image imagewidth (px) 336 3.03k | messages listlengths 2 2 | primary_category stringclasses 11
values | secondary_category stringclasses 90
values | visual_complexity stringclasses 2
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": "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": "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": "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": "<|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": "<|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": "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|>\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": "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": "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 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": "<|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": "<|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": "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": "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": "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": "What is in the photo?\n<|image|>"
},
{
"role": "assistant",
"content": "black and white memorial day pattern"
}
] | objects_and_everyday_items | clothing_and_accessories | high | |
[
{
"role": "user",
"content": "<|image|>\nGive a brief description of the image."
},
{
"role": "assistant",
"content": "a ray diagram looks like the one on the previous slide, but with the object much further"
}
] | text_and_documents | diagrams | medium | |
[
{
"role": "user",
"content": "<|image|>\nSummarize the visual content of the image."
},
{
"role": "assistant",
"content": "cannons in downtown boise"
}
] | events_culture_and_history | historical_artifacts | medium | |
[
{
"role": "user",
"content": "Render a clear and concise summary of the photo.\n<|image|>"
},
{
"role": "assistant",
"content": "a bridge over a river on the blue ridge trail"
}
] | vehicles_and_transportation | transportation_infrastructure | medium | |
[
{
"role": "user",
"content": "Give a brief description of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "fishing hand written logo design illustration"
}
] | art_design_and_illustrations | typography | high | |
[
{
"role": "user",
"content": "<|image|>\nWhat is this?"
},
{
"role": "assistant",
"content": "person in a printed skirt and black top at a zee tv awards"
}
] | art_design_and_illustrations | patterns_and_abstract_art | medium | |
[
{
"role": "user",
"content": "Present a compact description of the photo's key features.\n<|image|>"
},
{
"role": "assistant",
"content": "the new tow truck that has been fitted to the ute"
}
] | vehicles_and_transportation | cars | medium | |
[
{
"role": "user",
"content": "Give a short and clear explanation of the subsequent image.\n<|image|>"
},
{
"role": "assistant",
"content": "medina mosque in saudi, middle east with a minar"
}
] | buildings_and_architecture | religious_buildings | medium | |
[
{
"role": "user",
"content": "Provide a brief description of the given image.\n<|image|>"
},
{
"role": "assistant",
"content": "a model in a red flowing, gown with gold embroidery on the front"
}
] | events_culture_and_history | weddings | medium | |
[
{
"role": "user",
"content": "<|image|>\nSummarize the visual content of the image."
},
{
"role": "assistant",
"content": "the brewers starting pitcher person pitching against the seattle mariners during a game on august 12 2017 at wrigley"
}
] | vehicles_and_transportation | cars | medium | |
[
{
"role": "user",
"content": "Give a brief description of the image.\n<|image|>"
},
{
"role": "assistant",
"content": "a tea room is shown in a japanese home"
}
] | buildings_and_architecture | interior_spaces | medium | |
[
{
"role": "user",
"content": "Render a clear and concise summary of the photo.\n<|image|>"
},
{
"role": "assistant",
"content": "the mandal infantry and troopers walking through a star wars desert"
}
] | vehicles_and_transportation | cars | medium | |
[
{
"role": "user",
"content": "<|image|>\nShare a concise interpretation of the image provided."
},
{
"role": "assistant",
"content": "a white sign with the word help wanted"
}
] | art_design_and_illustrations | posters_and_advertisements | medium | |
[
{
"role": "user",
"content": "<|image|>\nShare a concise interpretation of the image provided."
},
{
"role": "assistant",
"content": "a very tall century plant with big flower spikes against blue sky, cactus plant"
}
] | nature_and_environment | flowers_and_plants | medium | |
[
{
"role": "user",
"content": "<|image|>\nWhat is in the photo?"
},
{
"role": "assistant",
"content": "logo design with house, engine gear and sun in blue sky stock illustration"
}
] | products_and_commercial_imagery | brand_imagery | high | |
[
{
"role": "user",
"content": "<|image|>\nPresent a compact description of the photo's key features."
},
{
"role": "assistant",
"content": "a beach in the dominican republic"
}
] | nature_and_environment | landscapes | medium | |
[
{
"role": "user",
"content": "<|image|>\nProvide a brief description of the given image."
},
{
"role": "assistant",
"content": "an open faced sandwich sitting on top of a piece of wax paper"
}
] | food_and_beverages | snacks | medium | |
[
{
"role": "user",
"content": "<|image|>\nProvide a brief description of the given image."
},
{
"role": "assistant",
"content": "the protagonists protagonist and the survivors in an animated cartoon movie"
}
] | art_design_and_illustrations | comics_and_cartoons | medium | |
[
{
"role": "user",
"content": "<|image|>\nRender a clear and concise summary of the photo."
},
{
"role": "assistant",
"content": "a sock monkey toy dressed in superman's uniform, flying up in the air"
}
] | objects_and_everyday_items | toys_and_games | medium | |
[
{
"role": "user",
"content": "<|image|>\nRender a clear and concise summary of the photo."
},
{
"role": "assistant",
"content": "the building in which the farm stay is located"
}
] | buildings_and_architecture | commercial_buildings | medium | |
[
{
"role": "user",
"content": "Describe the image concisely.\n<|image|>"
},
{
"role": "assistant",
"content": "a plate with a pork roast with vegetables and potatoes"
}
] | food_and_beverages | meals_and_dishes | medium | |
[
{
"role": "user",
"content": "<|image|>\nWhat is this?"
},
{
"role": "assistant",
"content": "an assembly line worker tightens a bottle on a truck in a truck factory"
}
] | vehicles_and_transportation | trucks_and_buses | medium |
End of preview. Expand in Data Studio
Cleaned VLM Training Dataset
A filtered visual-language dataset for training models to understand images and interpret visual information.
CrowdMind/cleaned-vlm is a cleaned version of CrowdMind/categories.
The dataset focuses on examples with greater visual complexity. Entries labeled low in the visual_complexity field have been removed, leaving only medium and high complexity examples.
The original columns are preserved.
Dataset Overview
| Property | Description |
|---|---|
| Dataset | CrowdMind/cleaned-vlm |
| Source | CrowdMind/categories |
| Format | Parquet |
| Modality | Vision and text |
| Complexity levels | Medium, High |
| Removed entries | Low visual complexity |
| Splits | Train |
| Storage size | Approximately 22.1 GB |
| Shards | 56 |
What Is This Dataset For?
The goal is to provide a more focused collection of visual-language examples for training and experimentation.
Potential applications include:
- Visual understanding: Learning to interpret image content.
- Visual question answering: Answering questions using visual evidence.
- Image reasoning: Understanding relationships between objects and visual elements.
- Scene interpretation: Recognizing and describing complex visual situations.
- Multimodal instruction tuning: Connecting natural-language instructions with visual inputs.
- VLM pretraining and fine-tuning: Improving visual-language capabilities in multimodal models.
Data Processing
This dataset was derived from CrowdMind/categories.
The cleaning process:
- Load the original dataset.
- Inspect the
visual_complexityfield. - Remove entries labeled
low. - Retain entries labeled
mediumorhigh. - Preserve the existing dataset columns.
- Export the resulting dataset into Parquet shards.
No additional labels or annotations are claimed to have been generated during this filtering process.
Visual Complexity
The dataset retains two complexity levels:
| Label | Included | Description |
|---|---|---|
| Low | No | Removed during filtering |
| Medium | Yes | Retained from the source dataset |
| High | Yes | Retained from the source dataset |
The filtering is intended to create a more focused training collection containing examples with greater visual complexity.
Dataset Structure
The repository stores its training data in Parquet format.
cleaned-vlm/
├── README.md
└── data/
├── train-00000-of-00056.parquet
├── train-00001-of-00056.parquet
├── train-00002-of-00056.parquet
├── ...
└── train-00055-of-00056.parquet
The dataset preserves the original columns from CrowdMind/categories.
Intended Use
This dataset is intended for research and development involving:
- Vision-language models (VLMs).
- Multimodal foundation models.
- Visual reasoning systems.
- Image understanding and interpretation.
- Multimodal supervised fine-tuning.
- Experiments involving visual complexity and model performance.
Researchers can use this collection to investigate whether training on more visually complex examples improves a model's ability to understand and reason about images.
Limitations
- The dataset excludes examples labeled with low visual complexity.
- It does not represent the full distribution of the original source dataset.
- Filtering may introduce a bias toward more visually complex examples.
- The dataset's usefulness depends on the quality and diversity of its original annotations.
- Performance improvements from this filtering approach have not been established by the dataset itself.
Source Dataset
The original dataset:
Maintainer
CrowdMind
Hugging Face: https://huggingface.co/CrowdMind
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