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

turn: 1
modality: image
input: text: Based on the given image, edit the appearance of the person's clothing: Use the person's sweater as a color and pattern reference. Extract its color (if it contains multiple colors, directly extract the pattern or texture formed by those colors). Then, change all other visible clothing items on the person to have exactly the same color (and pattern/texture if applicable). Keep all unrelated elements unchanged.
output: evaluation_points: The skirt and boots have been successfully changed to match the main color of the reference sweater (light gray). The color should be visually discernible as identical.

The style and structure of the skirt and boots remain unchanged (e.g., skirt length, boot type).

The image background environment (snowy field, blue sky with clouds) matches the input image with no significant changes.

The person's characteristics (gender, face, hairstyle, body type) and action pose (standing, looking up) match the input image with no significant changes.

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

turn: 2
modality: text
input: Observe the image generated in Turn 1 and determine what color the person's skirt should be now? Choose the most appropriate option:
A. Light Gray
B. Black
C. Floral Pattern (Green/Blue)
D. White
E. None of the above
output: answer: A

turn: 3
modality: image
input: Based on the image you generated in the dialogue, modify the person's pose: Change the person's pose to raising both arms straight up above the head, and keep all unrelated elements and details unchanged.
output: evaluation_points: The person's pose modification to 'raising both arms straight up above the head' is accurately executed. The limb/body orientation matches the description.

The person's clothing (sweater, skirt, boots, necklace) strictly matches the color and pattern established by Turn 1's text requirement: all visible clothing items must have the same color (and pattern/texture if applicable) as the reference sweater, which is light gray. The clothing should appear visually identical to the color/pattern in the Turn 1 output image.

The person's characteristics (face, hairstyle, body type) remain consistent with the Turn 1 input image.

The image background and overall scene (snowy field, blue sky with clouds) remain consistent with the Turn 1 input image, with no significant changes.

The image can clearly be seen as a modification of the Turn 1 output image, not a completely regenerated image.
Domain: Apparel / pose_alteration

turn: 1
modality: image
input: text: Please edit the appearance of the person's clothing based on the given image: Use the person's gown 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: The hairpin has been successfully changed to match the main color of the reference gown from Turn 1 input image. The color should be visually discernible as identical. If the reference gown is covered by a pattern formed by multiple colors, the hairpin should also be changed to have a consistent color and pattern/texture appearance.

The style and structure of the hairpin remains unchanged.

The image background environment (the vast salt flat with pinkish-purple hue and dramatic cloudy sky) is consistent with the input image, with no significant changes.

The person's characteristics (gender, face, hairstyle, body type) and action pose (dynamic, dance-like pose with arms raised and head tilted back) are consistent with the Turn 1 input image, with no significant changes.

The image can be clearly seen as a modification of the picture provided in Turn 1 input, 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 hairpin should be now? Please choose the most appropriate option:
A. Creamy White
B. Black
C. Silver
D. Gold
E. None of the above
output: answer: A

turn: 3
modality: image
input: Please modify the person's pose based on the image you generated in the conversation: Change the person's pose to a jumping pose with both legs in the air and arms spread wide, while keeping unrelated elements and details unchanged.
output: evaluation_points: The modification to the person's jumping pose is accurately executed. The limbs/body orientation should be consistent with the description: both legs should be off the ground/in the air, and arms should be spread wide.

The person's clothing (the halter-neck, floor-length gown) strictly matches the color and pattern of the gown from Turn 1 input image, as required by the Turn 1 instruction to use that gown as a color and pattern reference.

The person's characteristics (face, hairstyle, body type, etc.) remain consistent with the person in Turn 1 input image.

The image background and overall scene (the vast salt flat with pinkish-purple hue and dramatic cloudy sky) are consistent with Turn 1 input image, with no significant changes.

The image can be clearly seen as a modification of the image from Turn 1 output, not a completely regenerated image.
Domain: Apparel / scene_adaptation

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

turn: 2
modality: image
input: Now, please modify the image from Turn 1. Modify the person's outfit so that it is suitable for a hot 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 in a reasonable way.
output: evaluation_points: The image can be clearly seen as a modification of the Turn 1 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.

The person's outfit in the image is suitable for a hot summer day at the beach environment.

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/garment).

turn: 3
modality: text
input: Combining with your latest generated image, now assume the person is going to attend a formal evening gala. Please choose the most suitable outfit description:
A. A lightweight, colorful sundress with sandals and a sun hat.
B. A sleek, floor-length evening gown in a solid, elegant color, paired with minimalist heels.
C. A casual tracksuit and running shoes.
D. A heavy-duty waterproof jacket and hiking boots.
E. None of the above
output: answer: B

turn: 4
modality: image
input: Now, based on your latest generated image, change the person into the outfit you selected in the previous round, but only modify the clothing, not the person or the setting.
output: evaluation_points: The person's outfit matches the description of the correct option from Turn 3, which is 'A sleek, floor-length evening gown in a solid, elegant color, paired with minimalist heels.'

The person's characteristics (face, hairstyle, body type, etc.) and pose remain consistent with the Turn 1 input image.

The image background and overall scene remain 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, not a completely regenerated image.
Domain: Apparel / scene_adaptation

turn: 1
modality: image
input: text: Please edit the appearance of the person's clothing based on the given image: Use the person's t-shirt as the 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 on the person to exactly match this color, while keeping unrelated elements unchanged.
output: evaluation_points: The person's jeans and sneakers have been successfully changed to match the color and pattern of the reference t-shirt. The new color/pattern should be visually identical to the red and black horizontal stripes of the t-shirt in the Turn 1 input image.

The style and structure of the jeans and sneakers remain unchanged (e.g., jeans are still distressed, sneakers are still low-top canvas).

The image background environment (asphalt road, trees, overcast sky) is consistent with the input image, with no significant changes.

The person's characteristics (gender, face, hairstyle, body type) and pose (standing, hands clasped) are consistent with the Turn 1 input image, with no significant changes.

The image can be clearly identified as a modification of the image provided in Turn 1, not a completely newly generated image.

turn: 2
modality: text
input: Please observe the image generated in Turn 1 and determine what color the person's jeans should be now? Choose the most appropriate option:
A. Red and black horizontal stripes
B. Medium-wash blue
C. Solid black
D. Solid white
E. None of the above
output: answer: A

turn: 3
modality: text
input: Combining your latest generated image, now assume the person is about to attend a formal business meeting. Please select the most suitable outfit description:
A. A sharp navy blue suit with a white dress shirt, a patterned silk tie, and polished black leather oxford shoes.
B. A relaxed-fit, solid black t-shirt, the same red and black striped jeans from the image, and black canvas sneakers.
C. A classic white polo shirt, khaki chino pants, and brown leather loafers.
D. A vibrant graphic t-shirt, athletic shorts, and high-top basketball sneakers.
E. None of the above
output: answer: A

turn: 4
modality: image
input: Now, please modify your latest generated image by changing the person into the outfit you selected in the previous round. However, you must only modify the clothing, and not change the person or the setting.
output: evaluation_points: The person's outfit matches the description of the correct option from Turn 3: a sharp navy blue suit with a white dress shirt, a patterned silk tie, and polished black leather oxford shoes. Key items and style points are matched.

The person's characteristics (face, hairstyle, body type) and pose (standing, hands clasped) remain consistent with the Turn 1 input image.

The image background and overall scene (asphalt road, trees, overcast sky) remain consistent with the Turn 1 input image, with no significant changes.

The image can be clearly identified as a modification of the reference image, not a completely newly generated image.
Domain: Apparel / scene_adaptation

turn: 1
modality: image
input: text: Based on the given image, perform an appearance edit on the person's clothing: Take the person's blazer as the color and pattern reference, extract its color, and change all other visible clothing items on the person to exactly match this color. Keep all unrelated elements unchanged.
output: evaluation_points: The trousers and the scarf have been successfully changed to match the solid black color of the reference blazer. The color should be visually identical.

The style and structure of the trousers and scarf remain unchanged (e.g., trouser cut, scarf drape).

The image background environment (dark gray tiled wall, paved ground) matches the reference image with no significant changes.

The person's characteristics (gender, face, hairstyle, body type) and pose (wide-legged stance, arm positions, direct gaze) match the reference image with no significant changes.

The image can be clearly identified as a modification of the Turn 1 input image, not a completely regenerated image.

turn: 2
modality: text
input: Observe the image generated in Turn 1 and determine what color the person's sneakers should be now? Please choose the most appropriate option.
Options:
A. Black
B. White
C. Gray
D. Brown
E. None of the above
output: answer: A

turn: 3
modality: text
input: Combined with your latest generated image, now assume the person is going to attend a formal business meeting. Please choose the most suitable outfit description.
Options:
A. A black tailored suit with a white button-down shirt, black leather oxford shoes, and a silk tie.
B. A colorful floral sundress with strappy sandals and a wide-brimmed hat.
C. A casual graphic t-shirt, ripped jeans, and the existing white sneakers.
D. Athletic leggings, a sports bra, and running shoes.
E. None of the above
output: answer: A

turn: 4
modality: image
input: Now, please modify the latest generated image by changing the person's outfit to the one you selected in the previous round. Only modify the clothing; do not change the person or the setting.
output: evaluation_points: The person's outfit matches the description of the correct option (A) from Turn 3: a black tailored suit (blazer and trousers), a white button-down shirt, black leather oxford shoes, and a silk tie. Key items and style points are present.

The person's characteristics (face, hairstyle, body type) and pose (wide-legged stance, arm positions, direct gaze) remain consistent with the Turn 1 input image.

The image background (dark gray tiled wall, paved ground) and overall scene remain consistent with the Turn 1 input image, with no significant changes.

The image can be clearly identified as a modification of the Turn 1 input image, not a completely regenerated image.
Domain: Apparel / scene_adaptation

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 composed of those colors), and change all other visible clothing on the person to be exactly the same color, while keeping unrelated elements unchanged.
output: evaluation_points: The crop top and boots have been successfully changed to be the same color as the trousers (the color should be visually discernible as identical). Since the trousers are a solid color, the modified garments should also be a solid, matching color.

The style and structure of each garment (crop top, trousers, boots) remain unchanged.

The image background environment (the red paneled wall, grey pavers, lighting) is consistent with the input image, with no significant changes.

The person's characteristics (gender, face, hairstyle, body type) and action pose (leaning against the wall) are consistent with the input image, with no significant changes.

The image can clearly be 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 boots should be now? Please choose the most appropriate option:
A. Black
B. White
C. Red
D. Blue
E. None of the above
output: answer: A

turn: 3
modality: text
input: Combined with your latest generated image, now assume the person is about to attend a formal evening gala. Please select the most suitable outfit description:
A. A black tuxedo with a white dress shirt, black bow tie, and polished black leather oxford shoes.
B. A flowing, floor-length black evening gown with a high slit, paired with strappy silver high heels and a matching clutch.
C. A casual white t-shirt, faded blue jeans, and the same black boots from the image.
D. A bright red cocktail dress with a sequined bodice, black stiletto heels, and a statement necklace.
E. None of the above
output: answer: B

turn: 4
modality: image
input: Now, please modify the person in your latest generated image to wear the outfit you selected in the previous round, but only modify the clothing, do not modify the person or the setting.
output: evaluation_points: The person's outfit matches the description of the correct option (B) from Turn 3: a flowing, floor-length black evening gown with a high slit, paired with strappy silver high heels and a matching clutch. Key items and style points are matched.

The person's characteristics (face, hairstyle, body type, sunglasses) and pose (leaning against the wall) remain consistent with the Turn 1 input image.

The image background (red paneled wall, grey pavers, lighting) and overall scene remain consistent with the Turn 1 input image, with no significant changes.

The image can clearly be seen as a modification of the Turn 1 input image, not a completely regenerated image.
Domain: Apparel / scene_adaptation

turn: 1
modality: image
input: text: Please edit the appearance of the person's clothing based on the given image: Using the person's jacket as a color and pattern reference, extract its color (if it contains multiple colors, directly extract the pattern or texture composed of those colors), and change all other visible clothing on the person to exactly match this color, while keeping unrelated elements unchanged.
output: evaluation_points: Every modified garment (white t-shirt, dark gray jeans, black sneakers) has been successfully changed to match the main color of the reference jacket (black). The color should be visually discernible as consistent. (The reference jacket is from the Turn 1 input image.)

The style and structure of each garment (jacket, t-shirt, jeans, sneakers) remain unchanged.

The image background environment (weathered industrial wall, concrete ground) is consistent with the input image, with no significant changes.

The person's characteristics (gender, face, hairstyle, body type) and action pose remain consistent with the Turn 1 input image, with no significant changes.

The image can clearly be 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 jeans should be now? Please choose the most appropriate option:
A. Black
B. Dark Gray
C. White
D. Blue
E. None of the above
output: answer: A

turn: 3
modality: text
input: Combined with your latest generated image, now assume the person is going to attend a formal business meeting. Please choose the most suitable outfit description:
A. A sharp black suit with a white dress shirt, black leather dress shoes, and a matching tie.
B. A casual graphic t-shirt, ripped jeans, and high-top sneakers.
C. A sleek black leather jacket, a black turtleneck, tailored black trousers, and polished Chelsea boots.
D. A colorful tracksuit and running shoes.
E. None of the above
output: answer: A

turn: 4
modality: image
input: Now, please modify your latest generated image by changing the person's outfit to the one you selected in the previous round, but only modify the clothing, do not modify the person or the setting.
output: evaluation_points: The person's outfit matches the description of the correct option from Turn 3 (Target Outfit A): a sharp black suit with a white dress shirt, black leather dress shoes, and a matching tie. Key items and style points are matched.

The person's characteristics (face, hairstyle, body type, etc.) and pose remain consistent with the Turn 1 input image.

The image background and overall scene (weathered industrial wall, concrete ground) remain consistent with the Turn 1 input image, with no significant changes.

The image can clearly be seen as a modification of the Turn 1 input image, not a completely regenerated image.
Domain: Apparel / scene_adaptation

turn: 1
modality: text
input: text: Observe the person's attire in the image, and from the following options, choose the one that most accurately describes its category name: A. Maxi dress, B. Pantsuit, C. Cocktail dress, D. Skirt and blouse, E. None of the above.
output: answer: A

turn: 2
modality: image
input: Now, based on the image provided in Turn 1, modify only the person's lower body attire: switch it from its current category to a pair of wide-leg trousers. All other unrelated details must remain unchanged.
output: evaluation_points: 1. The lower body attire is successfully switched from the original dress (as seen in the Turn 1 input image) to wide-leg trousers, with clear, distinguishable features (e.g., distinct pant legs and structure).

All other unrelated clothing elements (the sleeveless top, if any) strictly match the Turn 1 input image.

3. The person's characteristics (facial features, hairstyle, body type) and pose remain consistent with the Turn 1 input image.

The person's characteristics (facial features, hairstyle, body type) and pose remain consistent with the Turn 1 input image.

The image background and overall scene remain consistent with the Turn 1 input image, with no significant changes.

turn: 3
modality: text
input: Combining with your latest generated image, now assume the person is about to attend a formal garden party. Please choose the most suitable outfit description: A. A tailored navy blazer over a silk camisole, paired with the existing wide-leg trousers and classic loafers, B. A sequined mini dress with strappy high heels, C. A casual graphic t-shirt, denim shorts, and sneakers, D. A professional pantsuit with a crisp white button-down shirt and oxford shoes, E. None of the above.
output: answer: A

turn: 4
modality: image
input: Now, based on your latest generated image, change the person into the outfit you selected in the previous round, but only modify the clothing, do not modify the person or the setting.
output: evaluation_points: The person's outfit matches the description of option 'A' from Turn 3 (key items: tailored navy blazer, silk camisole, wide-leg trousers, classic loafers; style points: formal, garden-party appropriate).

The person's characteristics (facial features, hairstyle, body type) and pose remain consistent with the Turn 1 input image.

The image background and overall scene remain consistent with the Turn 1 input image, with no significant changes.

The image can be clearly identified as a modification of the Turn 2 output image (specifically, a modification of the clothing to match the Turn 3 option A description), not a completely regenerated image.