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

turn: 1
modality: text
input: text: Observe the lower body garment (the main clothing from the waist to the ankles) worn by the person in the image, and choose the option that most accurately describes its category name: A. Maxi Skirt, B. Trousers, C. Denim Shorts, D. Leggings, E. None of the above.
output: answer: A

turn: 2
modality: image
input: Now, based on the image provided to you in Turn 1, modify only the person's lower body garment: switch it from its current category to trousers. The specific category is wide-leg trousers. All unrelated element details must remain unchanged.
output: evaluation_points: 1. The lower body garment is successfully switched from a skirt to wide-leg trousers, with clear, distinguishable features (e.g., distinct pant legs, a defined waistband, and a tailored structure).

2. All other unrelated clothing items (the white off-shoulder crop top, the beige shoes, the straw hat, and accessories) remain strictly consistent with the input image in color, style, and detail.

3. The person's characteristics (face, hairstyle, body type) and action pose (standing in a three-quarter profile, looking back over the shoulder, holding a basket) are consistent with the input image.

4. The image background and overall scene (grassy field, gnarled tree trunk, out-of-focus foliage, soft natural lighting) are consistent with the input image, with no significant changes.

5. The image can clearly be seen as a modification of the input image from Turn 1, not a completely newly generated image.

turn: 3
modality: text
input: Combining with your latest generated image, now assume the person is about to attend a formal garden party. Please select 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 casual graphic t-shirt and denim jacket with the existing trousers and sneakers, C. A sequined cocktail dress with strappy high heels, D. Athletic leggings and a hooded sweatshirt with running 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. However, you must only modify the clothing, not the person or the setting.
output: evaluation_points: 1. The person's outfit matches the description of the correct option from Turn 3: a tailored navy blazer worn over a silk camisole, paired with the existing wide-leg trousers and classic loafers. Key items and style points (tailored blazer, silk camisole, classic loafers) are matched.

2. The person's characteristics (face, hairstyle, body type) and pose (standing in a three-quarter profile, looking back over the shoulder, holding a basket) remain consistent with the input image from Turn 1.

3. The image background and overall scene (grassy field, gnarled tree trunk, out-of-focus foliage, soft natural lighting) are consistent with the input image from Turn 1, with no significant changes.

4. The image can clearly be seen as a modification of the output image from Turn 2, not a completely newly generated image.
Domain: Apparel / scene_adaptation

turn: 1
modality: text
input: text: Observe the person's lower body garment (the main clothing from the waist down to the ankles) in the image, and from the following options, choose the one that most accurately describes its category name: A. Trousers, B. Shorts, C. Skirt, D. Leggings, E. None of the above.
output: answer: A

turn: 2
modality: image
input: Now, based on the image provided to you in Turn 1, modify only the person's lower body garment: switch it from its current category to a skirt. Ensure all unrelated element details remain unchanged.
output: evaluation_points: 1. The lower body garment has been successfully switched from trousers to a skirt, with its features (e.g., skirt silhouette, lack of separate leg tubes) clearly discernible.

2. All other unrelated clothing items (the light gray t-shirt, white sneakers, and the dark bracelet) strictly match the input image (Turn 1 input image) in style, color, and details.

3. The person's characteristics (facial features, hairstyle, body type) and action pose (standing upright, hands at sides, head tilted down) are consistent with the input image (Turn 1 input image).

4. The image background and overall scene (the white brick wall, wooden floor, window on the right, lighting conditions, and mood) are consistent with the input image (Turn 1 input image), with no significant changes.

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

turn: 3
modality: text
input: Combining with your latest generated image, now assume the person is about to attend a formal business meeting. Please select the most appropriate outfit description: A. A tailored navy blue suit with a white dress shirt, a silk tie, and polished black leather oxford shoes. B. A graphic t-shirt, distressed denim jeans, and high-top sneakers. C. A black tuxedo with a bow tie, a crisp white dress shirt, and patent leather shoes. D. Athletic shorts, a sleeveless tank top, and running 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 the correct option from Turn 3: a tailored navy blue suit, a white dress shirt, a silk tie, and polished black leather oxford shoes. Key items and style points are matched.

The person's characteristics (facial features, hairstyle, body type) and pose (standing upright, hands at sides, head tilted down) are consistent with the input image from Turn 1.

The image background and overall scene (the white brick wall, wooden floor, window on the right, lighting conditions, and mood) are consistent with the input image from Turn 1, with no significant changes.

The image can be clearly identified as a modification of the image from Turn 2 (which features a skirt as the lower body garment), not a completely regenerated image.
Domain: Apparel / scene_adaptation

turn: 1
modality: text
input: text: Observe the lower body garment worn by the person in the image, and choose the option that most accurately describes its category name: A. Jeans, B. Shorts, C. Track Pants, D. Skirt, E. None of the above.
output: answer: C

turn: 2
modality: image
input: Now, based on the image from Turn 1, modify only the person's lower body garment: switch it from its current category to a skirt. Ensure all unrelated details remain unchanged.
output: evaluation_points: 1. The lower body garment has been successfully switched from pants to a skirt, with clear skirt features (e.g., a visible skirt silhouette, hemline, and lack of separate leg tubes).

2. All other unrelated clothing items (the oversized black crewneck t-shirt, black sneakers, and accessories) strictly match the input image.

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

4. The image background and overall scene (the pink stadium seats, high walls with skylights, and lighting) are consistent with the input image, with no significant changes.

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

turn: 3
modality: text
input: Combining with your latest generated image, now assume the person is about to attend a formal gallery opening. Please select the most appropriate outfit description: A. A casual graphic t-shirt with denim shorts and flip-flops, B. A sleek black midi dress with a tailored blazer and pointed-toe heels, C. A brightly colored tracksuit and running shoes, D. A sequined party dress with platform heels, E. None of the above.
output: answer: B

turn: 4
modality: image
input: Now, based on your latest generated image, change the person's outfit to the one you selected in the previous round. 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 selected in Turn 3: a sleek black midi dress with a tailored blazer and pointed-toe heels. Key items and style points (e.g., dress length, presence of a blazer, heel type) are matched.

The person's characteristics (face, hairstyle, body type) and seated pose remain consistent with the output image from Turn 2.

The image background and overall scene (the pink stadium seats, high walls with skylights, and lighting) are consistent with the input image from Turn 1, with no significant changes.

The image can clearly be seen as a modification of the output image from Turn 2, 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 listed below that is most suitable for their current attire:
A. A cold winter day with temperatures below freezing.
B. A cool, rainy autumn evening.
C. A warm, sunny spring afternoon.
D. A hot, humid summer day.
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 hot, humid summer day, while keeping all other unrelated features (including the person themselves, the image background, etc.) and the clothing's color, pattern, and style consistent. Only modify the clothing type 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.

The background in the image remains consistent with the background in 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 hot, humid summer day 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/cut required for the hot, humid summer day).

turn: 3
modality: text
input: Combining 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, short-sleeved linen shirt paired with tailored shorts and sandals.
B. A sleek, floor-length evening gown in a solid color, paired with elegant heels and minimal jewelry.
C. A cozy, oversized hoodie, sweatpants, and sneakers.
D. A practical, waterproof jacket, hiking pants, and sturdy 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 target outfit from Turn 3's correct option B: 'A sleek, floor-length evening gown in a solid color, paired with elegant heels and minimal jewelry.' (key items and style points match).

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 (which depicted the person in an outfit suitable for a hot, humid summer day), not a completely regenerated image.
Domain: Apparel / scene_adaptation

turn: 1
modality: text
input: text: Observe the person's clothing in the image, and from the following options, choose the one that most accurately describes its category name: A. Strapless Mini Dress, B. Cocktail Dress, C. Evening Gown, D. Jumpsuit, 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 clothing: switch it from its current category to a pair of tailored trousers. All unrelated element details must remain unchanged.
output: evaluation_points: 1. The person's clothing has been successfully switched from the dress in the Turn 1 input image to a pair of tailored trousers, with features like distinct pant legs and a waistband clearly visible.

2. All unrelated clothing items (footwear) and accessories remain strictly consistent with the input image.

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

4. The image background and overall scene remain consistent with the input image, with no significant changes to the garden setting, glass door, foliage, or lighting.

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

turn: 3
modality: text
input: Combined with your most recently generated image, now assume the person is about to attend a formal business meeting in a corporate office. Please select the most appropriate outfit description: A. A sharp, navy blue tailored suit with a white button-down blouse and black pumps, B. A casual denim jacket paired with jeans and sneakers, C. A vibrant floral sundress with strappy sandals, D. A cozy oversized sweater with leggings and ankle boots, E. None of the above.
output: answer: A

turn: 4
modality: image
input: Now, based on your most recently generated image, change the person's outfit to the one you selected in the previous round, but only modify the clothing, not the person or the setting.
output: evaluation_points: 1. The person's outfit matches the description selected in Turn 3: a sharp, navy blue tailored suit with a white button-down blouse and black pumps. Key items like the suit jacket, trousers, blouse, and pumps are present and match the described style.

2. The person's characteristics (face, hairstyle, body type) and pose remain consistent with the output image from Turn 2.

3. The image background and overall scene remain consistent with the input image from Turn 1, with no significant changes to the garden setting, glass door, foliage, or lighting.

4. The image can clearly be seen as a modification of the output image from Turn 2, not a completely regenerated image.
Domain: Apparel / scene_adaptation

turn: 1
modality: text
input: text: Observe the person's outfit in the image and select the climate/weather condition from the list below that is most suitable for what they are currently wearing:
A. A hot summer day at the beach
B. A cool, breezy autumn afternoon in the city
C. A blizzard with heavy snowfall
D. A tropical monsoon with heavy rain
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 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 reasonably as required.
output: evaluation_points: The image should be clearly recognizable as a modification of the input image, not a completely newly generated image.

The image background (light-gray paneled wall, glass window with blurred cityscape, light-colored pavement) must remain consistent with the Turn 1 input image, with no significant changes.

The person's gender, facial appearance, hairstyle, body type, and leaning pose against the wall must remain consistent with the Turn 1 input image, with no significant changes.

The person's outfit must be suitable for a hot summer day at the beach (e.g., lighter, more breathable garments appropriate for heat).

The overall visual appearance style of the person's clothing, including the dominant muted beige/light taupe color and the subtle windowpane check pattern, must remain consistent or highly similar to the Turn 1 input image. This excludes changes to the clothing type (e.g., from a suit to summerwear).

turn: 3
modality: text
input: Combining your latest generated image, now assume the person is about to attend a formal garden party. Please select the most appropriate outfit description:
A. A sleek, black tuxedo with a bow tie and polished dress shoes.
B. A flowy, knee-length sundress in a floral print, paired with strappy sandals.
C. A tailored, light-colored linen suit with a crisp white shirt and loafers.
D. Athletic leggings, a sports tank top, and running sneakers.
E. None of the above.
output: answer: C

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 must match the description of the correct option from Turn 3: a tailored, light-colored linen suit with a crisp white shirt and loafers (key items and style points match).

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

The image background (urban corridor/plaza with paneled wall and glass window) and overall scene must remain consistent with the Turn 1 input image, with no significant changes.

The image should be clearly recognizable as a modification of the Turn 1 input image, not a completely newly generated image.
Domain: Apparel / scene_adaptation

turn: 1
modality: text
input: text: Observe the outfit worn by the person in the image, and choose the climate/weather environment from the list below that is most suitable for the person's current attire:
A. Formal evening gala in a climate-controlled ballroom
B. A cold, snowy winter day with temperatures below freezing
C. A hot, humid summer day at the beach
D. A rainy, windy autumn day
E. None of the above
output: answer: A

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, humid summer day at the beach, while keeping all other unrelated features (including the person themselves, the image background, etc.) and the clothing's color, pattern, and style 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 in the image remains consistent with the Turn 1 input image, with no significant changes.

3. The gender, appearance, physique, 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 hot, humid summer day at the beach.

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

turn: 3
modality: text
input: Combining your latest generated image, now assume the person is about to attend a high-end corporate cocktail party (requiring smart casual or business cocktail attire). Please choose the most suitable outfit description:
A. A sleek, black, sleeveless jumpsuit with a wide-leg silhouette, paired with minimalist silver jewelry and black stiletto heels.
B. A vibrant, floral-print sundress with spaghetti straps, worn with flat sandals and a wide-brimmed straw hat.
C. A tailored, dark navy blazer over a crisp white silk shell top, paired with tailored black trousers and pointed-toe leather flats.
D. A heavy, puffer jacket in bright orange, worn over thermal leggings and insulated snow boots.
E. None of the above
output: answer: C

turn: 4
modality: image
input: Now, please change the person's outfit in your latest generated image to the outfit you selected in the previous round. However, you must only modify the clothing, and not change the person or the setting/occasion.
output: evaluation_points: The person's outfit matches the description of option C from Turn 3 (key items and style points match: tailored dark navy blazer, crisp white silk shell top, tailored black trousers).

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: 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 and humid summer day
B. A mild, breezy spring afternoon
C. A cold, snowy winter day
D. A rainy, stormy day with strong winds
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, 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 clothing type 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 newly generated image.

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

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

3. The person's gender, appearance, body type, and posture in the image are consistent with the Turn 1 input image, with no significant changes.

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 style/type to make it suitable for a cold, snowy winter day).

turn: 3
modality: text
input: Combining the image you just generated, now assume the person is about to attend a formal business meeting in a modern office. Please choose the most appropriate outfit description:
A. A casual graphic t-shirt, ripped jeans, and sneakers.
B. A tailored navy blue blazer, a crisp white button-down shirt, black tailored trousers, and formal leather loafers.
C. A colorful sundress and strappy sandals.
D. Athletic wear, including a hoodie, track pants, and running shoes.
E. None of the above
output: answer: B

turn: 4
modality: image
input: Now, please change the person's outfit in your latest generated image to the outfit you selected in the previous round. However, you must only modify the clothing and accessories, without changing the person or the setting/scene.
output: evaluation_points: 1. The person's outfit matches the description of the target outfit from Turn 3's correct option: 'A tailored navy blue blazer, a crisp white button-down shirt, black tailored trousers, and formal leather loafers.' (key items and style points match).

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

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

4. The image can be clearly seen as a modification of the Turn 2 output image (which depicted the person in winter clothing suitable for a cold, snowy day), not a completely newly generated image.