image imagewidth (px) 336 3.03k | messages listlengths 2 2 | primary_category stringclasses 11
values | secondary_category stringclasses 90
values | visual_complexity stringclasses 3
values |
|---|---|---|---|---|
[
{
"role": "user",
"content": "Give a short and clear explanation of the subsequent image.\n<|image|>"
},
{
"role": "assistant",
"content": "a crashed white honda car in a field at a parking lot"
}
] | vehicles_and_transportation | cars | high | |
[
{
"role": "user",
"content": "What is in the photo?\n<|image|>"
},
{
"role": "assistant",
"content": "a series of unfortunate reactions that one character was the most short sleeve baby one piece"
}
] | people_and_human_activities | children_and_babies | low | |
[
{
"role": "user",
"content": "Summarize the visual content of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "a sculpture depicting roman goddesss"
}
] | events_culture_and_history | religious_ceremonies | medium | |
[
{
"role": "user",
"content": "<|image|>\nPresent a compact description of the photo's key features."
},
{
"role": "assistant",
"content": "a canyon wall reflects the water on a sunny day in utah"
}
] | nature_and_environment | geological_formations | medium | |
[
{
"role": "user",
"content": "<|image|>\nWhat is in the photo?"
},
{
"role": "assistant",
"content": "a gold and black logo for the manor medical aesthetics"
}
] | art_design_and_illustrations | logos_and_branding | medium | |
[
{
"role": "user",
"content": "Render a clear and concise summary of the photo.\n<|image|>"
},
{
"role": "assistant",
"content": "two rusty steel pots filled with dirt, sitting on a walkway"
}
] | nature_and_environment | flowers_and_plants | medium | |
[
{
"role": "user",
"content": "<|image|>\nShare a concise interpretation of the image provided."
},
{
"role": "assistant",
"content": "a denim jacket with a teddy bear design on the back"
}
] | events_culture_and_history | historical_artifacts | medium | |
[
{
"role": "user",
"content": "Write a terse but informative summary of the picture.\n<|image|>"
},
{
"role": "assistant",
"content": "christmas toys on the table food nutrition decoration feasts banquet winter wonderland forest snow environment nature plant warmth comfort decoration"
}
] | products_and_commercial_imagery | product_photography | low | |
[
{
"role": "user",
"content": "Summarize the visual content of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "a group of people, all dressed in wartime style clothing and sit together on chairs in front of the united"
}
] | people_and_human_activities | groups_and_crowds | medium | |
[
{
"role": "user",
"content": "Provide a brief description of the given image.\n<|image|>"
},
{
"role": "assistant",
"content": "yoga people meditating together in the lotus position in a room"
}
] | people_and_human_activities | sports_and_physical_activities | medium | |
[
{
"role": "user",
"content": "<|image|>\nSummarize the visual content of the image."
},
{
"role": "assistant",
"content": "earth day apps for kids"
}
] | text_and_documents | screenshots | low | |
[
{
"role": "user",
"content": "<|image|>\nGive a brief description of the image."
},
{
"role": "assistant",
"content": "the gnome is a little cute gnome with a big hat on its head a funny cartoon gnome is looking up"
}
] | objects_and_everyday_items | collectibles | low | |
[
{
"role": "user",
"content": "<|image|>\nPresent a compact description of the photo's key features."
},
{
"role": "assistant",
"content": "a character with a christmas ribbon, is an electric socket with an electric plug stock illustration"
}
] | objects_and_everyday_items | household_items | low | |
[
{
"role": "user",
"content": "Write a terse but informative summary of the picture.\n<|image|>"
},
{
"role": "assistant",
"content": "tropical sea plants on the blackboard"
}
] | art_design_and_illustrations | patterns_and_abstract_art | high | |
[
{
"role": "user",
"content": "<|image|>\nSummarize the visual content of the image."
},
{
"role": "assistant",
"content": "the statue of the hindu god, person, at an ancient hindu temple, with a staff"
}
] | events_culture_and_history | festivals_and_celebrations | medium | |
[
{
"role": "user",
"content": "<|image|>\nShare a concise interpretation of the image provided."
},
{
"role": "assistant",
"content": "the groomsm and his best man before the wedding"
}
] | people_and_human_activities | clothing_and_fashion | medium | |
[
{
"role": "user",
"content": "What is in the photo?\n<|image|>"
},
{
"role": "assistant",
"content": "a shiny black chrome metal uppercase or capital font alphabet u"
}
] | objects_and_everyday_items | household_items | low | |
[
{
"role": "user",
"content": "Summarize the visual content of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "the row ankle wrap sandal in black"
}
] | objects_and_everyday_items | clothing_and_accessories | low | |
[
{
"role": "user",
"content": "<|image|>\nRender a clear and concise summary of the photo."
},
{
"role": "assistant",
"content": "the mani salon nail polish strips in pink are always hot pink, dark purple and black nails, gold nails"
}
] | art_design_and_illustrations | patterns_and_abstract_art | medium | |
[
{
"role": "user",
"content": "Write a terse but informative summary of the picture.\n<|image|>"
},
{
"role": "assistant",
"content": "a bed or beds in a room at city hotel"
}
] | buildings_and_architecture | interior_spaces | medium | |
[
{
"role": "user",
"content": "What is this?\n<|image|>"
},
{
"role": "assistant",
"content": "the rolling stones perform on stage in a rock club london 28th january 1976"
}
] | events_culture_and_history | concerts_and_performances | medium | |
[
{
"role": "user",
"content": "<|image|>\nPresent a compact description of the photo's key features."
},
{
"role": "assistant",
"content": "a man in a face mask holds a syde with thermometer"
}
] | food_and_beverages | food_preparation | medium | |
[
{
"role": "user",
"content": "Provide a brief description of the given image.\n<|image|>"
},
{
"role": "assistant",
"content": "the disney beauty and the beast pandora bracelet"
}
] | products_and_commercial_imagery | brand_imagery | high | |
[
{
"role": "user",
"content": "What is this?\n<|image|>"
},
{
"role": "assistant",
"content": "the front of the building is covered in scaffolding and it is a very interesting piece of art"
}
] | buildings_and_architecture | urban_environments | medium | |
[
{
"role": "user",
"content": "Give a brief description of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "a round sticker that has a cartoon person holding a bottle in it"
}
] | food_and_beverages | beverages | low | |
[
{
"role": "user",
"content": "<|image|>\nRender a clear and concise summary of the photo."
},
{
"role": "assistant",
"content": "a rustic couples'wedding invitation set with an overlay of photos of the words ` something the worth saying"
}
] | products_and_commercial_imagery | promotional_graphics | high | |
[
{
"role": "user",
"content": "What is this?\n<|image|>"
},
{
"role": "assistant",
"content": "the moonwalk is lit up red and blue with a pink glow"
}
] | buildings_and_architecture | urban_environments | medium | |
[
{
"role": "user",
"content": "Summarize the visual content of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "two photos with a black pug dressed as toothless from the film toothless the dragon and a brown"
}
] | animals_and_wildlife | pets | medium | |
[
{
"role": "user",
"content": "<|image|>\nPresent a compact description of the photo's key features."
},
{
"role": "assistant",
"content": "the source magazine cover sticker"
}
] | events_culture_and_history | historical_events | high | |
[
{
"role": "user",
"content": "What is this?\n<|image|>"
},
{
"role": "assistant",
"content": "orange butterfly on purple thistle flower with blurred background stock images"
}
] | nature_and_environment | flowers_and_plants | low | |
[
{
"role": "user",
"content": "<|image|>\nDescribe the image concisely."
},
{
"role": "assistant",
"content": "5 fun summer crafts for kids to make"
}
] | objects_and_everyday_items | toys_and_games | low | |
[
{
"role": "user",
"content": "Render a clear and concise summary of the photo.\n<|image|>"
},
{
"role": "assistant",
"content": "the beach in albania"
}
] | nature_and_environment | landscapes | medium | |
[
{
"role": "user",
"content": "<|image|>\nGive a brief description of the image."
},
{
"role": "assistant",
"content": "an illustrated map showing different world languages"
}
] | text_and_documents | maps | high | |
[
{
"role": "user",
"content": "<|image|>\nProvide a brief description of the given image."
},
{
"role": "assistant",
"content": "the slot machines inside the casino suite"
}
] | buildings_and_architecture | interior_spaces | medium | |
[
{
"role": "user",
"content": "Describe the image concisely.\n<|image|>"
},
{
"role": "assistant",
"content": "an assortment of metal tools, including tools"
}
] | objects_and_everyday_items | tools_and_equipment | medium | |
[
{
"role": "user",
"content": "<|image|>\nRender a clear and concise summary of the photo."
},
{
"role": "assistant",
"content": "the fountains of bellagio hotel las vegas at night"
}
] | events_culture_and_history | museums_and_exhibitions | high | |
[
{
"role": "user",
"content": "<|image|>\nSummarize the visual content of the image."
},
{
"role": "assistant",
"content": "the white heron is the only member of the family of herons found in the water"
}
] | animals_and_wildlife | birds | medium | |
[
{
"role": "user",
"content": "<|image|>\nGive a short and clear explanation of the subsequent image."
},
{
"role": "assistant",
"content": "a pair of gold glitter shoes with bows"
}
] | objects_and_everyday_items | clothing_and_accessories | medium | |
[
{
"role": "user",
"content": "<|image|>\nShare a concise interpretation of the image provided."
},
{
"role": "assistant",
"content": "a hummingbird hovers above a yellow flower"
}
] | animals_and_wildlife | birds | low | |
[
{
"role": "user",
"content": "<|image|>\nShare a concise interpretation of the image provided."
},
{
"role": "assistant",
"content": "an older woman in leathers and a tan jacket, standing on a yellow lines background"
}
] | people_and_human_activities | clothing_and_fashion | low | |
[
{
"role": "user",
"content": "<|image|>\nGive a brief description of the image."
},
{
"role": "assistant",
"content": "a sliding window with the door open, showing the side release mechanism and the top view of the bottom lock"
}
] | objects_and_everyday_items | furniture | medium | |
[
{
"role": "user",
"content": "<|image|>\nDescribe the image concisely."
},
{
"role": "assistant",
"content": "a soccer field game with players in a formation of groups"
}
] | text_and_documents | diagrams | high | |
[
{
"role": "user",
"content": "Describe the image concisely.\n<|image|>"
},
{
"role": "assistant",
"content": "an image of a bed frame with steel feet"
}
] | objects_and_everyday_items | furniture | medium | |
[
{
"role": "user",
"content": "<|image|>\nPresent a compact description of the photo's key features."
},
{
"role": "assistant",
"content": "a woman with beer and an apron in hand for a banner or logo in vintage engraving style oktober"
}
] | events_culture_and_history | festivals_and_celebrations | high | |
[
{
"role": "user",
"content": "<|image|>\nGive a short and clear explanation of the subsequent image."
},
{
"role": "assistant",
"content": "halloween costume design for medical biologist slim fit t shirt"
}
] | products_and_commercial_imagery | clothing_advertisements | low | |
[
{
"role": "user",
"content": "Share a concise interpretation of the image provided.\n<|image|>"
},
{
"role": "assistant",
"content": "clutch and pressure plate"
}
] | vehicles_and_transportation | cars | medium | |
[
{
"role": "user",
"content": "Render a clear and concise summary of the photo.\n<|image|>"
},
{
"role": "assistant",
"content": "irish pub with barrels and beer keg isolated on white royalty illustration"
}
] | events_culture_and_history | cultural_traditions | medium | |
[
{
"role": "user",
"content": "Write a terse but informative summary of the picture.\n<|image|>"
},
{
"role": "assistant",
"content": "a plate of beef roast with a side dish of potato salad"
}
] | food_and_beverages | desserts_and_baked_goods | medium | |
[
{
"role": "user",
"content": "Share a concise interpretation of the image provided.\n<|image|>"
},
{
"role": "assistant",
"content": "a light grey bedroom with a linen bed and side table"
}
] | buildings_and_architecture | interior_spaces | medium | |
[
{
"role": "user",
"content": "<|image|>\nDescribe the image concisely."
},
{
"role": "assistant",
"content": "a sign at the beach with no trespassing written on it"
}
] | text_and_documents | signs_and_labels | medium | |
[
{
"role": "user",
"content": "Summarize the visual content of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "a chocolate brownie slice cut into half on parchment"
}
] | food_and_beverages | desserts_and_baked_goods | low | |
[
{
"role": "user",
"content": "Render a clear and concise summary of the photo.\n<|image|>"
},
{
"role": "assistant",
"content": "a white, two story building with porchs, surrounded by trees"
}
] | buildings_and_architecture | residential_buildings | medium | |
[
{
"role": "user",
"content": "Share a concise interpretation of the image provided.\n<|image|>"
},
{
"role": "assistant",
"content": "the start of a camel race at festival"
}
] | animals_and_wildlife | farm_animals | medium | |
[
{
"role": "user",
"content": "What is this?\n<|image|>"
},
{
"role": "assistant",
"content": "a woman in pink dress dancing with a mascot on the platform"
}
] | people_and_human_activities | social_interactions | medium | |
[
{
"role": "user",
"content": "<|image|>\nPresent a compact description of the photo's key features."
},
{
"role": "assistant",
"content": "the car that starred in tv drama"
}
] | vehicles_and_transportation | cars | medium | |
[
{
"role": "user",
"content": "Give a short and clear explanation of the subsequent image.\n<|image|>"
},
{
"role": "assistant",
"content": "the iron man armor is designed by person person for marvel's avengers the game avengers poster, avengers movie"
}
] | text_and_documents | screenshots | high | |
[
{
"role": "user",
"content": "What is this?\n<|image|>"
},
{
"role": "assistant",
"content": "two template business cards with abstract shapes royalty illustration"
}
] | art_design_and_illustrations | patterns_and_abstract_art | high | |
[
{
"role": "user",
"content": "<|image|>\nSummarize the visual content of the image."
},
{
"role": "assistant",
"content": "the packaging for a baby products product"
}
] | products_and_commercial_imagery | product_packaging | medium | |
[
{
"role": "user",
"content": "<|image|>\nWhat is in the photo?"
},
{
"role": "assistant",
"content": "a big group of men and women on the chess court classic t shirt"
}
] | art_design_and_illustrations | digital_illustrations | medium | |
[
{
"role": "user",
"content": "Provide a brief description of the given image.\n<|image|>"
},
{
"role": "assistant",
"content": "a bathroom with aqua walls and a gold rodooning"
}
] | buildings_and_architecture | interior_spaces | medium | |
[
{
"role": "user",
"content": "Write a terse but informative summary of the picture.\n<|image|>"
},
{
"role": "assistant",
"content": "a bride and groomsmants in the woods at skado lodge wedding"
}
] | events_culture_and_history | weddings | medium | |
[
{
"role": "user",
"content": "<|image|>\nWrite a terse but informative summary of the picture."
},
{
"role": "assistant",
"content": "the museum of fine arts and design is shown in this undated file"
}
] | buildings_and_architecture | commercial_buildings | medium | |
[
{
"role": "user",
"content": "<|image|>\nDescribe the image concisely."
},
{
"role": "assistant",
"content": "the ballroom at the hilton center at four points hotel"
}
] | events_culture_and_history | weddings | medium | |
[
{
"role": "user",
"content": "Render a clear and concise summary of the photo.\n<|image|>"
},
{
"role": "assistant",
"content": "christmas shops in the old town"
}
] | buildings_and_architecture | urban_environments | medium | |
[
{
"role": "user",
"content": "Write a terse but informative summary of the picture.\n<|image|>"
},
{
"role": "assistant",
"content": "the hunger prophecy full movie"
}
] | people_and_human_activities | social_interactions | medium | |
[
{
"role": "user",
"content": "Summarize the visual content of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "a man in a hat riding on a brown horse through the water"
}
] | animals_and_wildlife | animal_behavior | medium | |
[
{
"role": "user",
"content": "What is this?\n<|image|>"
},
{
"role": "assistant",
"content": "a pattern with gold crowns and dots"
}
] | food_and_beverages | snacks | low | |
[
{
"role": "user",
"content": "<|image|>\nWhat is in the photo?"
},
{
"role": "assistant",
"content": "two chinese blue enamel flower earrings on gold sticks"
}
] | art_design_and_illustrations | 3d_renders | low | |
[
{
"role": "user",
"content": "What is in the photo?\n<|image|>"
},
{
"role": "assistant",
"content": "a dog on a leash walks in the forest"
}
] | animals_and_wildlife | animal_behavior | medium | |
[
{
"role": "user",
"content": "Render a clear and concise summary of the photo.\n<|image|>"
},
{
"role": "assistant",
"content": "a floor plan of a studio apartment with an entrance and two bathroom areas"
}
] | buildings_and_architecture | interior_spaces | high | |
[
{
"role": "user",
"content": "Summarize the visual content of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "a crane and a truck sitting on a loading dock at a container ship terminal"
}
] | vehicles_and_transportation | boats_and_ships | medium | |
[
{
"role": "user",
"content": "What is in the photo?\n<|image|>"
},
{
"role": "assistant",
"content": "illustration with baby carriage on the lace background"
}
] | objects_and_everyday_items | household_items | low | |
[
{
"role": "user",
"content": "<|image|>\nPresent a compact description of the photo's key features."
},
{
"role": "assistant",
"content": "man in airplane cockpit"
}
] | text_and_documents | screenshots | medium | |
[
{
"role": "user",
"content": "Describe the image concisely.\n<|image|>"
},
{
"role": "assistant",
"content": "a plate of white chocolate cookie cookies"
}
] | food_and_beverages | desserts_and_baked_goods | low | |
[
{
"role": "user",
"content": "<|image|>\nProvide a brief description of the given image."
},
{
"role": "assistant",
"content": "a model walks the runway at the summer fashion show during event"
}
] | art_design_and_illustrations | patterns_and_abstract_art | medium | |
[
{
"role": "user",
"content": "Write a terse but informative summary of the picture.\n<|image|>"
},
{
"role": "assistant",
"content": "a semi truck travels down the highway with its load in tow"
}
] | vehicles_and_transportation | trucks_and_buses | medium | |
[
{
"role": "user",
"content": "<|image|>\nRender a clear and concise summary of the photo."
},
{
"role": "assistant",
"content": "celebrity is seen attending to the premiere of science fiction film"
}
] | events_culture_and_history | concerts_and_performances | medium | |
[
{
"role": "user",
"content": "<|image|>\nProvide a brief description of the given image."
},
{
"role": "assistant",
"content": "the westin resort, sharmour sea view pool"
}
] | nature_and_environment | landscapes | medium | |
[
{
"role": "user",
"content": "Provide a brief description of the given image.\n<|image|>"
},
{
"role": "assistant",
"content": "a tray with six square slices of cheese pizza"
}
] | food_and_beverages | snacks | medium | |
[
{
"role": "user",
"content": "Give a brief description of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "the soca river is the largest natural source of water"
}
] | nature_and_environment | landscapes | medium | |
[
{
"role": "user",
"content": "Render a clear and concise summary of the photo.\n<|image|>"
},
{
"role": "assistant",
"content": "a baby standing on the window ledge and looking out the window at the other kids"
}
] | buildings_and_architecture | urban_environments | medium | |
[
{
"role": "user",
"content": "<|image|>\nWrite a terse but informative summary of the picture."
},
{
"role": "assistant",
"content": "the building where the vacation home is located"
}
] | buildings_and_architecture | residential_buildings | medium | |
[
{
"role": "user",
"content": "Describe the image concisely.\n<|image|>"
},
{
"role": "assistant",
"content": "students in the classroom writing on their school papers"
}
] | text_and_documents | handwriting | medium | |
[
{
"role": "user",
"content": "Provide a brief description of the given image.\n<|image|>"
},
{
"role": "assistant",
"content": "the hydraulic alignment machine, as used in a factory"
}
] | products_and_commercial_imagery | product_photography | medium | |
[
{
"role": "user",
"content": "<|image|>\nWhat is this?"
},
{
"role": "assistant",
"content": "the grim knight fight logo sticker"
}
] | art_design_and_illustrations | logos_and_branding | low | |
[
{
"role": "user",
"content": "Describe the image concisely.\n<|image|>"
},
{
"role": "assistant",
"content": "a theatre poster for person's 1971 film the new woman"
}
] | art_design_and_illustrations | posters_and_advertisements | medium | |
[
{
"role": "user",
"content": "<|image|>\nWhat is this?"
},
{
"role": "assistant",
"content": "an image of a plaster head of a man"
}
] | people_and_human_activities | individuals_and_portraits | medium | |
[
{
"role": "user",
"content": "Render a clear and concise summary of the photo.\n<|image|>"
},
{
"role": "assistant",
"content": "the north face lightweight blanket blue and person"
}
] | objects_and_everyday_items | clothing_and_accessories | medium | |
[
{
"role": "user",
"content": "What is in the photo?\n<|image|>"
},
{
"role": "assistant",
"content": "two hands holding up an upward hand with raised index finger up royalty illustration isolated on white background stock illustration"
}
] | food_and_beverages | food_preparation | low | |
[
{
"role": "user",
"content": "Share a concise interpretation of the image provided.\n<|image|>"
},
{
"role": "assistant",
"content": "the coast road, one of the many roads"
}
] | vehicles_and_transportation | transportation_infrastructure | medium | |
[
{
"role": "user",
"content": "What is this?\n<|image|>"
},
{
"role": "assistant",
"content": "the paper front page with an image of politician"
}
] | text_and_documents | infographics | high | |
[
{
"role": "user",
"content": "What is in the photo?\n<|image|>"
},
{
"role": "assistant",
"content": "a blue building with a yellow sign that reads heny's guest house"
}
] | buildings_and_architecture | commercial_buildings | medium | |
[
{
"role": "user",
"content": "<|image|>\nDescribe the image concisely."
},
{
"role": "assistant",
"content": "a white cake covered in coconut cream and banana pudding"
}
] | food_and_beverages | desserts_and_baked_goods | low | |
[
{
"role": "user",
"content": "Provide a brief description of the given image.\n<|image|>"
},
{
"role": "assistant",
"content": "the wine shop menu"
}
] | food_and_beverages | restaurant_settings | high | |
[
{
"role": "user",
"content": "<|image|>\nRender a clear and concise summary of the photo."
},
{
"role": "assistant",
"content": "the lego castle with a view of the front"
}
] | products_and_commercial_imagery | promotional_graphics | high | |
[
{
"role": "user",
"content": "Write a terse but informative summary of the picture.\n<|image|>"
},
{
"role": "assistant",
"content": "a bird is perched on a persons hand"
}
] | animals_and_wildlife | birds | medium | |
[
{
"role": "user",
"content": "<|image|>\nDescribe the image concisely."
},
{
"role": "assistant",
"content": "a young woman with long, blonde dread locks, wearing a green jacket and smiling"
}
] | people_and_human_activities | individuals_and_portraits | medium | |
[
{
"role": "user",
"content": "<|image|>\nGive a short and clear explanation of the subsequent image."
},
{
"role": "assistant",
"content": "actor person and actress person together with person in a scene from the film'the searcher '"
}
] | events_culture_and_history | weddings | medium | |
[
{
"role": "user",
"content": "Provide a brief description of the given image.\n<|image|>"
},
{
"role": "assistant",
"content": "the prague cathedral in black and white framed art print"
}
] | buildings_and_architecture | historical_structures | high | |
[
{
"role": "user",
"content": "Give a brief description of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "three individual chocolate puddings in a white bowl, topped with whipped cream"
}
] | food_and_beverages | desserts_and_baked_goods | low |
End of preview. Expand in Data Studio
New Conversation
A large-scale multimodal dataset for image understanding, visual question answering, and image-to-text instruction tuning.
CrowdMind/new-conversation contains approximately 558K image-and-text training examples. Each example pairs an image with a natural-language instruction and an assistant response describing or interpreting the visual content.
The dataset focuses on teaching vision-language models to understand images and produce useful textual descriptions.
Dataset Overview
| Property | Value |
|---|---|
| Dataset | CrowdMind/new-conversation |
| Examples | 558,000 |
| Splits | train |
| Modalities | Image + Text |
| Format | Parquet |
| Conversation structure | 2 messages |
| Primary language | English |
| Primary task | Image-to-text understanding |
What Is Included?
Each training example contains an image, a user instruction, and an assistant response.
The instructions use different ways of asking a model to interpret an image. Examples include:
- Describe the image.
- Summarize the visual content.
- Identify objects and subjects.
- Explain what is happening in a photograph.
- Describe important visual features.
- Provide a concise interpretation of an image.
- Identify products, artwork, locations, and other objects.
The dataset covers a broad range of visual subjects.
Categories of Visual Content
The following categories describe the types of content represented in the dataset. They are descriptive groupings, not pre-existing dataset labels.
| Category | Examples |
|---|---|
| People & Activities | People, groups, clothing, sports, social activities |
| Animals & Wildlife | Birds, pets, insects, wildlife |
| Nature & Landscapes | Mountains, beaches, rivers, plants, scenery |
| Vehicles & Transportation | Cars, trucks, motorcycles, transportation |
| Buildings & Architecture | Houses, hotels, structures, interiors |
| Products & Objects | Consumer products, furniture, tools, accessories |
| Food & Dining | Meals, desserts, ingredients, food presentation |
| Art & Illustrations | Sculptures, drawings, paintings, illustrations |
| Signs & Text | Signs, logos, lettering, advertisements |
| Fashion & Apparel | Clothing, shoes, jewelry, accessories |
| Technology | Electronics, equipment, devices |
| Events & Entertainment | Concerts, celebrations, performances |
Dataset Structure
The Hugging Face viewer exposes three main fields:
image: The image associated with the example.messages: A structured conversation usinguserandassistantroles.
Training Applications
This dataset can be used in several stages of multimodal model development.
1. Vision-Language SFT
Use the image and associated conversation as supervised fine-tuning examples.
The model learns to associate visual information with natural-language instructions and responses.
2. Image Captioning
Train models to generate concise descriptions of images.
Potential capabilities include:
- Object identification.
- Scene descriptions.
- Attribute recognition.
- Visual detail extraction.
- Natural-language image summaries.
3. Visual Question Answering
The question-and-answer structure provides a starting point for training models to respond to image-related questions.
Additional question generation could expand the dataset beyond general image descriptions.
4. Multimodal Pretraining and Instruction Tuning
The dataset can supplement larger multimodal training collections, particularly during instruction tuning.
It can help develop the connection between visual encoders and language-model representations.
Data Quality Considerations
The dataset contains a large variety of image-description examples, but the visible samples also show some quality variation.
Potential issues include:
- Incomplete or truncated descriptions.
- Incorrect object identification.
- Repetitive instruction templates.
- Keyword-heavy responses rather than natural sentences.
- Occasional grammatical errors.
- Descriptions that do not fully explain the image.
For best results, consider implementing:
- Duplicate detection.
- Image-caption consistency checks.
- Text quality filtering.
- Language normalization.
- Caption length filtering.
- Automated and human-assisted quality evaluation.
Do not assume that every response is a verified description of its associated image.
Limitations
- The published dataset currently exposes a single training split.
- The examples use predominantly English instructions.
- Most visible conversations contain only one user message and one assistant response.
- The dataset should not be treated as a general-purpose multi-turn conversational dataset.
- The quality and accuracy of individual image descriptions can vary.
- Additional validation and test splits should be created for controlled experiments.
Intended Use
This dataset is intended for researchers and developers working on:
- Vision-language models (VLMs).
- Multimodal large language models.
- Image captioning systems.
- Visual instruction following.
- Image understanding.
- Multimodal supervised fine-tuning.
Citation
If you use this dataset in your research or training pipeline, please reference:
@misc{crowdmind_new_conversation,
author = {CrowdMind},
title = {New Conversation: Vision Instruction Dataset},
year = {2026},
url = {https://huggingface.co/datasets/CrowdMind/new-conversation}
}
Dataset
Maintained by CrowdMind
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