ccccEsion/IMUG-Bench huggingface dataset:
Domain: Apparel / multi_person_portrait

turn: 1
modality: text
input: text: Observe the given group photo and judge which of the following descriptions of their "relationship" could be plausible based on common sense (multiple selections possible):
A. Band members
B. University classmates
C. Professional colleagues in a formal office
D. Siblings
E. Members of a sports team
F. Strangers posing together for a random photo.
Please output your answer as a continuous sequence of letters.
output: answer: ABE

turn: 2
modality: text
input: Now, assume the primary relationship between the people in the picture is that of **band members**, and they will be going together to a **live music performance at a local venue**. If they are to take a group photo that fits this relationship, please choose the most appropriate outfit scheme:
A. All wearing matching, stylish black leather jackets over graphic band t-shirts, with dark jeans.
B. All wearing identical, brightly colored polo shirts and khaki pants.
C. All wearing formal three-piece suits with ties.
D. All wearing athletic jerseys and sweatpants.
E. None of the above.
output: answer: A

turn: 3
modality: image
input: Please edit the original group photo as a whole: 1) Adjust everyone's outfits to the correct outfit scheme you selected in the previous round (you can create consistent or coordinated variations for each person, but they must match the description); 2) Replace the background with the venue mentioned in the previous round. Only modify the clothing and background. Do not alter any other details about the people or other unrelated elements.
output: evaluation_points: The outfits for all three people are overall consistent with the description of 'matching, stylish black leather jackets over graphic band t-shirts, with dark jeans' as selected in Turn 2. The style features (leather jackets, band tees, jeans) are distinct and typical for a band.

The background scene is a 'live music performance at a local venue' as mentioned in Turn 2. It fits the context (e.g., a dimly lit stage area, club setting, or backstage area) and integrates naturally with the people (lighting/shadows are plausible, no obvious editing flaws like mismatched perspective).

The number of people, their individual features (hairstyles, glasses, facial features, builds), and their poses (standing upright, facing forward, arm positions) are all consistent with the original group photo from Turn 1 input. Their relative positions are not disturbed, and there are no errors of missing or extra people.

The background elements from the original image (the specific tree, street, vehicle) have been completely replaced. Unrelated elements like the ground texture may be adapted to fit the new venue setting, but the core modification is to clothing and background.

The image is a clear modification of the original group photo from Turn 1 input, not a newly generated image from scratch. The composition, framing, and fundamental arrangement of the three subjects remain identical to the source.
Domain: Apparel / multi_person_portrait

turn: 1
modality: text
input: text: Observe the given group photo and, based on the portrayal of the people in the picture, judge which of the following descriptions of their "relationship" could be considered plausible in common sense (multiple choice allowed):
A. Siblings
B. Spouses / Long-term Partners
C. Colleagues
D. Parent and Child
E. Hiking Club Friends
F. Strangers who just met.
Please output the correct sequence of letters.
output: answer: ABCE

turn: 2
modality: text
input: Now, assume the primary relationship between the people in the picture is **Spouses / Long-term Partners**, and they will be going together to a **casual weekend farmers' market**. If they were to take a photo together that fits this relationship, please choose the most appropriate outfit scheme:
A. Both wear matching, brightly colored polo shirts and khaki shorts.
B. The person on the left wears a cozy, patterned sweater and dark jeans; the person on the right wears a casual button-down shirt and chinos.
C. Both wear formal business suits.
D. Both wear athletic tracksuits and running shoes.
E. None of the above.
output: answer: B

turn: 3
modality: image
input: Please edit the original group photo as a whole: 1) Adjust everyone's outfits to the correct outfit scheme you selected in the previous round (you may create consistent or coordinated variations for each person, but they must fit the description); 2) Replace the background with the occasion mentioned in the previous round. Only modify the clothing and background. Do not change any other details about the people or any other unrelated elements.
output: evaluation_points: 1. The overall outfits of all people in the image are consistent with the description from Turn 2: 'The person on the left wears a cozy, patterned sweater and dark jeans; the person on the right wears a casual button-down shirt and chinos.' The style features (e.g., cozy sweater, casual shirt) should be clearly visible and typical for a casual outing.

2. The background scene is replaced with a 'casual weekend farmers' market.' The new background should be plausible (e.g., market stalls, people browsing, produce displays) and integrate naturally with the people. Lighting and shadows on the people should be consistent with the new market environment, with no obvious editing flaws like mismatched lighting or blurry edges.

3. The number of people, their individual features (body type, hair, pose), and their relative positions (person on left slightly forward, person on right leaning on a post) must remain completely unchanged from the input image of Turn 1. No people should be added or removed, and their spatial arrangement should not be disturbed.
Domain: Apparel / multi_person_portrait

turn: 1
modality: text
input: text: Observe the given group photo and judge which of the following descriptions of their "relationship" could be plausible based on common sense (multiple choices possible):
A. Brothers
B. Colleagues
C. Father and son
D. Cousins
E. Friends
F. Business partners

Options:
A. Brothers
B. Colleagues
C. Father and son
D. Cousins
E. Friends
F. Business partners
output: answer: ABDE

turn: 2
modality: text
input: Now, assume the primary relationship between the people in the photo is **brothers**, and they will be attending a **traditional family wedding** together. If they are to take a photo that fits this relationship, choose the most appropriate outfit scheme:
A. Both wear matching, formal black tuxedos with bow ties.
B. Both wear coordinated, elegant sherwanis in complementary colors (e.g., cream and gold) with intricate embroidery.
C. Both wear casual jeans and plain white t-shirts.
D. Both wear identical tracksuits.
E. None of the above.

Options:
A. Both wear matching, formal black tuxedos with bow ties.
B. Both wear coordinated, elegant sherwanis in complementary colors (e.g., cream and gold) with intricate embroidery.
C. Both wear casual jeans and plain white t-shirts.
D. Both wear identical tracksuits.
E. None of the above.
output: answer: B

turn: 3
modality: image
input: Please edit the original group photo as a whole: 1) Adjust everyone's outfits to the correct outfit scheme you selected in the previous round (you can create consistent or coordinated variations for each character, but they must match the description); 2) Replace the background with the occasion mentioned in the previous round. Only modify the clothing and background; do not change any other details about the people or other unrelated elements.
output: evaluation_points: The outfits of all people in the image should be consistent with the description of 'coordinated, elegant sherwanis in complementary colors (e.g., cream and gold) with intricate embroidery' as selected in Turn 2. The style should be typical for a traditional family wedding.

The background scene should be replaced with a 'traditional family wedding' setting as mentioned in Turn 2, such as a decorated mandap, wedding hall, or festive courtyard. The integration with the people should be natural, with consistent lighting and shadows, and no obvious editing flaws.

The number of people, their facial features, hairstyles, poses, and relative positions must remain identical to the original group photo from Turn 1 input. No people should be added or removed, and their spatial arrangement should not be disturbed.

All elements unrelated to the clothing and background (e.g., the subjects' facial expressions, body shapes, the vine leaves on the left side of the original wall, the wooden door frame on the right) must remain unchanged from the original group photo in Turn 1 input, ensuring this is a modification and not a completely new generation.
Domain: Apparel / multi_person_portrait

turn: 1
modality: text
input: text: Observe the given group photo and judge which of the following descriptions of their "relationship" are plausibly possible based on common sense (multiple selections allowed):
A. College roommates
B. Colleagues from the same office
C. Siblings
D. Members of the same sports team
E. Cousins
F. Father and sons

Options:
A. College roommates
B. Colleagues from the same office
C. Siblings
D. Members of the same sports team
E. Cousins
F. Father and sons
output: answer: ABDE

turn: 2
modality: text
input: Now, assume the primary relationship between the people in the picture is **colleagues from the same office**, and they will be going together to a **casual Friday office party**. If they were to take a group photo fitting this relationship, choose the most appropriate outfit scheme:
A. All three people wearing matching formal business suits with ties.
B. All three people wearing coordinated, smart-casual outfits like polo shirts, chinos, and casual button-ups.
C. All three people wearing identical sports jerseys and athletic shorts.
D. All three people wearing pajamas and slippers.
E. None of the above.
output: answer: B

turn: 3
modality: image
input: Please edit the original group photo as a whole: 1) Adjust everyone's outfits to the correct outfit scheme you selected in the previous round (you can create consistent or coordinated variations for each character, but they must fit the description); 2) Replace the background with the occasion mentioned in the previous round. Only modify the clothing and background. Do not change any other details about the people or any unrelated elements.
output: evaluation_points: The outfits for all three people should be consistent with the 'coordinated, smart-casual outfits' description (e.g., polo shirts, chinos, casual button-ups) as selected in Turn 2. The style should be typical for a casual office event.

The background should be replaced with a scene fitting the 'casual Friday office party' occasion mentioned in Turn 2 (e.g., an office lounge, a decorated conference room, a break area with snacks). The lighting and shadows on the people should blend naturally with the new background without obvious editing flaws.

The number of people, their facial features, hairstyles, poses, and relative positions must remain identical to the original group photo provided in Turn 1 (input image). No person should be missing, added, or have their core appearance altered.

The overall composition and framing of the group shot should be preserved, identical to the original group photo provided in Turn 1 (input image). Only the clothing textures/colors and the background environment should be modified.
Domain: Apparel / multi_person_portrait

turn: 1
modality: text
input: text: Observe the given group photo and, based on the portrayal of the people in the image, determine which of the following descriptions of their "relationship" could be plausible in common sense (multiple selections possible): A. Siblings, B. Close friends, C. Coworkers, D. Classmates, E. Parent and children, F. Strangers.
Options:
A. Siblings
B. Close friends
C. Coworkers
D. Classmates
E. Parent and children
F. Strangers
output: answer: ABD

turn: 2
modality: text
input: Now, assume the primary relationship between the people in the image is 'Classmates', and they will be going together to a 'School Sports Day'. If they were to take a group photo that fits this relationship, please select the most appropriate outfit scheme: A. All wearing matching school sports team jerseys and athletic shorts, B. All wearing formal business suits and ties, C. All wearing elegant evening gowns and high heels, D. All wearing swimsuits and carrying beach towels, E. None of the above.
Options:
A. All wearing matching school sports team jerseys and athletic shorts
B. All wearing formal business suits and ties
C. All wearing elegant evening gowns and high heels
D. All wearing swimsuits and carrying beach towels
E. None of the above
output: answer: A

turn: 3
modality: image
input: Please edit the original group photo as a whole: 1) Adjust everyone's outfits to the correct outfit scheme you selected in the previous round (you can create consistent or coordinated variations for each person, but they must match the description); 2) Replace the background with the occasion mentioned in the previous round. Only modify the clothing and background; do not change any other details about the people or other unrelated elements.
output: evaluation_points: The overall outfits for all three people in the image are consistent with the description 'All wearing matching school sports team jerseys and athletic shorts', which was the correct outfit scheme selected in Turn 2 for a 'School Sports Day'.

The background scene has been replaced with a 'School Sports Day' setting (the occasion mentioned in Turn 2), such as a school athletic field or track. The integration with the people is natural, with lighting and shadows consistent with the new outdoor sports environment and no obvious editing flaws.

The number of people (three), their individual features (hair, facial expressions, body types), and their poses (seated side-by-side, arms over shoulders, pointing gesture) all match the original input image from turn 1. Their relative positions are not disrupted, and there are no errors of missing or extra people.

All elements unrelated to the clothing and background modification, such as the concrete ledge they were originally sitting on (now replaced), the original foliage, and the original sky, have been appropriately changed to the new 'School Sports Day' setting.

The image is a clear modification of the original input photo from turn 1, not a completely newly generated image. The core composition and arrangement of the three people remain identical to the source.
Domain: Apparel / multi_person_portrait

turn: 1
modality: text
input: text: Observe the given group photo and judge which of the following descriptions of their "relationship" are plausibly possible based on common sense (multiple choice allowed):
A. Band members
B. Siblings
C. Co-workers at a corporate office
D. Members of a fashion or art collective
E. High school sports teammates
F. Strangers who just met for a photo.
Please output your answer as a continuous sequence of letters (e.g., 'ABD').
output: answer: ABD

turn: 2
modality: text
input: Now, assume the primary relationship between the people in the picture is that of **band members**, and they are going to a **live music performance** together. If they were to take a group photo fitting this relationship, choose the most appropriate outfit scheme:
A. Matching black leather jackets, dark jeans, and band t-shirts.
B. Formal three-piece suits with ties and dress shoes.
C. Casual athletic wear: sweatpants, hoodies, and sneakers.
D. Identical, brightly colored tracksuits.
E. None of the above.
output: answer: A

turn: 3
modality: image
input: Please edit the original group photo as a whole: 1) Adjust everyone's outfits to the correct outfit scheme you selected in the previous round (you can create consistent or coordinated variations for each person, but they must fit the description); 2) Replace the background with the 'live music performance' venue mentioned in the previous round. Only modify the clothing and background. Do not change any other details about the people or any unrelated elements.
output: evaluation_points: All three people are wearing outfits consistent with the 'Matching black leather jackets, dark jeans, and band t-shirts' scheme selected in Turn 2. Each person's outfit should be a clear variation of this theme (e.g., different band t-shirt designs, slightly different cuts of jeans or jackets), but the overall style should be cohesive and typical for a rock/punk band aesthetic.

The background is replaced with a 'live music performance' venue as mentioned in Turn 2, such as a dimly lit stage, a club interior with a crowd, or a backstage area with equipment. The lighting and shadows on the people should be consistent with this new background, and the integration should look natural without obvious editing artifacts like mismatched edges or inconsistent light sources.

The number of people (three), their individual features (faces, hairstyles, body types), poses, and relative positions in the frame must remain identical to the original group photo provided in Turn 1 (input image).
Domain: Apparel / multi_person_portrait

turn: 1
modality: text
input: text: Observe the given group photo and judge which of the following descriptions of the "relationship between the people" could be plausible based on common sense (multiple choices possible): A. Siblings, B. Close friends, C. Colleagues, D. Mentor and mentee, E. Strangers, F. Parent and child.
Options:
A. Siblings
B. Close friends
C. Colleagues
D. Mentor and mentee
E. Strangers
F. Parent and child
output: answer: AB

turn: 2
modality: text
input: Now, assume the primary relationship between the people in the image is 'Close friends', and they are going together to a 'Music Festival'. If they were to take a group photo that fits this relationship, choose the most appropriate outfit scheme: A. Both wear matching, vibrant, oversized graphic t-shirts with denim shorts and sneakers, accessorized with sunglasses and festival wristbands. B. Both wear formal business suits with ties and leather dress shoes. C. Both wear elegant evening gowns and high heels. D. Both wear matching athletic tracksuits and running shoes. E. None of the above.
output: answer: A

turn: 3
modality: image
input: Please edit the original group photo as a whole: 1) Adjust everyone's outfits to the correct outfit scheme you selected in the previous round (you can create consistent or coordinated variations for each person, but they must fit the description); 2) Replace the background with the 'Music Festival' occasion mentioned in the previous round. Only modify the clothing and background. Do not change any other details about the people or any unrelated elements.
output: evaluation_points: The outfits of both people in the image are overall consistent with the description of 'matching, vibrant, oversized graphic t-shirts with denim shorts and sneakers, accessorized with sunglasses and festival wristbands'. The style features (e.g., oversized fit, graphic design, casual shorts, sneakers, accessories) are clearly present and typical for the theme.

The background scene is a 'Music Festival', featuring elements like a festival stage, crowd, tents, or banners. The scene integrates naturally with the people, with lighting and shadows that are consistent and reasonable (e.g., the warm, directional light matches the original image's lighting conditions), and there are no obvious editing flaws like harsh edges or mismatched lighting.

The number of people, their physical features (hairstyles, facial features, body types), poses, and relative positions (one viewed from the rear with the other's arm draped over the shoulder) are all identical to the original group photo (Turn 1 input image). No people are missing or added, and their spatial arrangement is not disrupted.

All elements unrelated to the clothing and background modifications (e.g., the palm trees, parked cars, and building structures from the original group photo in Turn 1) have been completely replaced by the festival background. The image is clearly a modification of the original group photo (Turn 1 input image), not a newly generated scene with different people.
Domain: Apparel / multi_person_portrait

turn: 1
modality: image
input: text: Based on the input group photo, uniformly recolor the same type of clothing item worn by all people (this clothing item must be visible on all figures in the reference image): change them all to the color lavender, and keep all other unrelated elements and details unchanged.
output: evaluation_points: The color of the footwear (shoes/sneakers) worn by all three people has been uniformly changed to lavender, and the color is consistent across all three pairs.

Non-target clothing items (e.g., Person 1's sweater and jeans, Person 2's crop top and trousers, Person 3's hat and bag) remain unchanged in color and style compared to the Turn 1 input image.

All personal characteristics (including gender, spatial positions, poses, hairstyles, and all features other than clothing) remain consistent with the Turn 1 input image, with no significant alterations.

The background scene (white walls, dark grey floor, circular aperture, door, exit sign) and the overall lighting conditions (high-contrast, directional light from the aperture) are consistent with the Turn 1 input image, showing no unnatural editing artifacts.

The image is a clear modification of the Turn 1 input image, not a completely newly generated scene. The composition, perspective, and relative positions of all elements match the Turn 1 input image.

turn: 2
modality: text
input: Based on the image you modified in the previous round, select the combination of the 'before/after' color of the footwear for the person in the center of the frame (the second person from the left):

A. Before: White, After: Lavender
B. Before: Light-colored, After: White
C. Before: Lavender, After: Light-colored
D. Before: Light-colored, After: Lavender
E. None of the above
output: answer: D
Domain: Apparel / multi_person_portrait

turn: 1
modality: text
input: text: Observe the group photo and determine the position of the person wearing a brown hooded sweatshirt with a large graphic logo on the chest. Choose the most appropriate option:
A. The person on the far left
B. The person in the center
C. The person on the far right
D. The person second from the left
E. None of the above
output: answer: B

turn: 2
modality: image
input: Based on the original group photo, swap the positions/standing places of the person wearing a black, oversized, ribbed-knit hooded sweatshirt with the person wearing a black, oversized, zip-up hooded sweatshirt with a silver earring. Apart from this position swap, all unrelated elements should remain unchanged.
output: evaluation_points: 1. The person in the black ribbed-knit hoodie (originally on the far left in the Turn 1 input image) now appears in the far right position, and the person in the black zip-up hoodie with a silver earring (originally on the far right in the Turn 1 input image) now appears in the far left position. The person wearing a brown hooded sweatshirt with a large graphic logo on the chest (as described in Turn 1) remains in the center.

2. All three individuals retain their exact original features: hairstyles, facial expressions (subtle smile, direct gaze, intense gaze), poses (crossed arms, arms at sides, squared shoulders), and clothing details (hoodie textures, logo on the brown hoodie, earring on the right person).

3. The background remains identical to the background in the Turn 1 input image: the broken multi-paned window with wooden framing, the deteriorated walls with peeling green paint, the scattered debris at the base of the wall, and the diffuse lighting from the upper left.

4. The image must be clearly recognizable as a modification of the Turn 1 input image. The spatial arrangement of the three figures is the primary change, while their individual appearances and the gritty, decayed environment are preserved exactly as in the Turn 1 input image.