AI Photo Editing Prompt Benchmark

Replace only the clothing in the supplied source image with [new outfit]. Keep the exact same face, expression, hair, skin tone, age impression, body shape, pose, hands, camera angle, crop, background, lighting, and image quality unchanged. Render realistic fabric folds, seams, perspective, and matching shadows.

Change only the current outfit to [oversized garment and trousers]. Preserve shoulder width, torso length, waist position, hip width, leg length, stance, and hand placement. The fabric may look oversized, but the body underneath must not become wider or taller.

Edit only the background of this portrait. Replace it with [new setting]. Keep the face, hair edges, expression, clothing, shoulders, crop, lens look, subject lighting, and sharpness unchanged. Match the new background blur and brightness to the existing portrait.

Create exactly four vertically stacked photobooth frames with the same subject in every panel. Use one simple pose per frame: [pose 1], [pose 2], [pose 3], [pose 4]. Add white borders, soft booth flash, a plain pastel background, and no readable microtext.

Create one square 2x2 photobooth print with exactly four equal panels. Keep the same subject, outfit, hair, background, and crop across all panels. Use poses in reading order: [top left], [top right], [bottom left], [bottom right].

Use the supplied person photo as the identity, pose, body, camera, and lighting reference. Use the second image only as a clothing reference. Transfer the garment design, fabric, and color without copying the second person's face, body, pose, or background.

Before editing, list the target change and the locked details. Target change: [one edit]. Locked details: [face, body, pose, hands, background, lighting, crop]. Then perform only the target change and leave every locked detail unchanged.

Make one conservative photo edit: [specific change]. Do not restyle the entire image. Do not improve the face, reshape the body, change the camera, replace the background, or add accessories unless explicitly requested.

If the first edit changed the face, rerun from the original source. Change only [target area]. Preserve facial geometry, eye spacing, nose, mouth, jawline, skin tone, expression, hairstyle, and age impression. Remove all unrelated style instructions.

If an outfit edit changed body proportions, rerun from the original. Preserve shoulder width, torso-to-leg ratio, waist height, hip width, arm length, leg length, stance, and camera perspective. Let the garment drape around the unchanged body.

If a four-frame layout merges panels, simplify the request to exactly four panels, one person, one pose per panel, identical crop, plain background, thick white gutters, and no stickers or text until the layout is correct.

After generating the edit, compare source and result in this order: face, hair, hands, shoulder width, waist position, leg length, pose, crop, background geometry, lighting direction, and only then the requested change. Rerun from the source if a locked detail moved.