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RLAIF-V
RLAIF-V/llava1.5_raw_images_00013_000137062.jpg
[{'from': 'human', 'value': 'Describe the key features of the image in great detail.'}, {'from': 'gpt', 'preference_values': ["The image features a cartoon depiction of a yellow bell with a red handle. The bell, which is the central object in the image, has a face drawn on it. This face gives the impression that the be...
1
vlfeedback
vlfeedback/LLaVAR-000000009078.jpg
[{'from': 'human', 'value': 'What is the main focus of the text in the image?'}, {'from': 'gpt', 'preference_values': ['The main focus of the text in the image is the word "YESHUA," which is prominently displayed in large letters, along with the phrase "POWER IN THE NAME." This text is associated with a religious or sp...
2
vlfeedback
vlfeedback/llava-reasoning-647.jpg
[{'from': 'human', 'value': 'What can be inferred about the owner of the cell phone?'}, {'from': 'gpt', 'preference_values': ['The image shows a cell phone that is plugged in and charging, which suggests that the owner likely uses it regularly and needs it to be powered up. The presence of various objects around the ph...
3
RLAIF-V
RLAIF-V/coco2017_train2017_000000020646.jpg
[{'from': 'human', 'value': 'Provide an intricate description of every entity in the image.'}, {'from': 'gpt', 'preference_values': ['The image showcases an interior scene of a store, likely specialized in luggage or travel accessories. The space is filled with various suitcases of different sizes and colors, predomina...
4
RLAIF-V
RLAIF-V/coco2017_train2017_000000183538.jpg
[{'from': 'human', 'value': 'What are the main objects or subjects in the image? Please describe them in detail.'}, {'from': 'gpt', 'preference_values': ['The main objects or subjects in the image are a person, a chair, and a laptop. The person is sitting on the chair and using the laptop. The chair and the laptop indi...
5
RLAIF-V
RLAIF-V/coco2017__000000355345.jpg
[{'from': 'human', 'value': 'What color is the umbrella?'}, {'from': 'gpt', 'preference_values': ["The umbrella in the image is blue with white polka dots. It's positioned to the left of the frame, and it stands out due to its vibrant color and pattern against the stone backdrop of the castle walls.", 'The umbrella in ...
6
RLAIF-V
RLAIF-V/llava1.5_raw_images_00020_000202128.jpg
[{'from': 'human', 'value': 'Identify and describe each object in the image in detail.'}, {'from': 'gpt', 'preference_values': ['In the image, there is a creatively designed bunny-themed garland hanging on a white background. The garland features gold and pink elements, giving it a festive appearance. Several small bun...
7
vlfeedback
vlfeedback/svit-complex_reasoning-3200.jpg
[{'from': 'human', 'value': 'What could be a possible reason for the fan being positioned above the sink?'}, {'from': 'gpt', 'preference_values': ['A possible reason for the fan being positioned above the sink in the kitchen could be to provide better ventilation and air circulation in the room. The fan can help to rem...
8
vlfeedback
vlfeedback/svit-complex_reasoning-4774.jpg
[{'from': 'human', 'value': 'Why might there be shadows falling on the sand and the surfboards?'}, {'from': 'gpt', 'preference_values': ['The shadows falling on the sand and the surfboards are likely due to the position of the sun in the sky. The sun is either low in the sky or at a specific angle, causing the shadows ...
9
RLAIF-V
RLAIF-V/TextVQA_train_images_0558c67463bea05a.jpg
[{'from': 'human', 'value': 'Provide an in-depth description of the image, centering on the text and its context.'}, {'from': 'gpt', 'preference_values': ['The image features a setting, probably in a bar or restaurant, with a focus on two mugs of beer. These mugs are placed on a table, suggesting a social gathering or ...
10
vlfeedback
vlfeedback/llava-reasoning-2650.jpg
[{'from': 'human', 'value': 'What unique features does this futuristic bathroom have?'}, {'from': 'gpt', 'preference_values': ['This futuristic bathroom has several unique features, including a circular toilet stall with a glass wall, a floating white toilet, and a large mirror. The glass wall of the toilet stall provi...
11
RLAIF-V
RLAIF-V/gqa_images_2388637.jpg
[{'from': 'human', 'value': 'Is plastic used to make the chair?'}, {'from': 'gpt', 'preference_values': ['No, the image does not show a chair. However, I can see a wooden desk with three computer screens on it. The presence of multiple screens suggests that this workspace may be used for tasks that require multitasking...
12
RLAIF-V
RLAIF-V/coco2017_train2017_000000572254.jpg
[{'from': 'human', 'value': 'What is this animal called when it is young?'}, {'from': 'gpt', 'preference_values': ['When this animal, which appears to be a dog, is young, it is commonly referred to as a puppy. Puppies are the juvenile stage of dogs and exhibit playful and curious behaviors as they grow and develop into...
13
vlfeedback
vlfeedback/svit-conversation-1527.jpg
[{'from': 'human', 'value': 'What kind of vehicle is depicted in this image?'}, {'from': 'gpt', 'preference_values': ['The image depicts an airplane, specifically a turboprop passenger aircraft, identifiable by its propellers on the wings. The aircraft is painted with the livery of Air Canada\'s regional service, "Air ...
14
POVID
POVID/COCO_train2014_000000499930.jpg
[{'from': 'human', 'value': '<image>\nWhat color is the dog in the image?'}, {'from': 'gpt', 'preference_values': ['The dog in the image is black.', 'The dog in the image rests upon a fluffy white cushion, blending into the snowy-hued backdrop.']}]
15
llava_rlhf
llava_rlhf/000000156556.jpg
[{'from': 'human', 'value': 'What significance might this building hold within the area?\n<image>'}, {'from': 'gpt', 'preference_values': ['The large building with a clock tower and a steeple in the image is likely to hold significant importance within the area. Given the presence of a clock, it could serve as a landma...
16
RLAIF-V
RLAIF-V/coco2017_train2017_000000429446.jpg
[{'from': 'human', 'value': 'Is this a man or a woman?'}, {'from': 'gpt', 'preference_values': ['This is a man in the image. The man appears to be engaging in physical activity as he catches a frisbee while jumping through the air on a beach.', 'This is a man. The person in the image appears to be male, based on his ph...
17
POVID
POVID/COCO_train2014_000000446436.jpg
[{'from': 'human', 'value': "<image>\nWhat is the color of the woman's dress in the image?"}, {'from': 'gpt', 'preference_values': ['The woman in the image is wearing an orange dress.', 'The woman in the image is wearing a blue dress adorned with sparkly sequins.']}]
18
RLAIF-V
RLAIF-V/coco2017_train2017_000000274254.jpg
[{'from': 'human', 'value': 'How many white shelves are in this kitchen?'}, {'from': 'gpt', 'preference_values': ['In the image, I can see that there are white cabinets in the kitchen. Cabinets are storage units commonly found in kitchens to organize various items and keep the space tidy. The presence of white cabinets...
19
RLAIF-V
RLAIF-V/gqa_images_2349575.jpg
[{'from': 'human', 'value': 'Which place is it?'}, {'from': 'gpt', 'preference_values': ['The place depicted in the image is a football field. Football fields are generally large outdoor areas designed for playing football games, with standard dimensions and markings to guide players during matches.', 'It is a football...
20
vlfeedback
vlfeedback/LRVInstruction-000000005923.jpg
[{'from': 'human', 'value': 'Is there an old, crumbling brick wall in the background, covered in lush green vines and moss?'}, {'from': 'gpt', 'preference_values': ['No, there is no old, crumbling brick wall in the background. The image features a rusty pipe, a tree, and a bunch of green plants in a forest setting.', '...
21
RLAIF-V
RLAIF-V/llava1.5_raw_images_00014_000149203.jpg
[{'from': 'human', 'value': 'Can you point out the details that make this image unique?'}, {'from': 'gpt', 'preference_values': ['The image features a thrilling basketball moment with two main players involved in the action. One of the players is a dominant big man, wearing a purple jersey, who is attempting to slam th...
22
vlfeedback
vlfeedback/svit-conversation-547.jpg
[{'from': 'human', 'value': 'What does the living room contain according to your observations, GPT?'}, {'from': 'gpt', 'preference_values': ['Based on the image, the living room contains the following items:\n\n1. A large, L-shaped sectional sofa with a textured throw.\n2. A pair of decorative green pillows on the sofa...
23
RLAIF-V
RLAIF-V/gqa_images_2417954.jpg
[{'from': 'human', 'value': 'Where is the trash can?'}, {'from': 'gpt', 'preference_values': ['The trash can is located in a park, situated near a tree and a bench. It is located on the grass in the park.', 'The trash can is located in a park, situated near a tree and a bench. It can also be referred to as a park bench...
24
RLAIF-V
RLAIF-V/llava1.5_raw_images_00011_000116914.jpg
[{'from': 'human', 'value': 'How do the elements in the image relate to each other in terms of positioning or composition?'}, {'from': 'gpt', 'preference_values': ['In the image, there is a wooden door with a carved arch situated between two stone walls. The door is positioned next to a building with a window, adding d...
25
vlfeedback
vlfeedback/svit-detail_description-89.jpg
[{'from': 'human', 'value': 'Provide a detailed commentary on the image.'}, {'from': 'gpt', 'preference_values': ['The image features a man standing in a room surrounded by several motorcycles. He is wearing a hat and appears to be the main focus of the scene. The motorcycles are parked in various positions, with some ...
26
RLAIF-V
RLAIF-V/llava1.5_raw_images_00022_000221570.jpg
[{'from': 'human', 'value': "Explain what's happening in the image with as much detail as possible."}, {'from': 'gpt', 'preference_values': ['The image showcases a close-up view of a circular object, which appears to be a light fixture. The central feature is a bright, glowing light that emits a warm, red-orange hue, c...
27
RLAIF-V
RLAIF-V/OpenDataLab___Google_Landmarks_Dataset_v2_raw_train_5_b_b_5bbb4a15b5742810.jpg
[{'from': 'human', 'value': 'Describe this landmark in detail, highlighting its unique aspects, location, and the experience of visiting it.'}, {'from': 'gpt', 'preference_values': ['The landmark in the image features a statue or sculpture of a large figure, possibly a deity or mythical creature, accompanied by cows. T...
28
vlfeedback
vlfeedback/svit-complex_reasoning-8318.jpg
[{'from': 'human', 'value': 'What is the man doing in this image?'}, {'from': 'gpt', 'preference_values': ['The man in the image is skateboarding. He appears to be performing a maneuver or trick, as he is crouched down and extending his arms for balance. The setting looks like an outdoor area, possibly a parking lot, w...
29
POVID
POVID/COCO_train2014_000000397254.jpg
[{'from': 'human', 'value': 'What color is the dog in the image?\n<image>'}, {'from': 'gpt', 'preference_values': ['The dog in the image is brown.', 'The dog perched on the window sill is a deep shade of grey, almost blending into the metalwork of the balcony.']}]
30
RLAIF-V
RLAIF-V/ocrvqa_images_190941414X.jpg
[{'from': 'human', 'value': 'What is the title of this book?'}, {'from': 'gpt', 'preference_values': ['The title of the book is "Beginner\'s Guide to Digital Painting in Photoshop: Characters".', 'The title of the book is "Photoshop Characters Beginner\'s Guide to Digital Painting" by Morgan Hughes.']}]
31
RLAIF-V
RLAIF-V/coco2017__000000187334.jpg
[{'from': 'human', 'value': "What children's nursery rhym features this animal and a young girl attending school?"}, {'from': 'gpt', 'preference_values': ['The children\'s nursery rhym "Mary Had Little Lamb" features a young lamb and a young girl attending school. The rhym goes like this:\n\n"Mary had little lamb,\nLit...
32
RLAIF-V
RLAIF-V/llava1.5_raw_images_00021_000211106.jpg
[{'from': 'human', 'value': 'Explain the elements of the image with thorough attention to detail.'}, {'from': 'gpt', 'preference_values': ['The image features a unique artifact – a rusted, old bell with iron chains hanging off it. The bell has a distinctive appearance and is the main focus of the scene. The setting is ...
33
RLAIF-V
RLAIF-V/sharegpt4v_data_web-landmark_images_Twyfelfontein2.jpg
[{'from': 'human', 'value': 'Describe the atmosphere and setting around the landmark, including any natural or urban elements.'}, {'from': 'gpt', 'preference_values': ["The landscape around the large, reddish rock in the desert features a mix of natural elements and potentially rugged terrain. The presence of the rock,...
34
RLAIF-V
RLAIF-V/llava1.5_raw_images_00014_000140974.jpg
[{'from': 'human', 'value': 'Identify and describe each object in the image in detail.'}, {'from': 'gpt', 'preference_values': ['The image features a scenic setting with a number of carved stone structures situated near each other. These structures resemble ancient monuments or statues, and they are surrounded by lush ...
35
RLAIF-V
RLAIF-V/llava1.5_raw_images_00020_000205980.jpg
[{'from': 'human', 'value': 'What is the setting or environment in which the image takes place?'}, {'from': 'gpt', 'preference_values': ['The setting is a room with a blue exercise bench and a radiator. There are posters on the wall, possibly indicating that this is a gym or a place for physical therapy.', 'The setting...
36
RLAIF-V
RLAIF-V/sharegpt4v_data_web-landmark_images_Hassan_II_Mosque_Morocco2.jpg
[{'from': 'human', 'value': 'Give a thorough description of the image, focusing on the landmark it shows.'}, {'from': 'gpt', 'preference_values': ['The image features the Hassan II Mosque, a prominent landmark located in Casablanca, Morocco. The mosque, with its tall minaret and distinctive green roof, stands majestica...
37
RLAIF-V
RLAIF-V/OpenDataLab___MovieNet_raw_MovieNet_img_240P_tt0120903_shot_0176_img_0.jpg
[{'from': 'human', 'value': 'Inspect this image and provide a detailed description of the setting and any objects or characters.'}, {'from': 'gpt', 'preference_values': ["In the image, there is an elderly man dressed formally in a suit and hat. He is standing against a backdrop of a patterned wall with light reflecting...
38
RLAIF-V
RLAIF-V/sharegpt4v_data_web-landmark_images_Teotihuacan2.jpg
[{'from': 'human', 'value': 'Create a detailed description describing the elements of the given worldwide landmark image. Identify the name of the landmark and describe the objects, colors, perspectives, etc.'}, {'from': 'gpt', 'preference_values': ["The image depicts the Pyramid of the Sun, which is the largest pyrami...
39
llava_rlhf
llava_rlhf/000000487930.jpg
[{'from': 'human', 'value': 'USER: How many chairs are in the image?\n<image> ASSISTANT: There is one chair in the image.</s>USER: Can you describe the location of the chair? ASSISTANT: The chair is located in a grassy area, sitting out on the lawn or in a field of grass. It is also near a small bird, which is feeding ...
40
RLAIF-V
RLAIF-V/ART500K_Artists2_Vangel Naumovski_Green Oasis 1968.jpg
[{'from': 'human', 'value': 'Create a detailed description describing the contents of the given art image. Include the objects, colors, art style, art genre, etc.'}, {'from': 'gpt', 'preference_values': ["The image portrays a vibrant abstract art piece. It's characterized by a lively palette of colors and shapes, inclu...
41
RLAIF-V
RLAIF-V/coco2017_train2017_000000341070.jpg
[{'from': 'human', 'value': 'Upscale or slovenly interior?'}, {'from': 'gpt', 'preference_values': ['The interior is upscale in nature. The kitchen and dining area are well-designed, with a marble countertop, wooden cabinets, and stainless steel appliances that give it an elegant appearance.', 'The interior appears to ...
42
RLAIF-V
RLAIF-V/llava1.5_raw_images_00012_000122078.jpg
[{'from': 'human', 'value': 'What are the main elements in this image? Describe them thoroughly.'}, {'from': 'gpt', 'preference_values': ['The main elements in the image are a pig that is dressed up, likely for a themed occasion or event. The pig is wearing a costume that resembles a bee or bumblebee, complete with dis...
43
RLAIF-V
RLAIF-V/coco2017_train2017_000000061946.jpg
[{'from': 'human', 'value': 'How do the elements in the image relate to each other in terms of positioning or composition?'}, {'from': 'gpt', 'preference_values': ["In the image, a small stuffed animal (lamb) is placed on a white plate, which is positioned on a dining table. The elements in the composition create a sen...
44
vlfeedback
vlfeedback/LLaVAR-000000008850.jpg
[{'from': 'human', 'value': 'What does the spring season symbolize in relation to leadership?'}, {'from': 'gpt', 'preference_values': ['The spring season is often associated with new beginnings, growth, and rejuvenation. In relation to leadership, this can symbolize several things:\n\n1. **New Leadership**: Much like s...
45
vlfeedback
vlfeedback/LLaVAR-000000006245.jpg
[{'from': 'human', 'value': 'What is the title of the book shown in the image?'}, {'from': 'gpt', 'preference_values': ['The title of the book shown in the image is "Role & performance of Micro and small enterprises - Their success and failure".', 'The title of the book is "Role performance of Micro and small enterpris...
46
vlfeedback
vlfeedback/LRVInstruction-000000008102.jpg
[{'from': 'human', 'value': 'Can you find the group of cyclists carrying large, orange flags next to their bikes?'}, {'from': 'gpt', 'preference_values': ['I cannot find a group of cyclists carrying large, orange flags next to their bikes in the image. The image primarily features a group of people riding motorcycles d...
47
RLAIF-V
RLAIF-V/coco2017_train2017_000000106677.jpg
[{'from': 'human', 'value': 'Explain the elements of the image with thorough attention to detail.'}, {'from': 'gpt', 'preference_values': ["The image captures a bustling urban scene with various elements contributing to the overall busy atmosphere. Multiple people are crossing the street, showcasing the dynamism of cit...
48
vlfeedback
vlfeedback/llava-reasoning-1230.jpg
[{'from': 'human', 'value': 'What can be inferred about the interests of the person who frequents this room?'}, {'from': 'gpt', 'preference_values': ['The room suggests that the person who uses it is a sports enthusiast, particularly interested in baseball, as indicated by the jerseys hung on the wall. The presence of ...
49
RLAIF-V
RLAIF-V/llava1.5_raw_images_00023_000238474.jpg
[{'from': 'human', 'value': 'Itemize the elements you identify in the image and describe them thoroughly.'}, {'from': 'gpt', 'preference_values': ["In the image, there are two elements prominently featured: a woman in a glittery dress and another woman in a jacket.\n\nThe woman in the glittery dress appears to be cover...
50
RLAIF-V
RLAIF-V/sharegpt4v_data_web-landmark_images_Himeji_Castle_Japan2.jpg
[{'from': 'human', 'value': 'Can you provide a detailed description about this landmark?'}, {'from': 'gpt', 'preference_values': ["The landmark in the image is likely a castle, possibly one of the many historic castles found in Japan. These castles are known for their distinctive architectural features, such as the mul...
51
POVID
POVID/COCO_train2014_000000508565.jpg
[{'from': 'human', 'value': 'What type of vehicle is the focus of the image?\n<image>'}, {'from': 'gpt', 'preference_values': ['The focus of the image is a large white city bus.', 'The image prominently displays a compact red sports car maneuvering through the city.']}]
52
vlfeedback
vlfeedback/svit-complex_reasoning-3837.jpg
[{'from': 'human', 'value': 'Why might the guy be waving from the truck?'}, {'from': 'gpt', 'preference_values': ["There could be several reasons why the guy is waving from the truck:\n\n1. Greeting: The guy might be waving to the man and woman as a friendly greeting, acknowledging their presence, or welcoming them to ...
53
RLAIF-V
RLAIF-V/gqa_images_2375252.jpg
[{'from': 'human', 'value': 'Which kind of vegetable is cut?'}, {'from': 'gpt', 'preference_values': ['In the image, the vegetable that is cut and displayed is broccoli. Broccoli is a popular green vegetable known for its nutritional value and versatility in various dishes.', 'In the image, I can see broccoli. Broccoli...
54
RLAIF-V
RLAIF-V/ocrvqa_images_719552915.jpg
[{'from': 'human', 'value': 'What is the title of this book?'}, {'from': 'gpt', 'preference_values': ['The End of Hong Kong: The Secret Diplomacy of Imperial Retreat', 'The End of Hong Kong: The Secret Diplomacy of Imperial Retreat by Cottrell, Robert (2005) Paperback']}]
55
RLAIF-V
RLAIF-V/llava1.5_raw_images_00021_000212099.jpg
[{'from': 'human', 'value': "Explain what's happening in the image with as much detail as possible."}, {'from': 'gpt', 'preference_values': ["The image features two salt shakers with a silver finish and a unique design, placed on a marbled surface. The shakers are the main focus of the image, suggesting they might be t...
56
RLAIF-V
RLAIF-V/coco2017__000000013124.jpg
[{'from': 'human', 'value': 'Is it raining?'}, {'from': 'gpt', 'preference_values': ['The image does not show any signs of rain. The sky is clear and blue, which typically indicates fair weather conditions suitable for outdoor activities like skiing. There are no visible droplets or wet surfaces that would suggest rain...
57
RLAIF-V
RLAIF-V/llava1.5_raw_images_00011_000115374.jpg
[{'from': 'human', 'value': 'What are the main elements in this image? Describe them thoroughly.'}, {'from': 'gpt', 'preference_values': ['The image features a smartphone case that showcases an illustration of a heart. The heart, depicted in a vibrant red color, is encircled by delicate blue flowers and a ribbon with t...
58
RLAIF-V
RLAIF-V/gqa_images_2348510.jpg
[{'from': 'human', 'value': 'Is this a skateboard or a scooter?'}, {'from': 'gpt', 'preference_values': ["No, it's not a skateboard or a scooter. In the image, a jet airplane is seen flying beneath a bridge.", "No, it's not a skateboard or a scooter. In the image, a jet is seen flying under a bridge. It's a plane, and ...
59
RLAIF-V
RLAIF-V/coco2017__000000423247.jpg
[{'from': 'human', 'value': 'What kind of hairstyle does the lady have?'}, {'from': 'gpt', 'preference_values': ['The lady in the image has her hair styled in a ponytail. This hairstyle involves gathering and securing the hair at the back of the head, typically with an elastic band or similar accessory. Ponytails are a...
60
RLAIF-V
RLAIF-V/TextVQA_train_images_4aada1736a67c9b9.jpg
[{'from': 'human', 'value': 'what is the last name of the jersey in the back ground?'}, {'from': 'gpt', 'preference_values': ['The last name on the jersey in the background is "Ricky". This detail might indicate that Ricky is a player for the team whose jersey is being worn by the man in the image. Jerseys with players...
61
vlfeedback
vlfeedback/svit-complex_reasoning-1197.jpg
[{'from': 'human', 'value': 'What can suggest that it might be winter in this scene?'}, {'from': 'gpt', 'preference_values': ['In the image, there are several indications that it might be winter:\n\n1. Snow on the ground: The presence of snow on the ground suggests that it has been cold and snowy recently. The snow can...
62
RLAIF-V
RLAIF-V/coco2017_train2017_000000004578.jpg
[{'from': 'human', 'value': 'How do we know this person is in all likelihood near or far sighted?'}, {'from': 'gpt', 'preference_values': ['In the image, the man is wearing glasses. This indicates that he may have vision impairments such as near or far sightedness. Glasses are commonly used to correct these types of vi...
63
RLAIF-V
RLAIF-V/coco2017__000000035763.jpg
[{'from': 'human', 'value': 'Where can a clock like this one be purchased?'}, {'from': 'gpt', 'preference_values': ['This clock is a unique piece of art that can be found on the Recicladocreativo website. The Recicladocreativo website offers creative and eco-friendly products, such as this clock, which is made from rec...
64
RLAIF-V
RLAIF-V/sharegpt4v_data_web-landmark_images_Arc_de_Triomphe.jpg
[{'from': 'human', 'value': 'Describe the atmosphere and setting around the landmark, including any natural or urban elements.'}, {'from': 'gpt', 'preference_values': ['The atmosphere around the landmark is urban, with a blue sky filled with clouds and white fluffy clouds floating above it.', 'The atmosphere around the...
65
vlfeedback
vlfeedback/svit-complex_reasoning-1115.jpg
[{'from': 'human', 'value': 'What type of beverage is accompanying the meal?'}, {'from': 'gpt', 'preference_values': ['A glass of orange juice is accompanying the meal.', 'The meal is accompanied by a glass of orange juice.']}]
66
RLAIF-V
RLAIF-V/coco2017__000000508565.jpg
[{'from': 'human', 'value': 'Is the bus driving toward you or away?'}, {'from': 'gpt', 'preference_values': ["The bus is driving away from the viewpoint of the camera. This can be determined by observing the position of the bus relative to the camera's perspective; the front of the bus is facing away, and the visible s...
67
RLAIF-V
RLAIF-V/gqa_images_2339287.jpg
[{'from': 'human', 'value': 'What is the man to the right of the pillow holding?'}, {'from': 'gpt', 'preference_values': ['The man to the right of the pillow is holding a remote. The remote is likely used for controlling electronic devices such as televisions, gaming consoles or other audio-visual equipment.', 'The man...
68
RLAIF-V
RLAIF-V/llava1.5_raw_images_00018_000185712.jpg
[{'from': 'human', 'value': 'Identify and describe each object in the image in detail.'}, {'from': 'gpt', 'preference_values': ["The image is a digital collage that embodies the festive spirit of Christmas. It features a variety of objects typically associated with the holiday season. The central focus is a small house...
69
vlfeedback
vlfeedback/llava-reasoning-420.jpg
[{'from': 'human', 'value': 'What are the visual benefits of having a bouquet of flowers like this?'}, {'from': 'gpt', 'preference_values': ["A bouquet of flowers such as the one in the image provides several visual benefits:\n\n1. **Color Enhancement**: The vibrant colors of the flowers can brighten up a space, adding...
70
vlfeedback
vlfeedback/m3it-st-vqa-15.jpg
[{'from': 'human', 'value': 'Evaluate the image and answer the connected question with precision. What is written on the top left of the white board?'}, {'from': 'gpt', 'preference_values': ['book and stationery event of the year', 'cosmostypenet']}]
71
llava_rlhf
llava_rlhf/000000553085.jpg
[{'from': 'human', 'value': 'What hazards might the surfer encounter during his ride?\n<image>'}, {'from': 'gpt', 'preference_values': ["While surfing, the man may encounter various hazards that can impact his safety. These hazards may include strong currents, rip currents, or undertows that can pull him away from the ...
72
vlfeedback
vlfeedback/LRVInstruction-000000002560.jpg
[{'from': 'human', 'value': 'Will you kindly fetch the red mug from the kitchen counter?'}, {'from': 'gpt', 'preference_values': ['There is no existence of a kitchen counter or a red mug in the image description.', "Yes, please. I'll fetch it."]}]
73
vlfeedback
vlfeedback/svit-detail_description-280.jpg
[{'from': 'human', 'value': 'How would you illustrate the image in words?'}, {'from': 'gpt', 'preference_values': ['This image shows a simple kitchen setting with a wooden table standing on a tiled floor. On top of the table, there is a white microwave oven, which appears to be an older model given its design and butto...
74
llava_rlhf
llava_rlhf/000000052502.jpg
[{'from': 'human', 'value': 'What factors make this pizza eating experience different from eating pizza in a casual setting?\n<image>'}, {'from': 'gpt', 'preference_values': ['The primary difference between this pizza eating experience and eating pizza in a casual setting is the presentation and the dining environment....
75
POVID
POVID/COCO_train2014_000000524044.jpg
[{'from': 'human', 'value': 'What activity are people engaging in on the street?\n<image>'}, {'from': 'gpt', 'preference_values': ['People are engaging in dancing on the street while others are watching the performance.', " but I can't assist with creating incorrect or misleading information based on images or text. If...
76
POVID
POVID/COCO_train2014_000000333087.jpg
[{'from': 'human', 'value': '<image>\nWhat is being pulled by the bike in the image?'}, {'from': 'gpt', 'preference_values': ['A surfboard is being pulled by the bike in the image. It is attached to a rack with wheels behind the bike, functioning as a trailer.', 'The bike seems to be towing a large white and blue strip...
77
POVID
POVID/COCO_train2014_000000159656.jpg
[{'from': 'human', 'value': 'What type of water body is featured in the image?\n<image>'}, {'from': 'gpt', 'preference_values': ['The image features a large, still body of water, such as a lake or a pond, surrounded by trees in a forested area.', 'The image shows a robust, flowing river marked by rapid currents, featur...
78
RLAIF-V
RLAIF-V/llava1.5_raw_images_00014_000141146.jpg
[{'from': 'human', 'value': 'Describe the key features of the image in great detail.'}, {'from': 'gpt', 'preference_values': ['The image features a beautiful waterfront setting with a stunning blue lagoon and a picturesque beach nearby. There is a pier extending out into the water, and in the distance, you can see hote...
79
RLAIF-V
RLAIF-V/coco2017_train2017_000000354392.jpg
[{'from': 'human', 'value': 'Hotel room or tv room at home?'}, {'from': 'gpt', 'preference_values': ['The image appears to depict a tv room at home. The presence of a television set and the surrounding environment suggest that this is a personal space where someone might relax and enjoy watching TV shows or movies.', '...
80
POVID
POVID/COCO_train2014_000000378059.jpg
[{'from': 'human', 'value': '<image>\nWhat kind of bear is visible in the image?'}, {'from': 'gpt', 'preference_values': ['The image features a large brown bear.', 'The image features a small grizzly bear cub wandering alone without its mother.']}]
81
vlfeedback
vlfeedback/comvint-flickr-4694.jpg
[{'from': 'human', 'value': 'Can the entire face of the man be seen in the image?'}, {'from': 'gpt', 'preference_values': ['No, the entire face of the man cannot be seen in the image. The photo is cropped so that only the lower half of his face is visible, primarily showing his chin and mouth.', "No, only the top of th...
82
POVID
POVID/COCO_train2014_000000159250.jpg
[{'from': 'human', 'value': '<image>\nHow many zebras are crossing the highway in the image?'}, {'from': 'gpt', 'preference_values': ['There are four zebras crossing the highway in the image.', 'There are three striped horses crossing the highway in the image.']}]
83
vlfeedback
vlfeedback/svit-detail_description-1043.jpg
[{'from': 'human', 'value': 'Elaborate on the details of the image.'}, {'from': 'gpt', 'preference_values': ['The image shows two individuals in a domestic kitchen setting. On the left is a man standing with his eyes closed, seemingly savoring the moment. He is wearing a white T-shirt with a printed design consisting o...
84
RLAIF-V
RLAIF-V/coco2017__000000270166.jpg
[{'from': 'human', 'value': 'How old is the baby giraffe?'}, {'from': 'gpt', 'preference_values': ['In the image, it is stated that there is a "baby giraffe" next to a larger giraffe. However, the exact age of the baby giraffe cannot be determined just by looking at the image. Giraffe calves are generally considered to...
85
RLAIF-V
RLAIF-V/coco2017_train2017_000000001786.jpg
[{'from': 'human', 'value': "Explain what's happening in the image with as much detail as possible."}, {'from': 'gpt', 'preference_values': ['The image displays a brown wicker basket, placed on a wooden table, filled with freshly baked white bread rolls. The rolls have a golden crust on top and are ready to be enjoyed....
86
RLAIF-V
RLAIF-V/coco2017_train2017_000000183416.jpg
[{'from': 'human', 'value': 'Convey the specifics of the image with meticulous attention to detail.'}, {'from': 'gpt', 'preference_values': ['The image captures a vibrant scene of a kite soaring in the sky. The kite is designed with a pattern that resembles the wings of a bird, painted in a striking shade of blue with ...
87
vlfeedback
vlfeedback/llava-conversation-532.jpg
[{'from': 'human', 'value': 'Is the airplane parked on a runway or a tarmac?'}, {'from': 'gpt', 'preference_values': ['The airplane in the image is parked on the tarmac, not on a runway. The tarmac, also known as an apron or ramp, is the area at an airport where aircraft are parked for boarding and disembarkation, refu...
88
vlfeedback
vlfeedback/llava-reasoning-2031.jpg
[{'from': 'human', 'value': 'Why might the bearded man and other people be gathered around the table?'}, {'from': 'gpt', 'preference_values': ['The bearded man, along with several others, is likely at a wine tasting event or an open-air market where they are discussing different wines. In the image, there are numerous ...
89
RLAIF-V
RLAIF-V/llava1.5_raw_images_00012_000125632.jpg
[{'from': 'human', 'value': 'What are the key features you observe in the image?'}, {'from': 'gpt', 'preference_values': ['The image features a stylized depiction of a unicorn. The unicorn is designed in a manner that suggests it is dancing, as indicated by the pose and the presence of a tutu. The color scheme is vibra...
90
RLHF-V
RLHF-V/sharegpt4v_data_share_textvqa_images_6dd6c9bcccf9442b.jpg
[{'from': 'human', 'value': 'Examine the image and provide a detailed introduction of the given image including the visible texts.'}, {'from': 'gpt', 'preference_values': ['The image features two signs on a glass window, one of which is a red, blue, black and white sign with a hat symbol and the words "no hats allowed"...
91
vlfeedback
vlfeedback/LRVInstruction-000000001122.jpg
[{'from': 'human', 'value': 'Please observe the group of playful children sitting by the train tracks.'}, {'from': 'gpt', 'preference_values': ["There are no children visible in the image you've provided. The image features a model train running on tracks that appear to be elevated on a wooden trestle structure amidst ...
92
RLAIF-V
RLAIF-V/TextVQA_train_images_a25d6fd025fc56dd.jpg
[{'from': 'human', 'value': 'what company is on the sign?'}, {'from': 'gpt', 'preference_values': ['The sign has the word "MetroLink" on it.', 'The company on the sign is Metronet.']}]
93
vlfeedback
vlfeedback/llava-detail-1650.jpg
[{'from': 'human', 'value': "What is this photo about'?"}, {'from': 'gpt', 'preference_values': ['The image depicts a snowy hillside with a herd of sheep grazing on the snow-covered ground. There are at least 13 sheep scattered across the scene, some closer to the foreground and others further away. The sheep are stand...
94
vlfeedback
vlfeedback/llava-reasoning-5615.jpg
[{'from': 'human', 'value': 'What are the essential components in this water sport, and why are they important?'}, {'from': 'gpt', 'preference_values': ["The essential components in this water sport, which is kiteboarding or kitesurfing, include a kite, a board, and a harness. The kite is used to catch the wind and gen...
95
RLHF-V
RLHF-V/coco2017_train2017_000000062964.jpg
[{'from': 'human', 'value': 'Is this train moving?'}, {'from': 'gpt', 'preference_values': ['No, the silver train is stopped on the tracks next to the building.', "Yes, the silver train is moving forward on the city's tracks."]}]
96
RLAIF-V
RLAIF-V/llava1.5_raw_images_00014_000140829.jpg
[{'from': 'human', 'value': "Explain what's happening in the image with as much detail as possible."}, {'from': 'gpt', 'preference_values': ['The image features a green, white, and red flag, representing Hungary, with a blue ribbon on top. The flag is displayed prominently, taking up the majority of the image. There is...
97
RLAIF-V
RLAIF-V/sharegpt4v_data_web-landmark_images_Torre_De_Belem_Belem_Tower_.jpg
[{'from': 'human', 'value': 'Offer a comprehensive description of this landmark.'}, {'from': 'gpt', 'preference_values': ['The Belem Tower is a 15th-century fortified tower located in Lisbon, Portugal. It was built as part of the Tagus River defense system to protect the city and its harbor from sea attacks.', "The lan...
98
RLAIF-V
RLAIF-V/TextVQA_train_images_b230346e7d282723.jpg
[{'from': 'human', 'value': 'what time can we see on the clock?'}, {'from': 'gpt', 'preference_values': ['The clock in the image indicates the time as 11:25. This detail provides a sense of the time of day or when the photo was taken, which might be relevant for understanding the context or activities taking place at t...
99
vlfeedback
vlfeedback/llava-detail-613.jpg
[{'from': 'human', 'value': 'What do you see happening in this image?'}, {'from': 'gpt', 'preference_values': ['This image depicts a casual outdoor setting where people are gathering, likely for a public event or concert. In the foreground, two men appear to be engaged in a relaxed conversation. The man on the left is ...
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Dataset Card for Vision-Feedback-Mix-Binarized-Cleaned

Introduction

This dataset represents a cleaned version on wangclnlp/vision-feedback-mix-binarized. Descriptions of the base datasets, including the data format and the procedure for mixing data, can be found in this link.

Our Methods for Cleaning Vision Feedback Data

Our goal is to select vision feedback samples where the preferred outputs are significantly differentiated from the dispreferred ones, and the quality of the preferred outputs is higher. To achieve this, we introduce three steps for selecting vision feedback data. We will describe them in detail as follows.

Step 1: Length Ratio

To address the length bias in the process of preference learning, we first clean the feedback data using a length ratio. Specifically, we compute the length ratio between the preferred and dispreferred outputs for each sample. Then, we filter out samples with a length ratio greater than 3.

Step 2: Edit Distance

We select feedback samples in which the preferred and dispreferred outputs exhibit a significant difference. We believe that these samples will simplify the task of preference learning and enhance model generalization. Specifically, we utilize the edit distance metric to quantify the difference between preferred and dispreferred outputs. We use the Levenshtein to compute edit distances. Finally, we filter out samples with an edit distance of less than 0.9.

Step 3: Quality of Preferred Output

In the DPO training process, the quality of the preferred output significantly affects the performance of the LLM. Thus, we employ GPT-4o as an annotator to assign a quality score (i.e., 1, 2, 3, 4, and 5) to the preferred output of each sample. Then, we filter out samples with a preferred output that has a quality score of less than 3. The same idea, using the quality score of the preferred output to select feedback, is also employed in argilla/dpo-mix-7k.

After cleaning and ensuring the quality of the preferred output for each sample, we finally obtain 98,322 samples.

Future

We plan to present a comprehensive test for this dataset by training a reward model and conducting DPO training with it. The related paper will be available soon.

Limitations

In this process, we employ GPT-4 to score the preferred output. Thus, the quality of this cleaned data will depend on the GPT-4 model. However, considering that GPT-4 is now the most advanced visual processing model available and is widely used for evaluation in scientific research, we believe it is relatively reliable.

Acknowledgements

We would like to thank Yifu Huo and Yang Gan for their contributions to this work.🌹🌹🌹

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