Instruction: Change the topping of the rightmost pizza, which with a golden brown crust and cheesy topping, located on the pan, with pineapple chunks and sausage

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: Target replaced correctly with pineapple/sausage; seamless blend; realistic details.
Prompt Compliance: 5
Visual Naturalness: 5
Physical & Detail Integrity: 5

Instruction: Change the topping of the rightmost pizza, which with a golden brown crust and cheesy topping, located on the pan, with pineapple chunks and sausage

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Change the topping of the rightmost pizza, which with a golden brown crust and cheesy topping, located on the pan, with pineapple chunks and sausage

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.


Instruction: Replace the books located on left of the vase with mirrored tiles, which is positioned on a black table surface and situated in front of a stone-tiled wall, with a small ceramic teapot.

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: Books replaced by teapot and mirrored tiles exactly; seamless blend; perfect physics.
Prompt Compliance: 5
Visual Naturalness: 5
Physical & Detail Integrity: 5

Instruction: Replace the books located on left of the vase with mirrored tiles, which is positioned on a black table surface and situated in front of a stone-tiled wall, with a small ceramic teapot.

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the books located on left of the vase with mirrored tiles, which is positioned on a black table surface and situated in front of a stone-tiled wall, with a small ceramic teapot.

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.


Instruction: Alter the material of the sink located directly below the mirror and in front of the worn wooden chair facing the sink, within a room with pink walls, from ceramic to stainless steel.

Prompt Compliance
1  Target not adjusted, wrong object touched, or geometry changed.
2  Right object but wrong attribute value/direction; only part edited; other objects also altered; slight stretch/crop.
3  Mainly correct object and attribute, yet large hue/brightness/texture error; minor collateral edits; visible jaggies/distortion.
4  All requested objects adjusted, only their attributes changed; shape kept; small inaccuracy in colour, material or amount.
5  Exactly and only the requested objects adjusted; colour, material, gloss etc. match the prompt perfectly; shape 100% intact; zero unintended edits.

Explanation:
Brief reasoning: Sink correctly changed to stainless steel; seamless blend; realistic material and lighting.
Prompt Compliance: 5
Visual Seamlessness: 5
Physical & Detail Fidelity: 5

Instruction: Alter the material of the sink located directly below the mirror and in front of the worn wooden chair facing the sink, within a room with pink walls, from ceramic to stainless steel.

Visual Seamlessness
1  Massive colour spill, mosaics or heavy noise; image nearly unusable.
2  Clear smears/bleeding on edges; abrupt resolution or tone shift; highlights/shadows clipped; background gaps.
3  Overall palette OK but local tone or grain conflicts; soft edges; noticeable disharmony.
4  Style unified, transitions smooth; only slight edge artefacts visible when zoomed.
5  No detectable edit traces; colours/materials fuse with scene lighting; edit area practically invisible.

Instruction: Alter the material of the sink located directly below the mirror and in front of the worn wooden chair facing the sink, within a room with pink walls, from ceramic to stainless steel.

Physical & Detail Fidelity
1  Object floating, interpenetrating, or severe perspective/light mismatch; background badly warped.
2  Missing shadows/highlights; wrong reflection direction; background visibly discoloured or distorted.
3  Light, perspective and contact surface largely correct; minor acceptable flaws; background only locally affected.
4  Adjusted material interacts believably with scene; shadows, highlights, reflections handled well; original details preserved.
5  High physical realism: fine micro-highlights, diffuse bounce, subsurface effects present; overall scene realism improved.


Instruction: Add a small red bow tie to the neck of the teddy bear held by the boy with the yellow "AUSTRALIA" cap, who is standing next to a stroller and wearing a gray shirt with spider face paint, facing the camera.

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: Correct bow tie added, perfect blend, realistic lighting and details preserved.
Prompt Compliance: 5
Visual Naturalness: 5
Physical & Detail Coherence: 5

Instruction: Add a small red bow tie to the neck of the teddy bear held by the boy with the yellow "AUSTRALIA" cap, who is standing next to a stroller and wearing a gray shirt with spider face paint, facing the camera.

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a small red bow tie to the neck of the teddy bear held by the boy with the yellow "AUSTRALIA" cap, who is standing next to a stroller and wearing a gray shirt with spider face paint, facing the camera.

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.


Instruction: Remove the bowl with soup located to the left of the bowl with soup and chopsticks, containing a creamy liquid with egg bits, and positioned on a red tablecloth with a woven pattern, with chopsticks resting on its rim.

Instruction Compliance
1  Neither object nor operations match the prompt; wrong items edited or shapes distorted.
2  Only one object correctly edited, or both edited but with wrong/partial operations; collateral changes to other items.
3  Both target objects touched, each with the requested operation broadly correct but missing details.
4  Both objects receive the exact operations; tiny deviations in amount, position, or parameter. No unintended edits elsewhere.
5  Perfect execution: each object fully reflects its specified operation, all other scene elements untouched.

Explanation:
Brief reasoning: Correct removal of target bowl; seamless blend with tablecloth; consistent lighting and details.
Instruction Compliance: 5
Visual Naturalness: 5
Physical Consistency & Fine Detail: 5

Instruction: Remove the bowl with soup located to the left of the bowl with soup and chopsticks, containing a creamy liquid with egg bits, and positioned on a red tablecloth with a woven pattern, with chopsticks resting on its rim.

Visual Naturalness
1  Large artefacts, obvious cut-outs, heavy blur/noise; edits conspicuous at a glance.
2  Clear edge halos, colour or resolution mismatch, awkward scaling.
3  Acceptable but visible on close look: slight edge softness, minor palette or focus shift.
4  Edits blend smoothly; seams hard to spot, textures and sharpness largely consistent.
5  Indistinguishable composite: colour grading, grain, resolution and style fully match the original image.

Instruction: Remove the bowl with soup located to the left of the bowl with soup and chopsticks, containing a creamy liquid with egg bits, and positioned on a red tablecloth with a woven pattern, with chopsticks resting on its rim.

Physical Consistency & Fine Detail
1  Severe lighting/perspective mismatch, missing or wrong shadows; objects appear floating or warped.
2  Noticeable but tolerable inconsistencies in illumination, scale, or depth cues.
3  Generally plausible; small errors in shadow length, reflection angle, or texture alignment.
4  Lighting, perspective, and material response closely match; only subtle flaws visible when zoomed.
5  Physically flawless: shadows, highlights, reflections, depth and texture perfectly integrated.


Instruction: Add a small golden bell to the left side of the red sweater worn by the brown plush teddy bear sitting against the red mesh-like wall, in front of the display shelves, with a small dark brown table behind and to its left.

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: Golden bell correctly placed on sweater; seamless blend and realistic lighting/details.
Prompt Compliance: 5
Visual Naturalness: 5
Physical & Detail Coherence: 5

Instruction: Add a small golden bell to the left side of the red sweater worn by the brown plush teddy bear sitting against the red mesh-like wall, in front of the display shelves, with a small dark brown table behind and to its left.

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a small golden bell to the left side of the red sweater worn by the brown plush teddy bear sitting against the red mesh-like wall, in front of the display shelves, with a small dark brown table behind and to its left.

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.


Instruction: Add a small blue bookmark to the white book with red text on the desk, positioned next to a curled-up sleeping cat and a laptop, with a notebook, rubber band, cork, and green bottle also on the wooden desk surface.

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: Blue bookmark correctly added to target book; seamless blend and natural lighting/shadows throughout.
Prompt Compliance: 5
Visual Naturalness: 5
Physical & Detail Coherence: 5

Instruction: Add a small blue bookmark to the white book with red text on the desk, positioned next to a curled-up sleeping cat and a laptop, with a notebook, rubber band, cork, and green bottle also on the wooden desk surface.

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a small blue bookmark to the white book with red text on the desk, positioned next to a curled-up sleeping cat and a laptop, with a notebook, rubber band, cork, and green bottle also on the wooden desk surface.

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.


Instruction: Remove the cat sitting alertly on the cat tree, which is to the left of the chair.

Instruction Compliance
1  Neither object nor operations match the prompt; wrong items edited or shapes distorted.
2  Only one object correctly edited, or both edited but with wrong/partial operations; collateral changes to other items.
3  Both target objects touched, each with the requested operation broadly correct but missing details.
4  Both objects receive the exact operations; tiny deviations in amount, position, or parameter. No unintended edits elsewhere.
5  Perfect execution: each object fully reflects its specified operation, all other scene elements untouched.

Explanation:
Brief reasoning: Cat removed correctly; cat tree texture blends well but minor imperfections possible.
Instruction Compliance: 5
Visual Naturalness: 4
Physical Consistency & Fine Detail: 4

Instruction: Remove the cat sitting alertly on the cat tree, which is to the left of the chair.

Visual Naturalness
1  Large artefacts, obvious cut-outs, heavy blur/noise; edits conspicuous at a glance.
2  Clear edge halos, colour or resolution mismatch, awkward scaling.
3  Acceptable but visible on close look: slight edge softness, minor palette or focus shift.
4  Edits blend smoothly; seams hard to spot, textures and sharpness largely consistent.
5  Indistinguishable composite: colour grading, grain, resolution and style fully match the original image.

Instruction: Remove the cat sitting alertly on the cat tree, which is to the left of the chair.

Physical Consistency & Fine Detail
1  Severe lighting/perspective mismatch, missing or wrong shadows; objects appear floating or warped.
2  Noticeable but tolerable inconsistencies in illumination, scale, or depth cues.
3  Generally plausible; small errors in shadow length, reflection angle, or texture alignment.
4  Lighting, perspective, and material response closely match; only subtle flaws visible when zoomed.
5  Physically flawless: shadows, highlights, reflections, depth and texture perfectly integrated.


Instruction: Add a small red taillight cover with a chrome trim to the rear fender of the motorcycle in the right of the blue and red rectangular parking sign, with a basket attached to its front, being ridden by a person facing forward.

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: Added two taillights instead of one; count wrong. Blending and physics match count error.
Prompt Compliance: 3
Visual Naturalness: 3
Physical & Detail Coherence: 3

Instruction: Add a small red taillight cover with a chrome trim to the rear fender of the motorcycle in the right of the blue and red rectangular parking sign, with a basket attached to its front, being ridden by a person facing forward.

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a small red taillight cover with a chrome trim to the rear fender of the motorcycle in the right of the blue and red rectangular parking sign, with a basket attached to its front, being ridden by a person facing forward.

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.


Instruction: Add a small wooden honey dipper next to the teddy bear on the far left of the table, positioned to the left of the center teddy bear and sitting on a red and black plaid tablecloth, with a drum set and keyboard visible in the background.

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: Honey dipper correctly added per prompt; seamless blend; realistic lighting and background preserved.
Prompt Compliance: 5
Visual Naturalness: 5
Physical & Detail Coherence: 5

Instruction: Add a small wooden honey dipper next to the teddy bear on the far left of the table, positioned to the left of the center teddy bear and sitting on a red and black plaid tablecloth, with a drum set and keyboard visible in the background.

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a small wooden honey dipper next to the teddy bear on the far left of the table, positioned to the left of the center teddy bear and sitting on a red and black plaid tablecloth, with a drum set and keyboard visible in the background.

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.


Instruction: Replace the orange drink with green drink

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: Only one drink (bottom-left) was changed to green; the other two remain orange, violating the instruction to replace "the orange drink" (implied plural or all). Color shift is accurate but incomplete replacement. Edges and lighting are natural, but compliance fails.
Prompt Compliance: 2
Visual Naturalness: 4
Physical & Detail Integrity: 4

Instruction: Replace the orange drink with green drink

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the orange drink with green drink

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.

Instruction: Remove the bowl of food on the left

Prompt Compliance
1  Nothing removed, or an unrelated object edited.
2  Target only partly removed, or a different instance/class deleted, or another object appears in the gap.
3  Target mostly removed but extra objects also deleted, or fragments of the target remain.
4  Only the specified objects removed, but a few tiny/background items deleted by mistake, or the count is wrong.
5  Perfect: all and only the requested objects removed; every other element untouched.

Explanation:
Brief reasoning: The bowl of food on the left was not removed; instead, it was replaced with a green drink and straws, violating prompt compliance. Artifacts and unnatural color shifts are evident.
Prompt Compliance: 1
Visual Naturalness: 2
Physical & Detail Integrity: 1

Instruction: Remove the bowl of food on the left

Visual Naturalness
1  Image badly broken (large holes, strong artefacts).
2  Clear erase marks; colour/resolution mismatch; background not restored.
3  General look acceptable yet lighting/colour/style still clash; blur or noise visible.
4  Style consistent; minor edge issues visible only when zoomed.
5  Seamless: removal is virtually impossible to spot.

Instruction: Remove the bowl of food on the left

Physical & Detail Integrity
1  Severe physical errors (floating items, wrong perspective/light); key scene elements damaged; background heavily warped.
2  Large un-filled gaps or obvious background shifts.
3  Lighting, perspective and contacts mostly correct; flaws small and tolerable; background adjusted locally.
4  Background reconstruction clean; existing details preserved; only minute changes outside the removal area.
5  Physically flawless and even enhances realism: accurate light/shadow/texture infill, high-quality micro-details.

Instruction: Add a blue decoration in the glass on the right

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: A green drink was added instead of a blue decoration inside the right glass; the edit replaces the original orange drink entirely, violating prompt intent and object class. Severe visual mismatch and physical inconsistency (wrong liquid color, no decoration).
Prompt Compliance: 2
Visual Naturalness: 2
Physical & Detail Coherence: 2

Instruction: Add a blue decoration in the glass on the right

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a blue decoration in the glass on the right

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.


Instruction: Add a vintage camera on the floor near the left mannequin

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: A vintage-style camera is added on the floor near the left mannequin, matching the prompt’s class, position, and era. It blends well visually with correct lighting/shadows and no background distortion. Minor edge softness but otherwise flawless.
Prompt Compliance: 5
Visual Naturalness: 5
Physical & Detail Coherence: 5

Instruction: Add a vintage camera on the floor near the left mannequin

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a vintage camera on the floor near the left mannequin

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.

Instruction: Replace the black dress on the right mannequin with a white t-shirt

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: The black dress on the right mannequin is fully replaced with a white t-shirt; correct class, position, and scale. Minor seam visible at waistline; lighting and shadows are plausible but not perfectly matched. Background slightly altered near base (camera added), but target region integrates well.

Prompt Compliance: 5
Visual Naturalness: 4
Physical & Detail Integrity: 4

Instruction: Replace the black dress on the right mannequin with a white t-shirt

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the black dress on the right mannequin with a white t-shirt

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.


Instruction: Add a small side table next to the red chair

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: No side table was added next to the red chair; instead, the bed’s headboard was changed from red to black and a hanger added above it—completely ignoring the instruction. The target region remains unchanged.

Prompt Compliance: 1
Visual Naturalness: 1
Physical & Detail Coherence: 1

Instruction: Add a small side table next to the red chair

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a small side table next to the red chair

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.

Instruction: Alter the color of the headboard from red to black

Prompt Compliance
1  Target not adjusted, wrong object touched, or geometry changed.
2  Right object but wrong attribute value/direction; only part edited; other objects also altered; slight stretch/crop.
3  Mainly correct object and attribute, yet large hue/brightness/texture error; minor collateral edits; visible jaggies/distortion.
4  All requested objects adjusted, only their attributes changed; shape kept; small inaccuracy in colour, material or amount.
5  Exactly and only the requested objects adjusted; colour, material, gloss etc. match the prompt perfectly; shape 100% intact; zero unintended edits.

Explanation:
Brief reasoning: The headboard is correctly changed from red to black; shape and geometry preserved. Slight texture inconsistency (matte black vs original velvet) and minor edge halo visible. Lighting/shadows remain consistent.
Prompt Compliance: 4
Visual Seamlessness: 4
Physical & Detail Fidelity: 4

Instruction: Alter the color of the headboard from red to black

Visual Seamlessness
1  Massive colour spill, mosaics or heavy noise; image nearly unusable.
2  Clear smears/bleeding on edges; abrupt resolution or tone shift; highlights/shadows clipped; background gaps.
3  Overall palette OK but local tone or grain conflicts; soft edges; noticeable disharmony.
4  Style unified, transitions smooth; only slight edge artefacts visible when zoomed.
5  No detectable edit traces; colours/materials fuse with scene lighting; edit area practically invisible.

Instruction: Alter the color of the headboard from red to black

Physical & Detail Fidelity
1  Object floating, interpenetrating, or severe perspective/light mismatch; background badly warped.
2  Missing shadows/highlights; wrong reflection direction; background visibly discoloured or distorted.
3  Light, perspective and contact surface largely correct; minor acceptable flaws; background only locally affected.
4  Adjusted material interacts believably with scene; shadows, highlights, reflections handled well; original details preserved.
5  High physical realism: fine micro-highlights, diffuse bounce, subsurface effects present; overall scene realism improved.

Instruction: Replace the red and white striped curtain with a solid beige hanger

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: The red-and-white striped curtain was replaced with a black hanger (not beige), violating color and object class. Remnants of curtain hardware still visible; hanger is mispositioned and unrealistic.
Prompt Compliance: 2
Visual Naturalness: 2
Physical & Detail Integrity: 2

Instruction: Replace the red and white striped curtain with a solid beige hanger

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the red and white striped curtain with a solid beige hanger

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.


Instruction: Add a wooden bridge over the stream

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: No wooden bridge was added over the stream; instead, the image appears heavily stylized/artified with altered mountain and tree colors. The target region remains unchanged—no bridge present.

Prompt Compliance: 1
Visual Naturalness: 1
Physical & Detail Coherence: 1

Instruction: Add a wooden bridge over the stream

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a wooden bridge over the stream

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.

Instruction: Remove the rocky path on the left side of the stream

Prompt Compliance
1  Nothing removed, or an unrelated object edited.
2  Target only partly removed, or a different instance/class deleted, or another object appears in the gap.
3  Target mostly removed but extra objects also deleted, or fragments of the target remain.
4  Only the specified objects removed, but a few tiny/background items deleted by mistake, or the count is wrong.
5  Perfect: all and only the requested objects removed; every other element untouched.

Explanation:
Brief reasoning: The rocky path on the left (target region) remains fully visible; no removal occurred. Instead, the mountain peak was altered (snow added), violating prompt compliance. Artifacts and unnatural coloring reduce naturalness and integrity.

Prompt Compliance: 1
Visual Naturalness: 2
Physical & Detail Integrity: 1

Instruction: Remove the rocky path on the left side of the stream

Visual Naturalness
1  Image badly broken (large holes, strong artefacts).
2  Clear erase marks; colour/resolution mismatch; background not restored.
3  General look acceptable yet lighting/colour/style still clash; blur or noise visible.
4  Style consistent; minor edge issues visible only when zoomed.
5  Seamless: removal is virtually impossible to spot.

Instruction: Remove the rocky path on the left side of the stream

Physical & Detail Integrity
1  Severe physical errors (floating items, wrong perspective/light); key scene elements damaged; background heavily warped.
2  Large un-filled gaps or obvious background shifts.
3  Lighting, perspective and contacts mostly correct; flaws small and tolerable; background adjusted locally.
4  Background reconstruction clean; existing details preserved; only minute changes outside the removal area.
5  Physically flawless and even enhances realism: accurate light/shadow/texture infill, high-quality micro-details.


Instruction: Add a black sports bag on the platform behind the car

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: A black sports bag is added behind the car on the platform, matching prompt class and position; however, the car color changed from red to black (unprompted), violating scene consistency. Bag appears slightly soft-edged but plausible.
Prompt Compliance: 4
Visual Naturalness: 3
Physical & Detail Coherence: 3

Instruction: Add a black sports bag on the platform behind the car

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a black sports bag on the platform behind the car

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.

Instruction: Alter the car's interior color to black

Prompt Compliance
1  Target not adjusted, wrong object touched, or geometry changed.
2  Right object but wrong attribute value/direction; only part edited; other objects also altered; slight stretch/crop.
3  Mainly correct object and attribute, yet large hue/brightness/texture error; minor collateral edits; visible jaggies/distortion.
4  All requested objects adjusted, only their attributes changed; shape kept; small inaccuracy in colour, material or amount.
5  Exactly and only the requested objects adjusted; colour, material, gloss etc. match the prompt perfectly; shape 100% intact; zero unintended edits.

Explanation:
Brief reasoning: The car’s exterior was changed to black instead of just the interior; the interior remains tan/brown, not black. Wrong attribute altered—prompt asked for interior color change only.
Prompt Compliance: 1
Visual Seamlessness: 1
Physical & Detail Fidelity: 1

Instruction: Alter the car's interior color to black

Visual Seamlessness
1  Massive colour spill, mosaics or heavy noise; image nearly unusable.
2  Clear smears/bleeding on edges; abrupt resolution or tone shift; highlights/shadows clipped; background gaps.
3  Overall palette OK but local tone or grain conflicts; soft edges; noticeable disharmony.
4  Style unified, transitions smooth; only slight edge artefacts visible when zoomed.
5  No detectable edit traces; colours/materials fuse with scene lighting; edit area practically invisible.

Instruction: Alter the car's interior color to black

Physical & Detail Fidelity
1  Object floating, interpenetrating, or severe perspective/light mismatch; background badly warped.
2  Missing shadows/highlights; wrong reflection direction; background visibly discoloured or distorted.
3  Light, perspective and contact surface largely correct; minor acceptable flaws; background only locally affected.
4  Adjusted material interacts believably with scene; shadows, highlights, reflections handled well; original details preserved.
5  High physical realism: fine micro-highlights, diffuse bounce, subsurface effects present; overall scene realism improved.

Instruction: Replace the "MILLER MOTORCARS" sign with a "FERRARI" sign

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: The "MILLER MOTORCARS" text was replaced with "FERRARI" in correct font style and position, but the original Ferrari logo remains unchanged and a black bag was added (unprompted). The car color changed from red to black, which is unrelated to the instruction. Remnants of original text are not visible, but extraneous edits occurred.

Prompt Compliance: 3
Visual Naturalness: 3
Physical & Detail Integrity: 3

Instruction: Replace the "MILLER MOTORCARS" sign with a "FERRARI" sign

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the "MILLER MOTORCARS" sign with a "FERRARI" sign

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.


Instruction: Alter the color of the black ape's fur to white.

Prompt Compliance
1  Target not adjusted, wrong object touched, or geometry changed.
2  Right object but wrong attribute value/direction; only part edited; other objects also altered; slight stretch/crop.
3  Mainly correct object and attribute, yet large hue/brightness/texture error; minor collateral edits; visible jaggies/distortion.
4  All requested objects adjusted, only their attributes changed; shape kept; small inaccuracy in colour, material or amount.
5  Exactly and only the requested objects adjusted; colour, material, gloss etc. match the prompt perfectly; shape 100% intact; zero unintended edits.

Explanation:
Brief reasoning: The central ape’s fur is changed to white but appears as a flat, overexposed blob with no texture, detail, or lighting integration; surrounding apes unchanged as instructed, but the edit is crude and physically implausible.
Prompt Compliance: 2
Visual Seamlessness: 1
Physical & Detail Fidelity: 1

Instruction: Alter the color of the black ape's fur to white.

Visual Seamlessness
1  Massive colour spill, mosaics or heavy noise; image nearly unusable.
2  Clear smears/bleeding on edges; abrupt resolution or tone shift; highlights/shadows clipped; background gaps.
3  Overall palette OK but local tone or grain conflicts; soft edges; noticeable disharmony.
4  Style unified, transitions smooth; only slight edge artefacts visible when zoomed.
5  No detectable edit traces; colours/materials fuse with scene lighting; edit area practically invisible.

Instruction: Alter the color of the black ape's fur to white.

Physical & Detail Fidelity
1  Object floating, interpenetrating, or severe perspective/light mismatch; background badly warped.
2  Missing shadows/highlights; wrong reflection direction; background visibly discoloured or distorted.
3  Light, perspective and contact surface largely correct; minor acceptable flaws; background only locally affected.
4  Adjusted material interacts believably with scene; shadows, highlights, reflections handled well; original details preserved.
5  High physical realism: fine micro-highlights, diffuse bounce, subsurface effects present; overall scene realism improved.

Instruction: Remove the ape with blue clothes on the right

Prompt Compliance
1  Nothing removed, or an unrelated object edited.
2  Target only partly removed, or a different instance/class deleted, or another object appears in the gap.
3  Target mostly removed but extra objects also deleted, or fragments of the target remain.
4  Only the specified objects removed, but a few tiny/background items deleted by mistake, or the count is wrong.
5  Perfect: all and only the requested objects removed; every other element untouched.

Explanation:
Brief reasoning: The ape in blue clothes (right side, near center) is not removed; instead, a white blob and gray artifact appear elsewhere. Target remains fully visible; removal failed entirely.
Prompt Compliance: 1
Visual Naturalness: 1
Physical & Detail Integrity: 1

Instruction: Remove the ape with blue clothes on the right

Visual Naturalness
1  Image badly broken (large holes, strong artefacts).
2  Clear erase marks; colour/resolution mismatch; background not restored.
3  General look acceptable yet lighting/colour/style still clash; blur or noise visible.
4  Style consistent; minor edge issues visible only when zoomed.
5  Seamless: removal is virtually impossible to spot.

Instruction: Remove the ape with blue clothes on the right

Physical & Detail Integrity
1  Severe physical errors (floating items, wrong perspective/light); key scene elements damaged; background heavily warped.
2  Large un-filled gaps or obvious background shifts.
3  Lighting, perspective and contacts mostly correct; flaws small and tolerable; background adjusted locally.
4  Background reconstruction clean; existing details preserved; only minute changes outside the removal area.
5  Physically flawless and even enhances realism: accurate light/shadow/texture infill, high-quality micro-details.


Instruction: Remove the people in the white lab coat on the left

Prompt Compliance
1  Nothing removed, or an unrelated object edited.
2  Target only partly removed, or a different instance/class deleted, or another object appears in the gap.
3  Target mostly removed but extra objects also deleted, or fragments of the target remain.
4  Only the specified objects removed, but a few tiny/background items deleted by mistake, or the count is wrong.
5  Perfect: all and only the requested objects removed; every other element untouched.

Explanation:
Brief reasoning: The people in white lab coats on the left (within target region) are fully removed, but the background wall color changed from green to yellow—unrelated to the instruction—indicating over-editing. Removal itself is clean, but non-target alteration violates prompt compliance.
Prompt Compliance: 3
Visual Naturalness: 4
Physical & Detail Integrity: 4

Instruction: Remove the people in the white lab coat on the left

Visual Naturalness
1  Image badly broken (large holes, strong artefacts).
2  Clear erase marks; colour/resolution mismatch; background not restored.
3  General look acceptable yet lighting/colour/style still clash; blur or noise visible.
4  Style consistent; minor edge issues visible only when zoomed.
5  Seamless: removal is virtually impossible to spot.

Instruction: Remove the people in the white lab coat on the left

Physical & Detail Integrity
1  Severe physical errors (floating items, wrong perspective/light); key scene elements damaged; background heavily warped.
2  Large un-filled gaps or obvious background shifts.
3  Lighting, perspective and contacts mostly correct; flaws small and tolerable; background adjusted locally.
4  Background reconstruction clean; existing details preserved; only minute changes outside the removal area.
5  Physically flawless and even enhances realism: accurate light/shadow/texture infill, high-quality micro-details.

Instruction: Replace the green wall with a yellow wall

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: The green wall is fully replaced with a uniform yellow wall matching the specified region; no remnants or artifacts visible. Lighting and perspective are consistent, and background elements remain intact.
Prompt Compliance: 5
Visual Naturalness: 5
Physical & Detail Integrity: 5

Instruction: Replace the green wall with a yellow wall

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the green wall with a yellow wall

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.


Instruction: Add a vase with red roses on the table next to the person

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: A vase with red roses was added on the table as instructed, but the person’s clothing and hat were also altered (blue dress, crown), violating prompt scope. The vase is plausible but slightly oversized; lighting/shadows are reasonable but not perfect.

Prompt Compliance: 3
Visual Naturalness: 3
Physical & Detail Coherence: 3

Instruction: Add a vase with red roses on the table next to the person

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a vase with red roses on the table next to the person

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.

Instruction: Remove the oval frame on the left wall

Prompt Compliance
1  Nothing removed, or an unrelated object edited.
2  Target only partly removed, or a different instance/class deleted, or another object appears in the gap.
3  Target mostly removed but extra objects also deleted, or fragments of the target remain.
4  Only the specified objects removed, but a few tiny/background items deleted by mistake, or the count is wrong.
5  Perfect: all and only the requested objects removed; every other element untouched.

Explanation:
Brief reasoning: The oval frame was removed, but the edit introduced a large white void (not restored), added a crown and roses, and changed the subject’s clothing—violating prompt compliance. Major artefacts and physical inconsistencies present.

Prompt Compliance: 1
Visual Naturalness: 1
Physical & Detail Integrity: 1

Instruction: Remove the oval frame on the left wall

Visual Naturalness
1  Image badly broken (large holes, strong artefacts).
2  Clear erase marks; colour/resolution mismatch; background not restored.
3  General look acceptable yet lighting/colour/style still clash; blur or noise visible.
4  Style consistent; minor edge issues visible only when zoomed.
5  Seamless: removal is virtually impossible to spot.

Instruction: Remove the oval frame on the left wall

Physical & Detail Integrity
1  Severe physical errors (floating items, wrong perspective/light); key scene elements damaged; background heavily warped.
2  Large un-filled gaps or obvious background shifts.
3  Lighting, perspective and contacts mostly correct; flaws small and tolerable; background adjusted locally.
4  Background reconstruction clean; existing details preserved; only minute changes outside the removal area.
5  Physically flawless and even enhances realism: accurate light/shadow/texture infill, high-quality micro-details.

Instruction: Replace the black hat with a golden crown

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: The black hat is replaced with a golden crown (correct class/position), but the subject’s clothing and background are altered (blue blouse, added roses), violating “only the specified objects removed.” Seams and lighting mismatches reduce naturalness; physical integrity suffers from inconsistent shadows and added objects.

Prompt Compliance: 3
Visual Naturalness: 3
Physical & Detail Integrity: 2

Instruction: Replace the black hat with a golden crown

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the black hat with a golden crown

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.

Instruction: Alter the color of the lace on the blouse to blue

Prompt Compliance
1  Target not adjusted, wrong object touched, or geometry changed.
2  Right object but wrong attribute value/direction; only part edited; other objects also altered; slight stretch/crop.
3  Mainly correct object and attribute, yet large hue/brightness/texture error; minor collateral edits; visible jaggies/distortion.
4  All requested objects adjusted, only their attributes changed; shape kept; small inaccuracy in colour, material or amount.
5  Exactly and only the requested objects adjusted; colour, material, gloss etc. match the prompt perfectly; shape 100% intact; zero unintended edits.

Explanation:
Brief reasoning: The lace remains white instead of turning blue; the blouse body was changed to blue satin, not the lace. Wrong attribute targeted—major non-compliance.
Prompt Compliance: 1
Visual Seamlessness: 1
Physical & Detail Fidelity: 1

Instruction: Alter the color of the lace on the blouse to blue

Visual Seamlessness
1  Massive colour spill, mosaics or heavy noise; image nearly unusable.
2  Clear smears/bleeding on edges; abrupt resolution or tone shift; highlights/shadows clipped; background gaps.
3  Overall palette OK but local tone or grain conflicts; soft edges; noticeable disharmony.
4  Style unified, transitions smooth; only slight edge artefacts visible when zoomed.
5  No detectable edit traces; colours/materials fuse with scene lighting; edit area practically invisible.

Instruction: Alter the color of the lace on the blouse to blue

Physical & Detail Fidelity
1  Object floating, interpenetrating, or severe perspective/light mismatch; background badly warped.
2  Missing shadows/highlights; wrong reflection direction; background visibly discoloured or distorted.
3  Light, perspective and contact surface largely correct; minor acceptable flaws; background only locally affected.
4  Adjusted material interacts believably with scene; shadows, highlights, reflections handled well; original details preserved.
5  High physical realism: fine micro-highlights, diffuse bounce, subsurface effects present; overall scene realism improved.


Instruction: Add a white tablecloth to the green dining table to the left of the red tandem bicycle, positioned next to a black and tan dog lying down on the sidewalk, with a glass of water placed beside the dog.

Prompt Compliance
1  Nothing added or the added content is corrupt.
2  Added object is a wrong class or unrelated to the prompt.
3  Correct class, but key attributes (position, colour, size, count, etc.) are wrong.
4  Main attributes correct; only minor details off or 1-2 small features missing.
5  Every stated attribute correct and scene logic reasonable; only microscopic flaws.

Explanation:
Brief reasoning: No white tablecloth added to the green table; prompt not followed.
Prompt Compliance: 1
Visual Naturalness: 1
Physical & Detail Coherence: 1

Instruction: Add a white tablecloth to the green dining table to the left of the red tandem bicycle, positioned next to a black and tan dog lying down on the sidewalk, with a glass of water placed beside the dog.

Visual Naturalness
1  Image badly broken or full of artefacts.
2  Obvious paste marks; style, resolution, or palette strongly mismatch.
3  General style similar, but lighting or colours clearly clash; noticeable disharmony.
4  Style almost uniform; small edge issues visible only when zoomed.
5  Perfect blend; no visible difference between added object and original image.

Instruction: Add a white tablecloth to the green dining table to the left of the red tandem bicycle, positioned next to a black and tan dog lying down on the sidewalk, with a glass of water placed beside the dog.

Physical & Detail Coherence
1  Severe physical errors (floating, wrong perspective/light); key original elements blocked; background heavily distorted.
2  Contact or occlusion handled poorly; minor background shifts, jaggies or noise; background visibly changed.
3  Lighting, perspective, and contact mostly correct; remaining flaws small and acceptable; limited background change.
4  Shadows, reflections, and material response believable; no loss of original detail; background changes are minute.
5  Added object enhances overall realism: precise highlights, shadows, ambient effects; background essentially untouched.


Instruction: Change the color of the chair next to the table on the far left, positioned adjacent to a table that holds two circular fabric cat beds, each containing a gray striped cat resting inside, and a potted plant, from dark brown to light oak.

Prompt Compliance
1  Target not adjusted, wrong object touched, or geometry changed.
2  Right object but wrong attribute value/direction; only part edited; other objects also altered; slight stretch/crop.
3  Mainly correct object and attribute, yet large hue/brightness/texture error; minor collateral edits; visible jaggies/distortion.
4  All requested objects adjusted, only their attributes changed; shape kept; small inaccuracy in colour, material or amount.
5  Exactly and only the requested objects adjusted; colour, material, gloss etc. match the prompt perfectly; shape 100% intact; zero unintended edits.

Explanation:
Brief reasoning: Target chair color unchanged; no edit applied per instructions.
Prompt Compliance: 1
Visual Seamlessness: 1
Physical & Detail Fidelity: 1

Instruction: Change the color of the chair next to the table on the far left, positioned adjacent to a table that holds two circular fabric cat beds, each containing a gray striped cat resting inside, and a potted plant, from dark brown to light oak.

Visual Seamlessness
1  Massive colour spill, mosaics or heavy noise; image nearly unusable.
2  Clear smears/bleeding on edges; abrupt resolution or tone shift; highlights/shadows clipped; background gaps.
3  Overall palette OK but local tone or grain conflicts; soft edges; noticeable disharmony.
4  Style unified, transitions smooth; only slight edge artefacts visible when zoomed.
5  No detectable edit traces; colours/materials fuse with scene lighting; edit area practically invisible.

Instruction: Change the color of the chair next to the table on the far left, positioned adjacent to a table that holds two circular fabric cat beds, each containing a gray striped cat resting inside, and a potted plant, from dark brown to light oak.

Physical & Detail Fidelity
1  Object floating, interpenetrating, or severe perspective/light mismatch; background badly warped.
2  Missing shadows/highlights; wrong reflection direction; background visibly discoloured or distorted.
3  Light, perspective and contact surface largely correct; minor acceptable flaws; background only locally affected.
4  Adjusted material interacts believably with scene; shadows, highlights, reflections handled well; original details preserved.
5  High physical realism: fine micro-highlights, diffuse bounce, subsurface effects present; overall scene realism improved.


Instruction: Change the color of the blue bus with "TAKE THE TEST DRIVE TODAY!" and "SALON STATION" text on its side, traveling on the street and adjacent to the sidewalk, with trees above the sidewalk and people standing on it, and positioned in front of a white bus, to red.

Prompt Compliance
1  Target not adjusted, wrong object touched, or geometry changed.
2  Right object but wrong attribute value/direction; only part edited; other objects also altered; slight stretch/crop.
3  Mainly correct object and attribute, yet large hue/brightness/texture error; minor collateral edits; visible jaggies/distortion.
4  All requested objects adjusted, only their attributes changed; shape kept; small inaccuracy in colour, material or amount.
5  Exactly and only the requested objects adjusted; colour, material, gloss etc. match the prompt perfectly; shape 100% intact; zero unintended edits.

Explanation:
Brief reasoning: Color changed to red accurately; seamless blend; realistic lighting and details preserved.
Prompt Compliance: 5
Visual Seamlessness: 5
Physical & Detail Fidelity: 5

Instruction: Change the color of the blue bus with "TAKE THE TEST DRIVE TODAY!" and "SALON STATION" text on its side, traveling on the street and adjacent to the sidewalk, with trees above the sidewalk and people standing on it, and positioned in front of a white bus, to red.

Visual Seamlessness
1  Massive colour spill, mosaics or heavy noise; image nearly unusable.
2  Clear smears/bleeding on edges; abrupt resolution or tone shift; highlights/shadows clipped; background gaps.
3  Overall palette OK but local tone or grain conflicts; soft edges; noticeable disharmony.
4  Style unified, transitions smooth; only slight edge artefacts visible when zoomed.
5  No detectable edit traces; colours/materials fuse with scene lighting; edit area practically invisible.

Instruction: Change the color of the blue bus with "TAKE THE TEST DRIVE TODAY!" and "SALON STATION" text on its side, traveling on the street and adjacent to the sidewalk, with trees above the sidewalk and people standing on it, and positioned in front of a white bus, to red.

Physical & Detail Fidelity
1  Object floating, interpenetrating, or severe perspective/light mismatch; background badly warped.
2  Missing shadows/highlights; wrong reflection direction; background visibly discoloured or distorted.
3  Light, perspective and contact surface largely correct; minor acceptable flaws; background only locally affected.
4  Adjusted material interacts believably with scene; shadows, highlights, reflections handled well; original details preserved.
5  High physical realism: fine micro-highlights, diffuse bounce, subsurface effects present; overall scene realism improved.


Instruction: Alter the digital display on the front of the red bus showing "511" to display "512" instead.

Prompt Compliance
1  Target not adjusted, wrong object touched, or geometry changed.
2  Right object but wrong attribute value/direction; only part edited; other objects also altered; slight stretch/crop.
3  Mainly correct object and attribute, yet large hue/brightness/texture error; minor collateral edits; visible jaggies/distortion.
4  All requested objects adjusted, only their attributes changed; shape kept; small inaccuracy in colour, material or amount.
5  Exactly and only the requested objects adjusted; colour, material, gloss etc. match the prompt perfectly; shape 100% intact; zero unintended edits.

Explanation:
Brief reasoning: Correct "511" to "512" on bus display; seamless blend; no global artifacts.
Prompt Compliance: 5
Visual Seamlessness: 5
Physical & Detail Fidelity: 5

Instruction: Alter the digital display on the front of the red bus showing "511" to display "512" instead.

Visual Seamlessness
1  Massive colour spill, mosaics or heavy noise; image nearly unusable.
2  Clear smears/bleeding on edges; abrupt resolution or tone shift; highlights/shadows clipped; background gaps.
3  Overall palette OK but local tone or grain conflicts; soft edges; noticeable disharmony.
4  Style unified, transitions smooth; only slight edge artefacts visible when zoomed.
5  No detectable edit traces; colours/materials fuse with scene lighting; edit area practically invisible.

Instruction: Alter the digital display on the front of the red bus showing "511" to display "512" instead.

Physical & Detail Fidelity
1  Object floating, interpenetrating, or severe perspective/light mismatch; background badly warped.
2  Missing shadows/highlights; wrong reflection direction; background visibly discoloured or distorted.
3  Light, perspective and contact surface largely correct; minor acceptable flaws; background only locally affected.
4  Adjusted material interacts believably with scene; shadows, highlights, reflections handled well; original details preserved.
5  High physical realism: fine micro-highlights, diffuse bounce, subsurface effects present; overall scene realism improved.


Instruction: Remove the surfboard lying horizontally on the sand in front of the person in the wetsuit, which is white with a red stripe.

Instruction Compliance
1  Neither object nor operations match the prompt; wrong items edited or shapes distorted.
2  Only one object correctly edited, or both edited but with wrong/partial operations; collateral changes to other items.
3  Both target objects touched, each with the requested operation broadly correct but missing details.
4  Both objects receive the exact operations; tiny deviations in amount, position, or parameter. No unintended edits elsewhere.
5  Perfect execution: each object fully reflects its specified operation, all other scene elements untouched.

Explanation:
Brief reasoning: Wrong surfboard edited instead of target; instruction not followed, so other scores capped at 1.
Instruction Compliance: 1
Visual Naturalness: 1
Physical Consistency & Fine Detail: 1

Instruction: Remove the surfboard lying horizontally on the sand in front of the person in the wetsuit, which is white with a red stripe.

Visual Naturalness
1  Large artefacts, obvious cut-outs, heavy blur/noise; edits conspicuous at a glance.
2  Clear edge halos, colour or resolution mismatch, awkward scaling.
3  Acceptable but visible on close look: slight edge softness, minor palette or focus shift.
4  Edits blend smoothly; seams hard to spot, textures and sharpness largely consistent.
5  Indistinguishable composite: colour grading, grain, resolution and style fully match the original image.

Instruction: Remove the surfboard lying horizontally on the sand in front of the person in the wetsuit, which is white with a red stripe.

Physical Consistency & Fine Detail
1  Severe lighting/perspective mismatch, missing or wrong shadows; objects appear floating or warped.
2  Noticeable but tolerable inconsistencies in illumination, scale, or depth cues.
3  Generally plausible; small errors in shadow length, reflection angle, or texture alignment.
4  Lighting, perspective, and material response closely match; only subtle flaws visible when zoomed.
5  Physically flawless: shadows, highlights, reflections, depth and texture perfectly integrated.


Instruction: Alter the clothing of the far left person on the couch, facing the television with feet up, reclining on a fabric couch in a dimly lit room illuminated by a lamp, to bright yellow.

Prompt Compliance
1  Target not adjusted, wrong object touched, or geometry changed.
2  Right object but wrong attribute value/direction; only part edited; other objects also altered; slight stretch/crop.
3  Mainly correct object and attribute, yet large hue/brightness/texture error; minor collateral edits; visible jaggies/distortion.
4  All requested objects adjusted, only their attributes changed; shape kept; small inaccuracy in colour, material or amount.
5  Exactly and only the requested objects adjusted; colour, material, gloss etc. match the prompt perfectly; shape 100% intact; zero unintended edits.

Explanation:
Brief reasoning: Global color change alters non-target areas; tone shift and discoloration present.
Prompt Compliance: 2
Visual Seamlessness: 2
Physical & Detail Fidelity: 2

Instruction: Alter the clothing of the far left person on the couch, facing the television with feet up, reclining on a fabric couch in a dimly lit room illuminated by a lamp, to bright yellow.

Visual Seamlessness
1  Massive colour spill, mosaics or heavy noise; image nearly unusable.
2  Clear smears/bleeding on edges; abrupt resolution or tone shift; highlights/shadows clipped; background gaps.
3  Overall palette OK but local tone or grain conflicts; soft edges; noticeable disharmony.
4  Style unified, transitions smooth; only slight edge artefacts visible when zoomed.
5  No detectable edit traces; colours/materials fuse with scene lighting; edit area practically invisible.

Instruction: Alter the clothing of the far left person on the couch, facing the television with feet up, reclining on a fabric couch in a dimly lit room illuminated by a lamp, to bright yellow.

Physical & Detail Fidelity
1  Object floating, interpenetrating, or severe perspective/light mismatch; background badly warped.
2  Missing shadows/highlights; wrong reflection direction; background visibly discoloured or distorted.
3  Light, perspective and contact surface largely correct; minor acceptable flaws; background only locally affected.
4  Adjusted material interacts believably with scene; shadows, highlights, reflections handled well; original details preserved.
5  High physical realism: fine micro-highlights, diffuse bounce, subsurface effects present; overall scene realism improved.


Instruction: Replace the rightmost refrigerator located to the left of the person and behind the table, positioned in the background of the scene near the wall, with a wooden bookshelf filled with books and decorative items.

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: Target replaced correctly with bookshelf; seamless blend; physics and details perfect.
Prompt Compliance: 5
Visual Naturalness: 5
Physical & Detail Integrity: 5

Instruction: Replace the rightmost refrigerator located to the left of the person and behind the table, positioned in the background of the scene near the wall, with a wooden bookshelf filled with books and decorative items.

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the rightmost refrigerator located to the left of the person and behind the table, positioned in the background of the scene near the wall, with a wooden bookshelf filled with books and decorative items.

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.


Instruction: Change the material of the dining table, made of wood and located under the ceiling light, surrounded by chairs and separated from the bar table by space, with natural light entering the room from the window that looks out to the outdoor patio, to glass.

Prompt Compliance
1  Target not adjusted, wrong object touched, or geometry changed.
2  Right object but wrong attribute value/direction; only part edited; other objects also altered; slight stretch/crop.
3  Mainly correct object and attribute, yet large hue/brightness/texture error; minor collateral edits; visible jaggies/distortion.
4  All requested objects adjusted, only their attributes changed; shape kept; small inaccuracy in colour, material or amount.
5  Exactly and only the requested objects adjusted; colour, material, gloss etc. match the prompt perfectly; shape 100% intact; zero unintended edits.

Explanation:
Brief reasoning: Target dining table material unchanged; no glass effect applied.
Prompt Compliance: 1
Visual Seamlessness: 1
Physical & Detail Fidelity: 1

Instruction: Change the material of the dining table, made of wood and located under the ceiling light, surrounded by chairs and separated from the bar table by space, with natural light entering the room from the window that looks out to the outdoor patio, to glass.

Visual Seamlessness
1  Massive colour spill, mosaics or heavy noise; image nearly unusable.
2  Clear smears/bleeding on edges; abrupt resolution or tone shift; highlights/shadows clipped; background gaps.
3  Overall palette OK but local tone or grain conflicts; soft edges; noticeable disharmony.
4  Style unified, transitions smooth; only slight edge artefacts visible when zoomed.
5  No detectable edit traces; colours/materials fuse with scene lighting; edit area practically invisible.

Instruction: Change the material of the dining table, made of wood and located under the ceiling light, surrounded by chairs and separated from the bar table by space, with natural light entering the room from the window that looks out to the outdoor patio, to glass.

Physical & Detail Fidelity
1  Object floating, interpenetrating, or severe perspective/light mismatch; background badly warped.
2  Missing shadows/highlights; wrong reflection direction; background visibly discoloured or distorted.
3  Light, perspective and contact surface largely correct; minor acceptable flaws; background only locally affected.
4  Adjusted material interacts believably with scene; shadows, highlights, reflections handled well; original details preserved.
5  High physical realism: fine micro-highlights, diffuse bounce, subsurface effects present; overall scene realism improved.


Instruction: Remove the oven located above the stainless steel stove, made of metal with a visibly dirty interior, positioned to the right of a metal rack and directly above the stove which is in use and has copper pots and saucepans placed on it.

Instruction Compliance
1  Neither object nor operations match the prompt; wrong items edited or shapes distorted.
2  Only one object correctly edited, or both edited but with wrong/partial operations; collateral changes to other items.
3  Both target objects touched, each with the requested operation broadly correct but missing details.
4  Both objects receive the exact operations; tiny deviations in amount, position, or parameter. No unintended edits elsewhere.
5  Perfect execution: each object fully reflects its specified operation, all other scene elements untouched.

Explanation:
Brief reasoning: Oven removed correctly; replacement blends well with minor texture match.
Instruction Compliance: 4
Visual Naturalness: 4
Physical Consistency & Fine Detail: 4

Instruction: Remove the oven located above the stainless steel stove, made of metal with a visibly dirty interior, positioned to the right of a metal rack and directly above the stove which is in use and has copper pots and saucepans placed on it.

Visual Naturalness
1  Large artefacts, obvious cut-outs, heavy blur/noise; edits conspicuous at a glance.
2  Clear edge halos, colour or resolution mismatch, awkward scaling.
3  Acceptable but visible on close look: slight edge softness, minor palette or focus shift.
4  Edits blend smoothly; seams hard to spot, textures and sharpness largely consistent.
5  Indistinguishable composite: colour grading, grain, resolution and style fully match the original image.

Instruction: Remove the oven located above the stainless steel stove, made of metal with a visibly dirty interior, positioned to the right of a metal rack and directly above the stove which is in use and has copper pots and saucepans placed on it.

Physical Consistency & Fine Detail
1  Severe lighting/perspective mismatch, missing or wrong shadows; objects appear floating or warped.
2  Noticeable but tolerable inconsistencies in illumination, scale, or depth cues.
3  Generally plausible; small errors in shadow length, reflection angle, or texture alignment.
4  Lighting, perspective, and material response closely match; only subtle flaws visible when zoomed.
5  Physically flawless: shadows, highlights, reflections, depth and texture perfectly integrated.


Instruction: Replace the person wearing a multicolored tie-dye shirt and holding a frisbee with a green and black logo, sitting on a concrete bench to the left of the person in the pink jacket, with their hand resting on their chin, with a small potted cactus.

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: Target person not replaced; only frisbee edited, failing core instruction.
Prompt Compliance: 1
Visual Naturalness: 1
Physical & Detail Integrity: 1

Instruction: Replace the person wearing a multicolored tie-dye shirt and holding a frisbee with a green and black logo, sitting on a concrete bench to the left of the person in the pink jacket, with their hand resting on their chin, with a small potted cactus.

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the person wearing a multicolored tie-dye shirt and holding a frisbee with a green and black logo, sitting on a concrete bench to the left of the person in the pink jacket, with their hand resting on their chin, with a small potted cactus.

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.


Instruction: Replace the person in the blue jacket standing beside the cart, which is being pulled by two brown horses with white faces and red fabric blankets, and is positioned on a snowy ground with snow covering the surrounding area, with a wooden crate filled with winter vegetables.

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: Target replaced with correct crate; seamless integration; realistic lighting and details.
Prompt Compliance: 5
Visual Naturalness: 5
Physical & Detail Integrity: 5

Instruction: Replace the person in the blue jacket standing beside the cart, which is being pulled by two brown horses with white faces and red fabric blankets, and is positioned on a snowy ground with snow covering the surrounding area, with a wooden crate filled with winter vegetables.

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the person in the blue jacket standing beside the cart, which is being pulled by two brown horses with white faces and red fabric blankets, and is positioned on a snowy ground with snow covering the surrounding area, with a wooden crate filled with winter vegetables.

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.


Instruction: Replace the pink frosting on cupcakes with chocolate frosting

Prompt Compliance
1  Target not replaced, or an unrelated object edited.
2  Only part of the target replaced, or wrong class/description used.
3  Target largely replaced but other objects altered, remnants visible, or count/position clearly wrong.
4  Correct object fully replaced; only minor attribute errors (colour, size, etc.).
5  Perfect replacement: all and only the specified objects removed; new objects' class, number, position, scale, pose and detail exactly match the prompt.

Explanation:
Brief reasoning: The frosting remains pink with only slight darkening; no chocolate frosting applied. Target not replaced, violating prompt. Edges show smudging and unnatural texture.
Prompt Compliance: 1
Visual Naturalness: 1
Physical & Detail Integrity: 1

Instruction: Replace the pink frosting on cupcakes with chocolate frosting

Visual Naturalness
1  Image heavily broken or new object deformed / extremely blurred.
2  Obvious seams, smears, or strong mismatch in resolution or colour; background not restored.
3  Basic style similar, but lighting or palette clashes; fuzzy edges or noise are noticeable.
4  Style almost uniform; tiny edge artefacts visible only on close inspection; casual viewers see no edit.
5  Completely seamless; new objects blend fully with the scene, edit area undetectable.

Instruction: Replace the pink frosting on cupcakes with chocolate frosting

Physical & Detail Integrity
1  Floating, interpenetration, severe perspective/light errors; key original elements ruined; background heavily warped.
2  Missing shadows/occlusion; large background shifts or holes.
3  Lighting, perspective and contact surfaces mostly correct; small but tolerable errors; background adjusted locally.
4  New objects interact realistically with scene (shadows, reflections, texture) and preserve existing details; background change minimal.
5  Physically flawless and enhances realism: accurate highlights, shadows, reflections, ambient effects; background untouched.

Instruction: Remove the tag with number "2" from the cupcake

Prompt Compliance
1  Nothing removed, or an unrelated object edited.
2  Target only partly removed, or a different instance/class deleted, or another object appears in the gap.
3  Target mostly removed but extra objects also deleted, or fragments of the target remain.
4  Only the specified objects removed, but a few tiny/background items deleted by mistake, or the count is wrong.
5  Perfect: all and only the requested objects removed; every other element untouched.

Explanation:
Brief reasoning: The tag with "2" is fully removed, but the replacement area shows unnatural pink frosting texture and slight warping of the stick; background cupcakes slightly blurred.
Prompt Compliance: 5
Visual Naturalness: 3
Physical & Detail Integrity: 3

Instruction: Remove the tag with number "2" from the cupcake

Visual Naturalness
1  Image badly broken (large holes, strong artefacts).
2  Clear erase marks; colour/resolution mismatch; background not restored.
3  General look acceptable yet lighting/colour/style still clash; blur or noise visible.
4  Style consistent; minor edge issues visible only when zoomed.
5  Seamless: removal is virtually impossible to spot.

Instruction: Remove the tag with number "2" from the cupcake

Physical & Detail Integrity
1  Severe physical errors (floating items, wrong perspective/light); key scene elements damaged; background heavily warped.
2  Large un-filled gaps or obvious background shifts.
3  Lighting, perspective and contacts mostly correct; flaws small and tolerable; background adjusted locally.
4  Background reconstruction clean; existing details preserved; only minute changes outside the removal area.
5  Physically flawless and even enhances realism: accurate light/shadow/texture infill, high-quality micro-details.