tight fitted" }, "arm_bands": { "color": "yellow", "details": "red decorative rope motifs", "position": "upper arms" }, "bottom": { "type": "high-waisted denim shorts", "wash": "medium blue denim", "cut": "very high-cut cheeky design" }, "chaps": { "type": "white cowgirl chaps", "style": "open-back design", "details": "black cow-print accents near lower legs" } }, "props": { "right_hand": "stemmed wine glass", "liquid": "light-colored beverage", "visibility": "partially visible" }, "pose": { "body_orientation": "back facing camera", "torso_rotation": "upper body twisted toward camera", "shoulders": "slightly angled", "hip_position": "hips turned away from viewer", "arms": "one arm bent holding glass, other arm relaxed", "weight_distribution": "resting on one leg", "vibe": "over-the-shoulder fashion pose" }, "composition": { "crop": "mid-thigh to head", "framing": "vertical portrait", "subject_position": "centered", "focus": "subject dominates frame" }, "camera": { "angle": "rear three-quarter angle", "height": "waist-level camera position", "lens": "50mm equivalent", "distance": "medium shot", "perspective": "slight upward emphasis from hip level" }, "lighting": { "type": "direct on-camera flash", "quality": "hard light", "shadow_style": "sharp shadows on wall", "contrast": "high contrast", "highlights": "bright skin highlights", "look": "2000s disposable-camera aesthetic" }, "background": { "environment": "minimal indoor room", "wall": "plain off-white wall", "decor": "almost none", "depth": "shallow visual complexity" }, "image_style": { "genre": "fashion cosplay photography", "aesthetic": "candid flash snapshot", "color_grading": "natural colors, slightly warm", "texture": "subtle film grain", "realism": "photorealistic", "detail_level": "high detail" }, "reference_usage": { "use_reference_face": true, "use_reference_hair": true, "use_reference_identity": true, "copy_pose_from_prompt": true, "copy_outfit_from_prompt": true, "copy_lighting_from_prompt": true, "copy_camera_from_prompt": true, "copy_composition_from_prompt": true }, "quality_tags": [ "photorealistic", "ultra detailed", "sharp focus", "high texture detail", "flash photography", "fashion editorial", "cosplay", "realistic skin texture", "natural imperfections", "35mm film grain" ], "negative_prompt": [ "blurry", "low resolution", "extra limbs", "extra fingers", "deformed anatomy", "bad proportions", "crossed eyes", "duplicate body parts", "oversaturated colors", "overprocessed skin", "cartoon style", "cgi look", "watermark", "text", "logo", "cropped hands", "motion blur"

{ "pose": { "description": "She holds the camera with her left hand, positioned slightly below eye level, capturing her face from a confident upward angle; lips softly parted, expression calm yet intense." }, "background": { "description": "A dark winter night sky with faint, lightly frosted tree branches barely visible, adding a dramatic atmosphere." }, "atmosphere": { "description": "Cold, cinematic, and raw winter energy; a stylish modern snowy portrait with natural texture and detail." }, "reference_style": { "description": "Conceptual variant.", "details": { "shot": "A close-up outdoor selfie taken at night during heavy snowfall.", "subject": "The woman's facial features match the reference image exactly.", "skin": { "description": "Natural tone with visible, realistic skin texture. Her cheeks are slightly flushed from the cold." }, "snow_details": { "description": "Snowflakes rest on her lashes and hair." }, "outfit": { "description": "She wears a black faux-fur winter hat almost fully covered in snow, and a shiny black puffer jacket with snow dusted across the shoulders and collar." }, "camera": { "description": "She is taking the selfie with her left hand." }, "lighting": { "description": "Soft, cold night lighting from above and slightly in front, creating a subtle glow on her cheeks and gentle highlights on the jacket." } } }, "negative_prompt": { "description": [ "blurry face", "altered facial features", "incorrect facial structure", "distorted proportions", "extra limbs", "extra fingers", "missing fingers", "deformed eyes", "inaccurate expression", "unrealistic skin texture", "plastic skin", "oversoftened skin", "unnatural lighting", "harsh shadows", "artifacts", "pixelation", "low resolution" ] } }