ccccEsion/IMUG-Bench huggingface dataset:
Domain: Apparel / background_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 skirt 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: The one-shoulder draped top and the strappy high-heeled sandals have been successfully changed to match the main color and pattern of the reference skirt. The color and the intricate floral/vine-like embroidery pattern in silver beads should be visually consistent across all modified garments.

The style and structure of each garment (the draped top, the skirt, and the sandals) remain unchanged.

The image background environment (the indoor studio with white paneled wall and light gray floor) is consistent with the Turn 1 input image, with no significant changes.

The person's characteristics (gender, face, hairstyle, body type) and dynamic pose are consistent with the 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.

turn: 2
modality: text
input: Please observe the image generated in Turn 1 and determine what color the person's top should be now? Choose the most appropriate option:
A. Deep navy blue with silver floral embroidery
B. Light silver-gray
C. Metallic silver
D. Pure white
E. None of the above
output: answer: A

turn: 3
modality: text
input: Please observe the background environment of the image you generated and choose the most appropriate scene type:
A. Indoor studio with white paneled wall
B. Outdoor urban street
C. Natural forest
D. Beach with ocean view
E. None of the above
output: answer: A

turn: 4
modality: image
input: Please move the person to a brand new scene based on your latest generated image: a natural forest, and only modify the background, keeping all other unrelated elements unchanged.
output: evaluation_points: The background has been completely replaced with a natural forest scene, which is clearly and correctly featured and distinctly different from the original studio background.

The person's clothing (the skirt, top, and sandals) strictly matches the color and intricate floral/vine-like embroidery pattern in silver beads as required by Turn 1, and should be visually consistent with the clothing appearance in the Turn 1 output image.

The person's characteristics (face, hairstyle, body type) and dynamic pose are kept consistent with the Turn 1 output image.

The lighting on the person should be adjusted to plausibly match the forest environment, but the person's appearance itself should not change significantly.

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

turn: 1
modality: image
input: text: Based on the given image, perform an appearance edit on the character's clothing: Use the character's jacket 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 character to exactly match this color, while keeping unrelated elements unchanged.
output: evaluation_points: The pants and the inner knit top have been successfully changed to match the main color of the reference jacket (the dark indigo denim). The color should be visually discernible as consistent.

The style and structure of each garment (pants, knit top, jacket) remain unchanged.

The image background environment (dark gray textured wall, tiled floor, overhead light fixture) is consistent with the input image, with no significant changes.

The character's features (gender, face, hairstyle, body type) and pose (leaning against the wall, arms crossed, leg position) 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: Observe the image generated in Turn 1 and determine what color the character's pants should be now? Please choose the most appropriate option:
A. Dark Indigo
B. White
C. Cream
D. Black
E. None of the above
output: answer: A

turn: 3
modality: text
input: Observe the background environment of the image you generated, and select the most appropriate scene type:
A. Minimalist Indoor Studio/Corridor
B. Lush Green Forest
C. Busy City Street
D. Sunny Beach
E. None of the above
output: answer: A

turn: 4
modality: image
input: Based on your latest generated image, move the character to a brand new scene: a sunny beach with sand and ocean waves, and only modify the background, keeping all other unrelated elements unchanged.
output: evaluation_points: The background has been completely replaced with a sunny beach scene (featuring sand and ocean waves) and is clearly different from the original dark indoor background in the reference image. The new beach features are distinct and correctly represented.

The character's clothing (dark indigo jacket, matching pants, and matching knit top) strictly matches the clothing appearance in the reference image from Turn 1 output, which was edited to have all visible clothing items match the jacket's color as per Turn 1's instruction.

The character's features (face, hairstyle, body type) and pose (leaning against the wall, arms crossed, leg position) are kept consistent with the reference image from Turn 1 input.

The character's appearance (including features and clothing) and pose (leaning against the wall, arms crossed, leg position) are consistent with the reference image from Turn 1 input, showing no significant changes.

The image can be clearly seen as a modification of the reference image from Turn 1 output (which itself was a modification of the Turn 1 input image), not a completely regenerated image.
Domain: Apparel / background_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 boots as the color and pattern reference, extract their color, and change all other visible clothing items on the person to exactly match this color, while keeping unrelated elements unchanged.
output: evaluation_points: 1. Every other visible garment (the cropped t-shirt and the jeans) has been successfully changed to match the main color of the boots (a bright, saturated orange). The color should be visually discernible as consistent.

2. The style and structure of each garment (t-shirt fit, jeans cut, boot design) remain unchanged.

3. The image background environment (roadside, guardrail, body of water, mountains, overcast sky) is consistent with the input image, with no significant changes.

4. The person's characteristics (gender, facial features, hairstyle, body type) and pose (standing with hands in pockets, head facing camera) are consistent with the input image, with no significant changes.

5. The image can be clearly identified 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? Choose the most appropriate option:
A. Bright Orange
B. Muted Grey-Blue
C. Black
D. White
E. None of the above
output: answer: A

turn: 3
modality: text
input: Please observe the background environment of the image you generated and select the most appropriate scene type:
A. Lakeside Road
B. Urban Street
C. Desert Highway
D. Indoor Studio
E. None of the above
output: answer: A

turn: 4
modality: image
input: Please, based on your most recently generated image, move the person to a brand new scene: a sunny, sandy beach with clear blue water and palm trees, and only modify the background, keeping all other unrelated elements unchanged.
output: evaluation_points: 1. The background has been completely replaced with a sunny, sandy beach with clear blue water and palm trees. This new background is clearly and correctly featured and is distinctly different from the original roadside scene.

The person's clothing (t-shirt and jeans) has been changed to match the main color of the boots (a bright, saturated orange) as specified in Turn 1 input, and the style and structure of each garment (t-shirt fit, jeans cut, boot design) remain consistent with the Turn 1 input image.

The person's characteristics (gender, facial features, hairstyle, body type) and pose (standing with hands in pockets, head facing camera) are kept consistent with the Turn 1 input image.

The foreground elements (person, car) and their composition relative to the image frame remain consistent with the Turn 1 input image.

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

turn: 1
modality: text
input: text: Observe the lower body garment (the main clothing from the waist to the ankles) of the person in the image, and choose the option that most accurately describes its category name: A. Leggings, B. Wide-leg trousers, C. Denim jeans, D. Midi skirt, 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 midi skirt. All other unrelated details must remain unchanged.
output: evaluation_points: 1. The lower body garment is successfully switched from its original category to the 'midi skirt' as required by the Turn 2 input text, with clear features such as a visible skirt hem and drape.

All other unrelated clothing items (the dusty rose t-shirt, white turtleneck, black handbag) strictly match the Turn 1 input image.

3. The person's characteristics (facial features obscured by sunglasses, hairstyle, body type) and dynamic pose (standing with left leg raised) are consistent with the input image.

The image background (light-colored stone platform, paneled wall, sharp shadows) and overall scene are consistent with the Turn 1 input image.

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

turn: 3
modality: text
input: Observe the background environment of the image you generated, and choose the most appropriate scene type: A. Indoor living room, B. Outdoor architectural setting, C. Forest trail, D. Beach shoreline, E. None of the above.
output: answer: B

turn: 4
modality: image
input: Based on your most recently generated image, move the person to a brand new scene: a forest trail, and only modify the background, keeping all other unrelated elements unchanged.
output: evaluation_points: 1. The background is completely replaced with a forest trail, featuring elements like trees, foliage, and a dirt/gravel path, and is clearly different from the original architectural background.

The person's clothing (the dusty rose t-shirt, white turtleneck, midi skirt as required by Turn 2, black handbag) strictly matches the clothing in the Turn 2 output image.

The person's characteristics (facial features obscured by sunglasses, hairstyle, body type) and dynamic pose (standing with left leg raised) are consistent with the Turn 1 input image.

4. The lighting and overall mood should be adapted to fit the new forest scene, but the person's appearance and pose remain consistent.

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

turn: 1
modality: text
input: text: Observe the lower body garment (the main clothing from the waist down to the ankles) of the person in the image, and choose the option that most accurately describes its category name:
A. Midi Skirt
B. Wide-Leg Trousers
C. Slim-Fit Pants
D. Pleated Skirt
E. None of the above
output: answer: C

turn: 2
modality: image
input: Now, based on the image given to you in Turn 1, modify only the person's lower body garment: switch it from its current category to a midi skirt. All other unrelated details must remain unchanged.
output: evaluation_points: 1. The lower body garment has been successfully switched from the original pants to a midi skirt, as required by the Turn 2 instruction, with clear features such as a distinct skirt silhouette and hemline.

2. All other unrelated clothing items (the cropped turtleneck top and ankle boots) strictly match the input image in style, color, and fit.

3. The person's characteristics (facial features, hairstyle, body type) and action pose (standing in a three-quarter pose, holding a coffee cup) are consistent with the input image.

4. The image background and overall scene (outdoor urban environment with light beige architectural arches and grey stone pavers) are consistent with the input image, with no significant changes.

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

turn: 3
modality: text
input: Observe the background environment of the image you generated, and choose the scene type that best matches it:
A. Indoor Art Gallery
B. Outdoor Urban Street
C. Forest Trail
D. Beach Shoreline
E. None of the above
output: answer: B

turn: 4
modality: image
input: Based on your most recently generated image, move the person to a completely new scene: a sandy beach shoreline with ocean waves, and modify only the background while keeping all other unrelated elements unchanged.
output: evaluation_points: 1. The background has been completely replaced with a sandy beach shoreline with ocean waves, which is clearly different from the original urban background in the reference image. The new beach scene features are distinct and correct.

2. The person's clothing (the midi skirt, cropped turtleneck top, and ankle boots) strictly matches the clothing in the output image from Turn 2 in style, color, and fit. Specifically, the midi skirt must be present as required by Turn 2.

3. The person's characteristics (facial features, hairstyle, body type) and pose (standing in a three-quarter pose, holding a coffee cup) are consistent with the input image from Turn 1.

4. The overall composition and lighting mood of the image should feel like a modification, not a completely new scene generation.

5. The image can be clearly identified as a modification of the output image from Turn 2, not a completely regenerated image.
Domain: Apparel / background_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, overcast autumn day in the city
C. A blizzard with heavy snow and strong winds
D. A tropical rainforest during the rainy season
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 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 should be clearly recognizable as a modification of the input image, not a completely newly generated image.

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

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

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

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

turn: 3
modality: text
input: Observe the background environment of the image you generated, and choose the scene type that best matches it:
A. A sandy beach with ocean waves
B. A dense tropical jungle
C. An urban sidewalk next to a historic stone building
D. A snowy mountain cabin
E. None of the above
output: answer: C

turn: 4
modality: image
input: Please move the person to a brand new scene based on your latest generated image: a sandy beach with ocean waves, and only modify the background, keeping all other unrelated elements unchanged.
output: evaluation_points: The background should be completely replaced with a sandy beach with ocean waves and should be clearly different from the background in the Turn 1 input image. The new background features should be distinct and correct.

The person's clothing should remain strictly consistent with the outfit that is suitable for a hot summer day at the beach, as depicted in the Turn 2 output image.

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

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

The image should be clearly recognizable as a modification of the reference image, not a completely newly generated image.
Domain: Apparel / background_replacement

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

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 knee-length A-line skirt. All other unrelated details must remain unchanged.
output: evaluation_points: 1. The lower body garment has been successfully switched from its original state to a knee-length A-line skirt as required by the Turn 2 input text, with clear features such as a defined skirt silhouette and hemline.

2. All other unrelated clothing items (the floral shirt, jacket, sneakers, accessories) strictly match the input image in style, color, and details.

3. The person's characteristics (face, hairstyle, glasses, facial hair, earring, body type) and seated pose (legs crossed, arm positions, head tilt) are consistent with the input image.

4. The image background and overall scene (weathered concrete wall, white metal door with graffiti, green plastic chair, red-and-white checkered fabric, floor debris) are consistent with the input image, with no significant changes.

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

turn: 3
modality: text
input: Observe the background environment of the image you generated, and choose the scene type that best matches it: A. Urban Alleyway, B. Modern Office, C. Tropical Beach, D. Forest Trail, E. None of the above.
output: answer: A

turn: 4
modality: image
input: Based on your most recently generated image, move the person to a brand new scene: a modern, minimalist art gallery with white walls and polished concrete floors. Only modify the background, keeping all other unrelated elements unchanged.
output: evaluation_points: 1. The background has been completely replaced with a modern, minimalist art gallery featuring white walls and polished concrete floors, which is clearly different from the original urban alleyway background.

2. The person's clothing (the floral shirt, knee-length A-line skirt, sneakers, accessories) strictly matches the person's clothing in the image generated in Turn 2 in style, color, and details. Specifically, the skirt must be a knee-length A-line skirt as required by Turn 2.

3. The person's characteristics (face, hairstyle, glasses, facial hair, earring, body type) and seated pose (legs crossed, arm positions, head tilt) are consistent with the person's characteristics and pose in the image generated in Turn 2.

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

turn: 1
modality: text
input: text: Observe the person's lower body garment (the main clothing from the waist down to the ankles; if wearing a dress, consider the entire outfit) in the image, and select the option that most accurately describes its category name: A. Wide-leg trousers, B. Skinny jeans, C. Midi skirt, D. Shorts, 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 midi skirt. All other unrelated element details must remain unchanged.
output: evaluation_points: 1. The lower body garment has been successfully switched from trousers to a midi skirt, with its features (e.g., skirt silhouette, hemline) clearly discernible.

2. All other unrelated clothing items (the red-orange top, the denim jacket draped over the shoulders) strictly match the input image.

3. The person's characteristics (facial features, hairstyle, body type) and pose (seated/crouching, hand near chin, gaze) are consistent with the input image.

4. The image background (solid orange wall with a white vertical element on the right) and overall scene remain consistent with the input image.

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

turn: 3
modality: text
input: Observe the background environment in the image you generated, and select the most appropriate scene type: A. Indoor studio with solid color backdrop, B. Outdoor park with trees, C. Busy city street, D. Beach with ocean view, E. None of the above.
output: answer: A

turn: 4
modality: image
input: Based on your most recently generated image, move the person to a completely new scene: a busy city street, and only modify the background, keeping all other unrelated elements unchanged.
output: evaluation_points: 1. The background has been completely replaced with a busy city street scene, which is clearly different from the original solid orange studio background. The new background features (e.g., buildings, street elements) are prominent and correctly depicted.

The person's clothing strictly matches the image generated in Turn 2. Specifically, the lower body garment must be a midi skirt (as required by Turn 2's instruction to switch to a midi skirt), and the upper body clothing (the red-orange top and the denim jacket draped over the shoulders) must match the Turn 2 output image.

The person's characteristics (facial features, hairstyle, body type) and pose (seated/crouching, hand near chin, gaze) are consistent with the Turn 1 input image.

The person's clothing (as detailed in point 1) and pose (as detailed in point 2) remain consistent with their respective reference images, with no unintended changes.

5. The image can clearly be seen as a modification of the image generated in Turn 2, not a completely regenerated image.