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

turn: 1
modality: image
input: text: Please edit the appearance of the person's clothing based on the given image: Using the person's trousers as a color and pattern reference, extract its color (if it contains multiple colors, directly extract the pattern or texture formed by the multiple colors), and change all other visible clothing items on the person to exactly match this color, while keeping unrelated elements unchanged.
output: evaluation_points: Every modified clothing item (the T-shirt and the accessories visible on the wrists and neck) has been successfully changed to match the main color of the reference trousers (dark gray/charcoal gray). The color should be visually discernible as consistent.

The style and structure of each garment (T-shirt cut, sleeve length, necklace/bracelet/ring shapes) remain unchanged.

The image background environment (blurred green foliage, dark gray stone wall) is consistent with the input image, with no significant changes.

The person's characteristics (gender, face, hairstyle, body type) and pose (standing, leaning on the wall, hands on the stone, direct gaze) are consistent with the input image, with no significant changes.

The image can be clearly seen as a modification of the image provided in Turn 1, not a completely regenerated image.

turn: 2
modality: text
input: Please observe the image generated in Turn 1 and determine what color the person's T-shirt should be now? Please choose the most appropriate option:
A. Dark Gray
B. Off-White
C. Charcoal Gray
D. Black
E. None of the above
output: answer: A

turn: 3
modality: image
input: text: I will now provide a new clothing reference image. Based on your most recently generated image (which we call the target image), please replace only the jacket from the reference image onto the person in the target image, while keeping unrelated elements unchanged.
output: evaluation_points: The migrated jacket matches the input image of turn 3 in key details (color, material texture, cut/contour, any significant pattern/logo).

The jacket is appropriately worn on the correct part of the person in the target image, completely replacing the original T-shirt from the target image, with correct layering and occlusion, not simply overlaid.

The target person's characteristics and pose (face, hairstyle, body type, posture leaning on the wall) remain consistent with the person in the Turn 1 input image, with no significant changes.

Apart from the jacket, the person's other clothing items (the trousers and the accessories on the wrists and neck) remain unchanged, consistent with their features in the Turn 1 output image, and are not mistakenly altered.

The image background (blurred green foliage, dark gray stone wall) remains consistent with the Turn 1 input image, with no significant changes.

The image can be clearly seen as modified from the reference image, not a completely regenerated image.
Domain: Apparel / garment_replacement

turn: 1
modality: text
input: text: Observe the outfit of the person in the picture and choose the climate/weather condition from the list below that is most suitable for the person's current attire:
A. A hot and humid summer day at the beach.
B. A cool, breezy autumn afternoon in the city.
C. A freezing winter blizzard with heavy snow.
D. A rainy and windy spring thunderstorm.
E. None of the above.
output: answer: B

turn: 2
modality: image
input: Now, please modify the person's outfit based on the image from Turn 1. The modified outfit should be suitable for a hot and humid summer day at the beach, while keeping all other unrelated features (including the person themselves, the image background, etc.) and the color, pattern, and style of the clothing consistent. Only modify the type of clothing as required.
output: evaluation_points: 1. The image can be clearly seen as a modification of the input image, not a completely regenerated image.

The background of the image remains consistent with the Turn 1 input image, with no significant changes.

The gender, appearance, physique, and posture of the person in the image are consistent with the Turn 1 input image, with no significant changes.

4. The person's outfit in the image is suitable for a hot and humid summer day at the beach, as required by the Turn 2 input text.

The color, pattern, and overall visual style of the person's clothing remain consistent or highly similar to the Turn 1 input image, with no significant changes (excluding changes to the clothing type).

turn: 3
modality: image
input: text: I will now provide a new clothing reference image. Please, based on your most recently generated image (which we call the target image), replace only the hat on the hat image's person with the shirt from the reference image, and keep all unrelated elements unchanged.
output: evaluation_points: 1. The migrated hat matches the input image of turn 3 in key details (color, material texture, cut/contour, significant patterns/logo, etc.), consistent with the reference.

2. The hat is appropriately worn on the correct part of the person in the target image, and, if necessary, completely replaces the original garment with correct occlusion, not simply overlaid.

3. The target person's characteristics and posture remain consistent with the target image, with no significant changes.

The target person's characteristics and posture remain consistent with the Turn 1 input image, with no significant changes.

Apart from the hat, the person's remaining clothing (the hat and necklace) remains unchanged. The necklace should be consistent with the features of the Turn 2 output image, which itself should depict a person wearing an outfit suitable for a hot and humid summer day at the beach (as per Turn 2 requirement).

The image background remains consistent with the Turn 1 input image, with no significant changes.
Domain: Apparel / garment_replacement

turn: 1
modality: text
input: text: Observe the outfit worn by the person in the image, and choose the climate/weather condition from the list below that is most suitable for the person's current attire:
A. A warm, sunny summer day at the beach.
B. A cold, snowy winter day in the mountains.
C. A mild, pleasant spring day in the city.
D. A rainy, windy autumn day.
E. None of the above.
output: answer: C

turn: 2
modality: image
input: Now, please modify the person's outfit based on the image from Turn 1. The modified outfit should be suitable for a cold, snowy winter day in the mountains, while keeping all other unrelated features (including the person themselves, the image background, etc.) and the color, pattern, and style of the clothing consistent. Only modify the type of clothing as required to be reasonable.
output: evaluation_points: 1. The image can be clearly seen as a modification of the input image, not a completely regenerated image.

2. The background of the image remains consistent with the input image, with no significant changes.

3. The gender, appearance, physique, and pose of the person in the image are consistent with the input image, with no significant changes.

4. The person's outfit in the image is suitable for a cold, snowy winter day in the mountains.

The color, pattern, and overall visual style of the person's entire outfit remain consistent or highly similar to the Turn 1 input image (Apparel__garment_replacement__4__img_0.jpg), with no significant changes (excluding changes to the clothing type).

turn: 3
modality: image
input: text: I will now provide a new clothing reference image. Please, based on your most recently generated image (which we will call the target image), replace only the helmet on the person in the target image with the helmet from the reference image, and keep all unrelated elements unchanged.
output: evaluation_points: The migrated helmet match the input image of turn 3  in key details (color, material texture, cut/silhouette, significant patterns/Logo, etc.), consistent with the reference.

2. The helmet are appropriately worn on the correct part of the person in the target image, completely replacing the original trousers where necessary, with correct occlusion, not simply overlaid.

The target person's characteristics (gender, appearance, physique) and pose remain consistent with the target image (the image generated in Turn 2), with no significant changes.

Apart from the helmet, the person's remaining clothing (the top, accessories) remains unchanged, consistent with the features of the target image (the image generated in Turn 2), and is not mistakenly altered. Specifically, the top must remain suitable for a cold, snowy winter day in the mountains, as required in Turn 2.

The image background remains consistent with the Turn 1 input image, with no significant changes.

The image can be clearly seen as a modification of the target image (the image generated in Turn 2), not a completely regenerated image.
Domain: Apparel / garment_replacement

turn: 1
modality: text
input: text: Observe the attire of the person in the image and choose the climate/weather condition from the list below that is most suitable for their current outfit:
A. A hot summer day at the beach
B. A formal indoor photoshoot in a temperature-controlled studio
C. A snowy winter day in the mountains
D. A rainy autumn day in the city
E. None of the above
output: answer: B

turn: 2
modality: image
input: Now, based on the image from Turn 1, modify the person's outfit. The modified outfit should be suitable for a snowy winter day in the mountains, while keeping all other unrelated features (including the person themselves, the image background, etc.) and the color, pattern, and style of the clothing consistent. Only modify the type of clothing reasonably as required.
output: evaluation_points: The image should be clearly recognizable as a modification of the input image, not a completely regenerated image.

The image background (blurred studio background with colored lighting and atmospheric haze) must remain consistent with the input image, with no significant changes.

The person's gender, facial features, hairstyle, body type, and pose (standing, head tilted, hand touching cheek) must remain consistent with the input image, with no significant changes.

The person's outfit must be suitable for a snowy winter day in the mountains (e.g., a warm coat, sweater, or other cold-weather attire).

The overall visual style of the person's entire outfit (color, pattern, texture) must remain consistent or highly similar to the input image, with no significant changes (excluding changes to the clothing type/garment).

turn: 3
modality: image
input: text: I will now provide a new clothing reference image. Based on your most recently generated image (which we call the target image), replace only the garment on the target image's person with the yoga pants from the reference image. Keep all unrelated elements unchanged.
output: evaluation_points: The transferred yoga pants must match the input image of turn 3 in key details (color, material texture, cut/silhouette, significant patterns/logos, etc.).

The yoga pants must be appropriately worn on the correct location of the target person's upper body, completely replacing the previous upper-body garment if necessary, with correct layering and occlusion, not simply overlaid.

The target person's characteristics (gender, facial features, hairstyle, body type) and pose must remain consistent with the person in the image from Turn 1, with no significant changes.

Apart from the yoga pants, the person's remaining garments must remain unchanged and consistent with the features of the person in the image from Turn 1, and not be mistakenly altered.

The image background must remain consistent with the input image from Turn 1, with no significant changes.

The image should be clearly recognizable as a modification of the target image, not a completely regenerated image.
Domain: Apparel / garment_replacement

turn: 1
modality: text
input: text: Observe the attire of the person in the image and choose the climate/weather condition from the list below that is most suitable for the person's current outfit:
A. A hot summer day at the beach
B. A cool evening in a climate-controlled art gallery
C. A blizzard with heavy snow and strong winds
D. A rainy monsoon season outdoors
E. None of the above
output: answer: B

turn: 2
modality: image
input: Now, please modify the person's outfit based on the image from Turn 1. The modified outfit should be suitable for a blizzard with heavy snow and strong winds, while keeping all other unrelated features (including the person themselves, the image background, etc.) and the color, pattern, and style of the clothing consistent. Only modify the type of clothing reasonably as required.
output: evaluation_points: 1. The image can be clearly seen as a modification of the input image, not a completely regenerated image.

2. The background of the image remains consistent with the background of the Turn 1 input image, with no significant changes.

3. The gender, appearance, body type, and pose of the person in the image are consistent with the input image, with no significant changes.

4. The person's outfit in the image is suitable for a blizzard with heavy snow and strong winds (e.g., a thick, insulated coat with a hood, covering the shoulders and torso).

5. The color, pattern, and overall visual style of the person's entire outfit remain consistent or highly similar to the Turn 1 input image, with no significant changes (excluding changes to the clothing type/style required for suitability in a blizzard).

turn: 3
modality: image
input: text: I will now provide a new clothing reference image. Please, based on your most recently generated image (which we will call the target image), replace only the garment on the person in the target image with the hoodie from the reference image. Keep all unrelated elements unchanged. 
output: evaluation_points: 1. The migrated hoodie matches the input image of turn 3 in key details (color, material texture, cut/contour, significant patterns/logo, etc.), consistent with the reference.

2. The hoodie is appropriately worn on the correct position of the person in the image, completely replacing the original upper body garment where necessary, with correct occlusion relationships, not simply overlaid.

3. The characteristics and pose of the target person remain consistent with the target image, with no significant changes.

4. Apart from the hoodie, the person's remaining garments (the lower body outfit) remain unchanged, consistent with the features of the Turn 2 output image and not mistakenly altered. Specifically, the lower body outfit should remain suitable for a blizzard as required in Turn 2.

5. The image background remains consistent with the Turn 1 input image, with no significant changes.

6. The image can be clearly seen as modified from the target image, not a completely regenerated image.
Domain: Apparel / garment_replacement

turn: 1
modality: text
input: text: Observe the outfit of the person in the image and choose the climate/weather condition from the list below that is most suitable for the person's current attire:
A. A hot summer day at the beach
B. A cool, breezy spring evening
C. A snowy winter day
D. A rainy, windy autumn day
E. None of the above
output: answer: B

turn: 2
modality: image
input: Now, please modify the person's outfit based on the image from Turn 1. The modified outfit should be suitable for a snowy winter day, while keeping all other unrelated features (including the person themselves, the image background, etc.) and the color, pattern, and style of the clothing consistent. Only modify the type of clothing as reasonably required.
output: evaluation_points: The image can be clearly seen as a modification of the input image, not a completely regenerated image.

The background of the image remains consistent with the Turn 1 input image, with no significant changes to the metallic panels, concrete ground, or lighting.

The gender, appearance, body type, and action pose of the person in the image are consistent with the Turn 1 input image, with no significant changes.

The person's outfit in the image is suitable for a snowy winter day environment (e.g., long sleeves, closed jacket, pants covering the ankles), as required by the Turn 2 input text.

The color, pattern, and overall visual style of the person's entire outfit remain consistent or highly similar to the Turn 1 input image, with no significant changes (excluding changes to the clothing type). The top should remain white, and the pants should remain vibrant orange.

turn: 3
modality: image
input: text: I will now provide a new clothing reference image. Please, based on your most recently generated image (which we call the target image), replace only the hoodie on the target image's person with the trousers from the reference image, while keeping all unrelated elements unchanged.
output: evaluation_points: The migrated hoodie match the input image of turn 3 in key details (color, material texture, cut/silhouette, significant patterns/Logos, etc.), consistent with the reference.

The hoodie are appropriately worn on the correct position of the person in the target image, completely replacing the original trousers where necessary, with correct occlusion relationships, not simply overlaid.

The target person's characteristics (gender, appearance, body type) and pose remain consistent with the Turn 2 output image, with no significant changes.

Apart from the hoodie, the person's remaining clothing (winter garments suitable for a snowy winter day as required in Turn 2) remains unchanged, consistent with the Turn 2 output image's features and not mistakenly altered.

The image background remains consistent with the Turn 1 input image, with no significant changes.

The image can be clearly seen as a modification of the Turn 2 output image (which depicts a person in winter clothing suitable for a snowy day), not a completely regenerated image.
Domain: Apparel / garment_replacement

turn: 1
modality: text
input: text: Observe the outfit of the person in the picture and choose the climate/weather condition from the list below that is most suitable for the person's current attire:
A. A cold winter day with snow and freezing temperatures.
B. A warm, sunny spring afternoon.
C. A rainy, windy autumn day.
D. A hot, humid summer day.
E. None of the above.
output: answer: B

turn: 2
modality: image
input: Now, please modify the person's outfit based on the image from Turn 1. The modified outfit should be suitable for a cold winter day with snow and freezing temperatures, while keeping all other unrelated features (including the person themselves, the image background, etc.) and the color, pattern, and style of the clothing consistent. Only modify the type of clothing as required.
output: evaluation_points: 1. The image can be clearly seen as a modification of the input image, not a completely regenerated image.

The background in the image remains consistent with the Turn 1 input image, with no significant changes.

The gender, appearance, body type, and pose of the person in the image are consistent with the Turn 1 input image, with no significant changes.

4. The person's outfit in the image is suitable for a cold winter day with snow and freezing temperatures, as required by the Turn 2 input text.

The color, pattern, and overall visual style of the person's entire outfit remain consistent or highly similar to the Turn 1 input image, with no significant changes (excluding changes to the clothing type).

turn: 3
modality: image
input: text: I will now provide a new clothing reference image. Please, based on your most recently generated image (which we will call the target image), replace only the garment on the target image's person with the hoodie from the reference image. Keep all unrelated elements unchanged.
output: evaluation_points: The migrated hoodie matches the Turn 3 input input image of turn 3 in key details (color, material texture, cut/silhouette, significant patterns/logo, etc.), consistent with the reference.

The hoodie is appropriately worn on the correct part of the person in the target image (the Turn 2 output image), and if necessary, completely replaces the original jacket with correct layering, not simply overlaid.

The target person's characteristics and pose remain consistent with the Turn 2 output image (the target image), with no significant changes.

Apart from the hoodie, the person's remaining clothing (trousers, top, accessories) remains unchanged, consistent with the Turn 2 output image's features and not mistakenly altered.

The image background remains consistent with the Turn 1 input image, with no significant changes.

The image can be clearly seen as a modification of the Turn 2 output image (the target image), not a completely regenerated image.
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 persons in the reference image): change them all to the color 'navy blue', while keeping all other unrelated elements and details unchanged.
output: evaluation_points: The color of the shirts worn by both the man and the woman has been uniformly changed to navy blue.

The man's original white shirt and the woman's original light gray denim jacket are now both navy blue.

All non-target clothing items (the man's jeans, the woman's trousers/skirt) remain unchanged in color and style compared to the Turn 1 input image.

All personal features (gender, positioning, poses, facial expressions, hairstyles) remain consistent with the Turn 1 input image, with no significant alterations.

The background scene (infinity pool, architectural complex, landscape, overcast sky, lounge chair) and the soft, diffused lighting conditions are perfectly preserved, showing no unnatural editing artifacts, consistent with the Turn 1 input image.

The image is a clear modification of the Turn 1 input image, not a newly generated scene.

turn: 2
modality: text
input: Based on the image you modified in the previous round, select the combination of 'before/after' colors for the clothing item of the person on the left (the man).

Options:
A. White -> Navy Blue
B. Light Gray -> Navy Blue
C. Navy Blue -> White
D. Navy Blue -> Light Gray
E. None of the above
output: answer: A
Domain: Apparel / multi_person_portrait

turn: 1
modality: image
input: text: Based on the input group photo, uniformly recolor the hooded sweatshirts of all people: change them all to bright red, and keep all other unrelated elements and details unchanged.
output: evaluation_points: The hooded sweatshirts of all three people are uniformly changed to bright red, and the color is consistent across all of them.

Non-target clothing items (jeans, pants, sneakers) remain unchanged in color and style compared to the input image (Turn 1 input image).

All person characteristics (gender, positions, poses, hairstyles, facial features) remain consistent with the input image (Turn 1 input image), with no significant alterations.

The background scene (derelict interior, wooden window, exterior view, crumbling walls) and lighting conditions (high-contrast, directional light from window) are consistent with the input image (Turn 1 input image), with no obvious unnatural editing artifacts.

turn: 2
modality: text
input: Based on the image you modified in the previous round, select the combination of 'before/after' colors for the hooded sweatshirt of the person in the center of the image.
Options:
A. Brown -> Bright Red
B. Black -> Bright Red
C. Bright Red -> Brown
D. Bright Red -> Black
E. None of the above
output: answer: B