Datasets:

NuclearManD
/

trisearch-dataset-64k-v0.0.1

id string	domain string	source string	captions list	query string	unrelated_query string
satellite-001590	satellite	SkyScript	[ "Asphalt secondary road with trolley wires, bus lane on the right, shared bus and cycle lane on the right side", "Overhead view of a bus route along a road with trolley wires, cycle lane adjacent", "Trolley wire-equipped road with separate lanes for buses and cyclists" ]	Street view with trolley tracks and bus lane	handheld photo of rope bridge in a crowded bazaar
general-031720	general	bitmind/MS-COCO	[ "A pizza type dish with vegetables and a lemon wedge.", "A meal on a plate next to a fork with a lemon on top.", "close up of a quiche with greens and lemon", "A dish of potato pancakes is sitting on a table.", "A cheese pizza with spinach leaves and a lemon slice." ]	Image of vegetable pizza with lemon wedge	color photograph of wooden chess set at dusk
general-007770	general	bitmind/MS-COCO	[ "A bench with two wooden statues sitting behind it.", "a wooden bench in front of a railing.", "A wooden bench is held up by two carved wooden figures.", "A park bench with some wooden figures holding it up.", "Three wood carvings of humans hold up a bench" ]	Picture of park bench with wooden statues	Photos of wild animals in their natural habitat
satellite-001980	satellite	SkyScript	[ "Solar farm with rows of photovoltaic panels, surrounded by a fence", "Aerial view of a solar power plant, fenced-in", "PV panels in a solar field, enclosed by a fence, seen from above" ]	Solar farm with fenced perimeter	Images of historic architecture
general-007697	general	bitmind/MS-COCO	[ "A stove top with lots of pots and pans.", "a stove that has some pans on it", "Kitchen with wok and prepared food on counter top.", "An assortment of pans and bowls of food in a kitchen.", "a couple of pans and bowls on a table" ]	Kitchen counter with pots and pans	Pictures of tropical fruits
satellite-012589	satellite	SkyScript	[ "Intersection with diagonal road lines", "Crossroads with striped pavement" ]	Image of street intersection with diagonal lines	Photos of ancient artifacts
general-022937	general	bitmind/MS-COCO	[ "A little girl walking on a beach with a little boy and her father.", "a man playing with his kids on the beach", "A man with two small children running on the beach", "Three people, two young and one old running on a beach.", "A man and two small children run along the beach." ]	Beach walk with family	Historic architecture in Paris
general-025114	general	bitmind/MS-COCO	[ "An outdoor area with many animals inluding a zebra and a rhinoceros.", "Some Zebras and cattle are standing together, some eating.", "A bunch of zebras playing on a grassy field.", "African animals placidly grazing in a park enclosure.", "two zebras grazing while a hippo looks at them and some oxen in the ...	Animals in their natural habitat	tripod long exposure of red fire hydrant in autumn leaves
satellite-000899	satellite	SkyScript	[ "Agricultural complex from above", "Farm structure in satellite view", "Rural building visible from the sky" ]	Aerial view of farmland	film grain photo of coral aquarium tank in winter snow
general-003071	general	bitmind/MS-COCO	[ "A server is standing behind the bar of an eclectic diner while texting.", "A woman and man inside of a restaurant", "people waiting to serve people at a restaurant", "woman looking at cell phone while at work.", "A worker in a restaurant is checking her phone." ]	Diner atmosphere	travel snapshot of clock tower at dusk
satellite-011968	satellite	SkyScript	[ "Agricultural road, graded for vehicles", "Asphalt path for farm vehicles", "Grade 1 track for farming equipment" ]	Rural vehicle road	wide angle shot of violin case inside a warehouse
satellite-030956	satellite	SkyScript	[ "Golf course transformed into a winter sports haven, with Nordic ski trails marked out", "Snow-covered golf course with designated paths for classic and skating skiing", "Overhead view of golf course repurposed for cross-country skiing" ]	Golf course transformed for winter sports	natural light photo of coral reef diver on a ferry deck
satellite-005154	satellite	SkyScript	[ "Reedbeds sprawling in wetland", "Wetland landscape dominated by reeds", "Reeds covering aerial view of wetland" ]	Reed-covered wetland	tripod long exposure of ceramic teapot on a wooden pier
satellite-022736	satellite	SkyScript	[ "Fuel station from above, with visible pumps and vehicles", "Overhead view of a gasoline station, surrounded by roads", "Aerial image of a gas station, with clear parking lot layout" ]	Aerial view of gas station	travel snapshot of red fire hydrant at a night market
general-022101	general	bitmind/MS-COCO	[ "A baseball player holding a bat next to home plate.", "A man at bat who just missed a pitch.", "A man is holding a baseball bat in preparation to hit the ball.", "A baseball player is at home plate and up to bat.", "A baseball player swinging the bat at home plate" ]	Baseball batter at home plate	travel snapshot of blacksmith forge on cobblestones
general-010088	general	bitmind/MS-COCO	[ "A person walking down the street with an umbrella.", "A woman carrying an umbrella walks next to a yellow building.", "A person walking next to a yellow building with an umbrella", "A person holding an umbrella walking down a street in front of a yellow house.", "A person with an umbrella walking down a st...	Walking in the rain with umbrella	Space rockets launching
general-030882	general	bitmind/MS-COCO	[ "A group of men standing next to small elephants.", "there are man standing along with two elephants in the wild", "The men are tending to the small elephants.", "A dirt ground area with trees and bushes surrounding two small elephants and three men.", "Men with two elephants on a dirt road." ]	Men with baby elephants	natural light photo of farmers market stall beside sandstone cliffs
satellite-027038	satellite	SkyScript	[ "Asphalt highway with dedicated cycling lane on the left", "Overhead view of primary road with bike lane", "Highway with bike lane visible from above" ]	aerial highway bike lane visible	tripod long exposure of espresso machine in winter snow
satellite-020832	satellite	SkyScript	[ "Overhead view of a major road", "Asphalt highway stretching across the image", "Trunk road seen from above" ]	Busy road from above	close-up photo of lighthouse tower at a quiet lakeshore
satellite-028383	satellite	SkyScript	[ "Overhead view of a bustling railway station", "Railway station with multiple platforms and tracks", "Station building surrounded by rail lines and infrastructure" ]	Crowded railway station from above	film grain photo of rope bridge on a rooftop
satellite-021261	satellite	SkyScript	[ "Gravel parking lot with shuttle buses", "Overhead view of park and ride facility", "Vehicles parked on gravel in designated lot" ]	aerial vehicles parked gravel designated lot	natural light photo of kite festival in golden hour light
satellite-005405	satellite	SkyScript	[ "A single railway track with an electrified line stretching across the landscape.", "Overhead view of a lone railway track with a contact line for electric trains.", "Electrified railway track snaking through the terrain, seen from above" ]	Rural railway views	documentary photo of marble fountain near a cliff edge
general-015141	general	bitmind/MS-COCO	[ "a man on a snow board doing a trick in the air", "A person on a snow board performing a jump", "a person on a snowboard performing a trick in the air", "A snowboarder preforming a trick in mid air." ]	Snowboarding stunts	handheld photo of solar panel array in morning fog
general-011806	general	bitmind/MS-COCO	[ "an image of two men standing in front of a Christmas tree", "Two men with Christmas gifts in front of a Christmas tree.", "Two mean pose for the camera holding a cell phone and a pac man.", "Two man in front of a tree holding up items", "Two men show of technology gadget Christmas gifts." ]	People with Christmas tree	color photograph of koi pond bridge on a rooftop
satellite-011239	satellite	SkyScript	[ "Overhead view of street parking", "Cars parked along street", "Street side parking lot" ]	Aerial view of parking	Wild animal habitats
general-012394	general	bitmind/MS-COCO	[ "The man is riding his surfboard with a stuffed animal.", "A young man with a stuffed animal riding a surf board on a large wave.", "A silly photograph of a man surfing with a stuffed animal on the front of the board", "A man surfing with a photoshopped character on board in front of him", "a man on a surfb...	Surfer with stuffed animal	Art museum paintings
general-025750	general	bitmind/MS-COCO	[ "A group of people walk around in a business area.", "On the street at night with a crowd of people and a utility pole.", "A light pole sitting next to a street at night.", "Many people walk down a busy street at night.", "A busy gas station with groups of people coming through." ]	People walking in business area	Fashion design
general-030736	general	bitmind/MS-COCO	[ "A large Coca-Cola truck driving in a parking lot.", "A Coca-Cola truck parked in a parking lot.", "a red white and black truck some lights and a bush", "a large truck riding down the road next to a lamp post", "A Coca Cola truck traveling down the road." ]	Coke truck in parking	Natural disasters
general-020438	general	bitmind/MS-COCO	[ "a close up of a cat on a wooden ledge", "A white and black cat perched on a wooden box next to a mirror.", "A Siamese cat sitting on top of a wooden box.", "A cat staring into the camera during the day.", "A fuzzy multi colored cat sitting on a wooden surface." ]	Cat face close-up on wooden beam	Historical castles in Europe
general-012284	general	bitmind/MS-COCO	[ "A group of friends sitting down to a dinner table sharing a meal.", "A group of people is gathered around a table", "a group of elderly people sitting at a table with glases of wine", "Elderly people sitting together, enjoying dinner and wine", "A group of older people sitting around a table full of food a...	Friends having dinner together	Exotic birds in the Amazon rainforest
general-023856	general	bitmind/MS-COCO	[ "A brown dog laying in a red wicker bed.", "A dog lying down in a wicker chair that has a cushion.", "A little dog in a basket in the corner of a room.", "A dog sitting in a dog bed in the corner.", "A poodle dog sitting in its bed made of wicker material." ]	Dog in wicker basket	handheld photo of brass trombone under string lights
satellite-012117	satellite	SkyScript	[ "Railway tracks with overhead power lines, seen from above", "Electrified train route with contact line, viewed remotely", "Aerial view of railway tracks with electrification infrastructure" ]	Overhead view of railway tracks with power lines	candid street photo of koi pond bridge at dusk
satellite-024979	satellite	SkyScript	[ "Asphalt secondary road winding through landscape", "Overhead view of winding road with asphalt surface", "Road with asphalt surface seen from above" ]	Country road winding through nature	Fashion trends in the 1920s
general-012567	general	bitmind/MS-COCO	[ "a blurry photo of a yellow fire hydrant", "Blurry photograph of a yellow fire hydrant and a red and white divers' flag", "A yellow fire hydrant sitting on the middle of a sidewalk.", "A fire hydrant that is next to a red and white sign.", "a yellow fire hydrant some grass and buildings and trees" ]	Yellow fire hydrant on sidewalk	tripod long exposure of clock tower in a sunlit studio
satellite-008149	satellite	SkyScript	[ "Asphalt tertiary road from above, flanked by sidewalks and a cycle track", "Overhead view of a road with a dedicated bike lane and wide sidewalks", "Aerial perspective of a road, complete with adjacent sidewalks and a cycle path" ]	Asphalt road with sidewalks and cycle path from above	Traditional Japanese architecture
general-000946	general	bitmind/MS-COCO	[ "A blue arrow sign sitting on the side of a road.", "A vehicle on a street at a traffic light.", "A view through a windshield shows a street with several street signs.", "Road intersection with traffic cones and signs for construction.", "Red sign stating to wait there when light shows." ]	Road sign at traffic light	documentary photo of beehive boxes near a cliff edge
satellite-030249	satellite	SkyScript	[ "A lone hut amidst a vast, green landscape.", "Overhead view of a small, wooden hut in a rural area.", "Remote-sensing image featuring a single, isolated hut" ]	Solitary cabin in nature	handheld photo of desert dune buggy at dusk
general-023458	general	bitmind/MS-COCO	[ "four tennis players pose for the camera on a tennis court with the net between them", "some tennis players standing on a court posing for a photo", "The four men are all holding tennis rackets.", "A group of men who are standing on a tennis court.", "Four players posing for a picture on a tennis court." ]	Tennis match in progress	wide angle shot of neon diner sign beside a canal
general-004002	general	bitmind/MS-COCO	[ "A group of men playing a video game", "A group of young men holding Nintendo Wii game controllers.", "Several men standing up in a large room holding Wii controllers.", "A group of men are playing Wii together.", "Four men are standing in a line with tickets in hand." ]	Gaming session with friends	film grain photo of marble fountain in autumn leaves
satellite-008467	satellite	SkyScript	[ "Curving roadway from above", "Path winding through hilly terrain" ]	Curving road from above	handheld photo of film projector on a wooden pier
satellite-029745	satellite	SkyScript	[ "Aerial view of a suburban street", "Houses lining a winding road from above", "Overhead look at a residential neighborhood" ]	Suburban neighborhood from above	wide angle shot of rugby scrum under string lights
satellite-031954	satellite	SkyScript	[ "Aerial view of a plant nursery", "Rows of greenhouses and plants from above", "Overhead perspective of a nursery with various plant types" ]	Plant nursery from above	Culinary arts
satellite-006374	satellite	SkyScript	[ "Evergreen and broadleaved trees from above", "A forest canopy of evergreens and broadleaved trees", "A bird's-eye view of a mixed forest" ]	Mixed forest from above	Art museums
satellite-014950	satellite	SkyScript	[ "Persimmon orchard from above", "Rows of fruit trees in a field", "Aerial view of a persimmon plantation" ]	aerial persimmon orchard	Motorcycle racing
general-016182	general	bitmind/MS-COCO	[ "As the horses graze, their friend the dog looks on.", "Two horses in a field grazing near a dog", "Two horses standing in the grass next to a dog.", "A couple of horses and a dog in a field.", "Two horses grazing in the grass while a dog looks on." ]	Horse and dog friendship images	travel snapshot of gondola ride in winter snow
general-006133	general	bitmind/MS-COCO	[ "a person standing talking on a cell phone", "A woman talks on the phone while she waits for the bus.", "A woman standing on a sidewalk talking on her cell phone.", "A woman talks on her cell phone while waiting outside.", "A woman in a black jacket stands under a street sign and holds her phone up to her e...	People talking on smartphones	film grain photo of farmers market stall at dusk
satellite-008734	satellite	SkyScript	[ "Red timber-frame house with black-tiled gabled roof", "Aerial view of a red-painted house with black roof tiles", "Gabled roof house with red walls and black roof tiles, seen from above" ]	Timber frame homes with black tile roofs	handheld photo of jazz trumpet solo in a library aisle
general-027329	general	bitmind/MS-COCO	[ "A couple of zebra in a fenced in area.", "Two zebra standing and sitting next to each other on a field.", "Two zebras one laying down and one walking away .", "One Zebra laying in the sand and another Zebra walking away from the first one..", "One zebra lays in the dirt while another walks away." ]	Zebras in a fenced area	Lunar landscapes
general-023333	general	bitmind/MS-COCO	[ "A man flying a kite in an open field.", "A person on a beach flying a large kite.", "A person standing in a flat empty area, flying a kite.", "The man with the straw hat on the beach flies his kite.", "A man on a beach flying a long kite." ]	People flying kites outdoors	tripod long exposure of desert dune buggy in neon city rain
satellite-022092	satellite	SkyScript	[ "Aerial view of a hospital entrance, marked for emergencies", "Emergency ward entrance seen from above, in a hospital complex", "Hospital's emergency entrance visible in satellite image" ]	Hospital emergency entrances from above	Tropical fruits
satellite-018055	satellite	SkyScript	[ "Road intersection with zebra crossings", "Cars stopped at zebra crossings on a street", "Zebra stripes marking road intersections" ]	Road intersections with zebra crossings	close-up photo of harbor crane in golden hour light
satellite-023389	satellite	SkyScript	[ "Railway switch with turnout to the right", "Aerial view of a railway switch with the diverging track to the right", "Switchyard with turnout angling right" ]	aerial switchyard turnout angling right	detail macro shot of stained glass window at dusk
satellite-010022	satellite	SkyScript	[ "Detached structure from above", "Single building in open terrain", "Isolated dwelling viewed remotely" ]	Detached building from above	detail macro shot of bakery storefront on a ferry deck
satellite-014616	satellite	SkyScript	[ "Rows of grapevines in a vineyard, seen from above", "Green vineyard with neat rows of grapes", "Overhead view of vineyard with cultivated grapevines" ]	aerial rows grapevines vineyard seen	travel snapshot of leather suitcase on a rooftop
satellite-005248	satellite	SkyScript	[ "Overhead view of a rooftop", "Building's roof from above", "Aerial perspective of a rooftop" ]	aerial building roof	natural light photo of stained glass window under string lights
general-021429	general	bitmind/MS-COCO	[ "The stop sign at the corner of North Main and Schoolhouse", "A stop sign that is next to some street signs.", "A stop sign next to a building at a crossroads.", "A stop sign is at the intersection of Main St and Schoolhouse.", "A stop sign mounted on pole in front of a street sign mounted on its own pole."...	Stop sign at Main and Schoolhouse	color photograph of hot air balloon on a rooftop
general-006245	general	bitmind/MS-COCO	[ "Three people sit at a restaurant table drinking wine.", "A man and two women sitting in chairs at a table for four.", "a couple of women and a man at a table", "three people sitting around a tale with some glasses of wine", "A young man and two young women at a table." ]	People drinking at table	natural light photo of cargo freighter in neon city rain
general-021781	general	bitmind/MS-COCO	[ "An artistic image of a stop sign in front of trees and a house.", "Photographic tricks make a stop sign appear in three places.", "An artistic stop sign image with a double vision element.", "A reflection of a stop sign in glass.", "A REFLECTIVE IMAGE OF A RED STOP SIGN" ]	Artistic stop sign in nature	wide angle shot of film projector in neon city rain
general-002266	general	bitmind/MS-COCO	[ "A man riding a snowboard up the side of a ramp.", "The snowboarder is trying the trick on the loop.", "A man riding a snowboard up over a rail on a snowy slope.", "A person going up an arch on a snow board.", "A snow boarder going up an arch jump set up in the snow" ]	Extreme snowboarding tricks	Flower fields
general-030921	general	bitmind/MS-COCO	[ "A wooden floor with a fire hydrant and boxes.", "A fire hydrant is sitting across from several objects.", "A red fire extinguisher is in a large room.", "A house with hard wood floors, a fire extinguisher and boxes.", "A fires extinguisher is sitting in a lab setting." ]	Industrial storage solutions	documentary photo of desert dune buggy on a ferry deck
general-032475	general	bitmind/MS-COCO	[ "a small kitten is looking in the mirror where you can see its reflection", "The multicolored kitten is looking into a mirror.", "A kitten stands by a reflection of itself.", "Two kitty sitting side by side on the table.", "A kitten that is sitting down looking in a mirror." ]	Cute kitten in a mirror	handheld photo of clay pottery wheel on a ferry deck
general-022415	general	bitmind/MS-COCO	[ "a nice homemad epizza is well covered with food", "The pizza has been prepared and sliced for serving.", "A pizza with both meat and vegetable toppings.", "A girl pulling a slice out of a pizza with several toppings.", "A person with their fingers on a slice of pizza." ]	Delicious homemade pizzas	candid street photo of vintage bicycle on cobblestones
satellite-027223	satellite	SkyScript	[ "Man-made storage tank from above", "Industrial facility with a large tank", "Overhead view of a storage tank" ]	Above view of industrial tanks	candid street photo of volcano crater rim in golden hour light
general-021026	general	bitmind/MS-COCO	[ "A train engine with carts pulling into a station.", "A blue train sits on a track at the station.", "a train sits parked as a man walks in the distance", "A train rides up next to an empty platform.", "A blue and yellow train driving down train tracks." ]	Trains pulling into stations	Ice sculptures
general-009318	general	bitmind/MS-COCO	[ "a number of people on a baseball field", "A man holding a ball on a mound of a baseball field.", "A pitcher is about to throw the ball as the girl on first base watches.", "THIS IS A GROUP OF PEOPLE PLAYING SOFTBALL TOGETHER", "A group of baseball players standing on top of a field." ]	Baseball players on field	Museum art exhibits
general-029997	general	bitmind/MS-COCO	[ "there is a yellow and silver train at the train station", "A train engine with carts behind it pulled into a station.", "A train is driving on the rails of a track.", "A yellow and silver train is on a train track.", "A train traveling down tracks next to a building." ]	Train station images	candid street photo of ceramic teapot in neon city rain
satellite-008739	satellite	SkyScript	[ "Roof of a building from above", "Overhead look at a single-story structure", "Aerial view of a flat rooftop" ]	Roof top view	film grain photo of camping tent at a night market
satellite-004809	satellite	SkyScript	[ "A retaining wall seen from above in an aerial view", "Aerial perspective of a retaining wall", "Top-down view of a retaining wall" ]	Aerial view of retaining wall	detail macro shot of ski chalet in golden hour light
general-022201	general	bitmind/MS-COCO	[ "A giraffe walking next to a mud puddle.", "A giraffe that is standing in the dirt.", "a truck coming toward a giraffe in the middle the of road", "A giraffe walks over an unpaved, dusty road.", "A giraffe crossing the road and a tourist van close to it" ]	Giraffe in mud	tripod long exposure of orchard ladder on a wooden pier
general-000747	general	bitmind/MS-COCO	[ "A rundown bus with no wheels on gravel", "A bright neon colored bus with no wheels sitting on some rocks.", "a bus with no wheels parked on a gravel area in a grass field.", "A wheel-less buss sitting on gravel by a building.", "an abandoned bus with no tires sitting on some rocks" ]	Abandoned bus in desert	natural light photo of blacksmith forge on a rooftop
general-008274	general	bitmind/MS-COCO	[ "A woman sitting down using a laptop computer.", "A man using a laptop at a desk while several people watch.", "People working on computers at a low table", "A person sitting and working on a laptop while other people stand around.", "Woman standing in a room with another woman on the computer." ]	Woman working on laptop	Wild animals in Africa
satellite-014685	satellite	SkyScript	[ "Railway workshop in a building, seen from above", "Aerial view of a structure housing railway equipment", "Overhead look at a building repurposed for railway maintenance" ]	aerial railway workshop building seen	candid street photo of beehive boxes in neon city rain
satellite-025810	satellite	SkyScript	[ "Green park with grassy field", "Playground with lush green grass", "Aerial view of a grassy recreational area" ]	Park with green grass	detail macro shot of cobblestone alley under string lights
general-002512	general	bitmind/MS-COCO	[ "The window curtain in the bedroom is tied to one side.", "A bedroom that has a blanket tied to one side over the window.", "A bed sitting under a window in a bedroom.", "window with a multi colord curtain over the window next to window is a bed", "A window that is half open in a bedroom." ]	Bedroom window with tied curtain	candid street photo of neon diner sign in a crowded bazaar
general-003980	general	bitmind/MS-COCO	[ "Two young boys sitting and eating very large carrots.", "Two young boys eating carrots on a couch.", "Two young boys sit on a couch as they eat carrots.", "Two young boys eating raw carrots in a room.", "Boys eating large carrots in a play room." ]	Boys eating giant carrots	detail macro shot of cargo freighter along a riverbank
general-005434	general	bitmind/MS-COCO	[ "A horse and two giraffes in a sanctuary", "Two giraffe standing next to each other near a fence.", "Some very tall pretty giraffes by some other animals.", "Two giraffes one is bending its neck around the other one.", "A couple of large giraffe standing by a fence." ]	Horse and giraffe sanctuary	detail macro shot of origami crane display beside sandstone cliffs
general-030832	general	bitmind/MS-COCO	[ "a breakfast pizza with an egg in the middle", "A pizza with zucchini, spinach egg and ham on it.", "An cheese, egg, cucumber, black olive and spinach pizza.", "A pizza topped with a fried egg, cheese and slices of eggplant.", "A pizza with an egg in the middle is on a plate." ]	Pizza with egg for breakfast	detail macro shot of greenhouse tomatoes beside a canal
general-023077	general	bitmind/MS-COCO	[ "The large room has a kitchen and a living space in it.", "A modern kitchen and dining area are shown.", "A kitchen with a center island with a stove top oven.", "A view of a kitchen that appears to be very large.", "A modern kitchen has large and clear counter space." ]	Large room with kitchen and living area	Wild animal encounters
satellite-021495	satellite	SkyScript	[ "Kerb acting as a barrier in the aerial view", "A roadside kerb serving as a protective barrier", "Kerb visible as a barrier in the satellite imagery" ]	aerial roadside kerb serving protective barrier	close-up photo of vintage bicycle on a mountain trail
satellite-023208	satellite	SkyScript	[ "Solar farm sprawling over desert, rows of panels glinting", "Photovoltaic panels arranged in grid, power lines converging", "Desert landscape dotted with solar panels, utility structures nearby" ]	Solar farm in the desert	candid street photo of pottery kiln in a crowded bazaar
satellite-001334	satellite	SkyScript	[ "Apartment complex with gabled roof from above", "Aerial view of a building with a gabled roof", "Gabled roof structure in an apartment building, seen from overhead" ]	aerial apartment complex gabled roof	Cute puppies playing in the park
satellite-011409	satellite	SkyScript	[ "Kindergarten with pyramidal roof and tile covering from above", "Tile-covered pyramidal roof of a kindergarten", "Kindergarten building with prominent tile-covered pyramidal roof" ]	aerial tile covered pyramidal roof kindergarten	detail macro shot of orchard ladder under string lights
general-012571	general	bitmind/MS-COCO	[ "A large passenger jet sitting on an airport tarmac.", "an airplane, a truck and a luggage cart", "A Virgin America plane at an airport gateway.", "Red and white airplane parked at an airport.", "A Virgin America airplane is park at an airport terminal." ]	Airport tarmac with passenger jets	documentary photo of street mural at a night market
satellite-007527	satellite	SkyScript	[ "Overgrown, abandoned industrial site from above", "Rustic remains of a former factory, encroached by nature", "Aerial view of a derelict, vegetated brownfield" ]	Overgrown abandoned industrial complexes	travel snapshot of windmill farm beside cherry blossoms
general-000320	general	bitmind/MS-COCO	[ "a close up of a pizza on a pan on a table", "The mushroom pizza is ready to be baked.", "A person and a large pizza with cheese and mushrooms.", "A pizza on the table is covered in mushrooms.", "A close-up of the cheese pizza topped with mushrooms." ]	Mushroom pizza close-up	film grain photo of marble fountain in neon city rain
general-004944	general	bitmind/MS-COCO	[ "A plate with three pancakes with butter on it", "The plate holds three pancakes topped with melting butter.", "Three pancakes with butter on a yellow colored oval plate.", "Three pancakes have been served with butter on a platter" ]	Breakfast with pancakes and butter	color photograph of bakery storefront in neon city rain
satellite-007500	satellite	SkyScript	[ "Baseball diamond from above, with lush green field and surrounding bleachers", "Aerial view of a sports complex, featuring a baseball field and adjacent parking area", "Overhead look at a recreational area, with a baseball pitch and nearby trees" ]	Overhead shot of baseball diamond	handheld photo of espresso machine at a quiet lakeshore
general-003826	general	bitmind/MS-COCO	[ "This is a nice black over and under washer and dryer set.", "A pair of black machines stacked on each other.", "A two oven unit standing in a kitchen.", "three types of microwaves on top of each other.", "A black dual oven stove with controls on the top." ]	Stacked appliances in kitchen	Exotic cars
satellite-028278	satellite	SkyScript	[ "Taxiway with planes parked at an airport", "Overhead view of airport tarmac", "Airport taxiway with aircraft in sight" ]	Airport planes parking	Ocean sunset
satellite-024918	satellite	SkyScript	[ "Vast, rectangular quarry with steep, terraced walls", "Man-made pit surrounded by barren, rocky terrain", "Overhead view of excavated land with angular, earthen edges" ]	Large quarry landscape	Puppies playing
satellite-017306	satellite	SkyScript	[ "Airport with a prominent hangar building", "Aircraft hangar situated at the airport", "Overhead view of an airport with a noticeable hangar" ]	Airport with large hangar	Mountain range
general-023162	general	bitmind/MS-COCO	[ "A group of young men playing a game of soccer.", "A group of men playing soccer on a field", "Action shot of men playing soccer with spectators watching", "Soccer players dive for the ball at the same time.", "soccer players jumping up while a crowd watching them" ]	Young men playing football	color photograph of clock tower on a ferry deck
general-001072	general	bitmind/MS-COCO	[ "A red fire hydrant sitting between two poles.", "A fire hydrant placed between two metal poles.", "a pink fire hydrant sits between two poles", "A red fire hydrant sits between two yellow posts in an unkempt sidewalk.", "A fire hydrant on cement surrounded by weeds." ]	Red fire hydrant in city	documentary photo of camping tent on a ferry deck
general-004023	general	bitmind/MS-COCO	[ "There is a trailer and smaller sports vehicles behind a truck.", "A blue truck with four wheeler in the bed has a camper hooked up to its hitch.", "A pick up truck is loaded with two ATV's in the bed and is towing a camper trailer.", "Truck with travel trailer hitched and ATVs in the bed.", "a car is pulli...	Truck with sports cars behind	natural light photo of origami crane display on a mountain trail
general-031413	general	bitmind/MS-COCO	[ "A corner marked filled with fresh fruit and produce.", "A woman on a moped carries vegetables away from market.", "Outdoor market area with several very colorful umbrellas", "There are motorcycles driving past a market with umbrellas.", "A busy street with a biker and food stand" ]	Market corner with fresh produce	detail macro shot of espresso machine in autumn leaves
satellite-005374	satellite	SkyScript	[ "Road with unmarked zebra crossings from above", "Cars navigating an unregulated zebra crossing", "Aerial view of a busy road with unmarked pedestrian crossings" ]	aerial road unmarked zebra crossings	close-up photo of lighthouse tower in a library aisle
satellite-014852	satellite	SkyScript	[ "Rugged stone wall from above", "Winding stone barrier in landscape" ]	Cliffside landscape photos	travel snapshot of ballet pointe shoes after rainfall
general-025942	general	bitmind/MS-COCO	[ "A group of skiers are outdoors playing in the snow.", "A group of skiers has gathered at a red fence", "A group of skiers get ready to perform in the race.", "Several cross country skiers prepare to start down a course.", "Several skiers in ski gear a gathered together." ]	Snow activities images	tripod long exposure of coral reef diver under a glass dome
general-025642	general	bitmind/MS-COCO	[ "a man that is on top of his bike", "A man riding a bike down a street past cars.", "a person on a bike rides down a city street", "a person wearing white on a bicycle some cars a street and buildings", "a man is riding a bike down the street" ]	Cycling action photos	Fashion design sketches
general-003933	general	bitmind/MS-COCO	[ "Two girls playing with an interactive gaming unit.", "Two women with short hair playing a Wii game.", "two women are playing video games and a couch", "Two young women holding Wii remotes in an indoor setting.", "A sideways shot of two women playing a remote video game" ]	Kids playing video games	handheld photo of hot air balloon in a greenhouse aisle

End of preview. Expand in Data Studio

TriSearch-v1 (0.0.1)

Initial public data release for the TriSearch multimodal training stack (v0.0.1). Curated image–text corpus for joint embedding spaces (contrastive training + query-style text). Schema is intended to stay stable; later versions may add fields or tighten quality filters.

Summary


Version	`0.0.1` (format v1)
Examples	65,536 image–text records
Train / test	61,440 / 4,096 (test = 1/16 of data)
Image size	1024×1024 RGB JPEG (center-crop after short-side scale)
Domains	general: 32,768, satellite: 32,768
Captions / image	2–6 (mean 3.95)
Unique queries	55,945 (collision rate 0.1463)
Unique unrelated queries	43,983 (collision rate 0.3289)
Language	English
Card generated	2026-07-10

Automated QC (text): 2249 / 65536 rows still soft-flagged (3.43%) after repair pass — see Quality section.

Why this dataset exists. TriSearch trains dual towers (vision + text) into a shared Matryoshka embedding space for cross-modal retrieval and alignment. Stage‑1 training needs:

Real images (not synthetic placeholders)
Multiple diverse captions per image
A search-style query that should retrieve the image
An unrelated query (distractor) for contrastive / ranking supervision
Explicit domain labels for balanced satellite vs general mixes

This release packages those fields in a HuggingFace-friendly layout.

Domain mix

Balanced 50 / 50 design:

general — everyday photographs (MS-COCO via bitmind/MS-COCO)
satellite — overhead / remote-sensing scenes (SkyScript)

Upstream source	Count	Share
`SkyScript`	32,768	50.0%
`bitmind/MS-COCO`	32,768	50.0%

Dataset structure

Each row is one training example:

Field	Type	Description
`id`	`string`	Stable unique id (`general-XXXXXX` / `satellite-XXXXXX`)
`domain`	`string`	`general` or `satellite`
`source`	`string`	Upstream corpus id
`image`	`Image`	RGB, 1024×1024, JPEG-encoded in parquet
`captions`	`list[string]`	≥2 diverse natural-language captions for the same image
`query`	`string`	Short search-style query expected to match this image
`unrelated_query`	`string`	Search-style distractor on a different topic
`split`	`string`	`train` or `test` (also encoded by parquet path)

On-disk / Hub layout

NuclearManD/trisearch-dataset-64k-v0.0.1/
  README.md                 # this card
  LICENSE                   # composite upstream notice
  dataset_info.json         # machine-readable stats
  splits.json               # frozen train/test id lists + rule
  metadata.jsonl            # text fields + split + relative image paths
  data/
    train-XXXXX-of-YYYYY.parquet
    test-XXXXX-of-YYYYY.parquet
  quality_report.json       # optional automated QC snapshot (if shipped)

Local exports used during development may also include images/ sidecars and an Arrow hf/ tree; the Hub package prioritizes parquet for load_dataset.

Artifact	Present in local export
`metadata.jsonl`	True
`splits.json`	True
train parquet shards	15
test parquet shards	1
sidecar `images/`	True
`hf/` Arrow	True

How the data was built

1. Sampling & staging

General: MS-COCO images from a local mirror of bitmind/MS-COCO, resized to 1024×1024 (scale short side, then center-crop), stored as high-quality JPEG.
Satellite: SkyScript overhead imagery + language-polished captions (CSV index + local image zips), same resize policy.
Target size 65,536 with fixed seed for reproducibility of the mix.

2. Caption diversity

Source corpora sometimes list near-duplicate captions (punctuation / preposition swaps). We:

Drop near-duplicates via token Jaccard filtering
Call an LLM (OpenRouter) only when a caption set is still insufficiently diverse
Offline fallback rewrites when the API fails (so pipelines never hang)

3. Query & distractor generation

query: search-like phrase a person might type to find a similar image (encouraged to avoid copying the caption verbatim)
unrelated_query: a different visual topic for negative / ranking signals

Post-export repair pass (local distractor bank + targeted LLM rewrites) improved uniqueness of distractors and reduced caption-copy queries. Residual soft flags remain in the QC report (preliminary release).

4. Quality control

Automated text QC (audit_dataset.py) flags empty fields, near-duplicate captions, offline fallback fingerprints, generic distractor templates, query≈caption overlap, and high-frequency collisions.

QC metric (latest local audit)	Value
Rows soft-flagged	2249
% soft-flagged	3.43
Unique queries	55,945
Unique unrelated	43,983
Generic-template unrelated count	0

Not yet in this release: full CLIP/SigLIP alignment filtering, human rating of every row, or hard near-duplicate image dedup across sources. Treat as a strong training prior, not a frozen leaderboard set.

Intended uses

Suitable for

Contrastive image–text pretraining / continued alignment (e.g. dual encoders)
Training with query-style text (not only captions)
Multi-positive setups (multiple captions + query per image)
Domain-balanced experiments (satellite vs natural images)
Retrieval evaluation prototypes (image↔text)

Not suitable for (without further work)

Safety / toxicity benchmarking
Geographic or demographic fairness claims
Medical or high-stakes remote-sensing decisions
Claiming SOTA numbers without reporting the official test split (or a clearly documented alternative)

Out-of-scope uses

Do not present this mix as “the” standard RS or COCO replacement
Do not ignore upstream licenses when redistributing derivatives
Do not use machine-generated queries as if they were human search logs

Loading

From the Hub

from datasets import load_dataset

# Official splits
train = load_dataset("NuclearManD/trisearch-dataset-64k-v0.0.1", split="train")
test = load_dataset("NuclearManD/trisearch-dataset-64k-v0.0.1", split="test")
print(len(train), len(test))

row = train[0]
print(row["id"], row["domain"], row["query"])
row["image"]  # PIL.Image.Image, 1024x1024
print(row["captions"])
print(row["unrelated_query"])

Streaming (lower peak disk):

ds = load_dataset("NuclearManD/trisearch-dataset-64k-v0.0.1", split="train", streaming=True)
for row in ds.take(3):
    print(row["id"], row["query"])

From a local export

from datasets import load_dataset

train = load_dataset(
    "parquet", data_files={"train": "data/train-*.parquet"}, split="train"
)
test = load_dataset(
    "parquet", data_files={"test": "data/test-*.parquet"}, split="test"
)

# Text-only index (includes split field)
import json
with open("metadata.jsonl") as f:
    meta = [json.loads(line) for line in f]
test_ids = {r["id"] for r in meta if r.get("split") == "test"}

With the TriSearch training stack

from trisearch_dataset import load_curated_training_rows

# Defaults to official train split only (does not leak test)
rows = load_curated_training_rows("models/data/trisearch-v1", seed=42)
# each row: image, caption(s), related_query, unrelated_query, domain, ...

Text length & style notes

Field	Approx. length (chars)
Caption mean	49.9 (p10=35, p90=65)
Query mean	29.5 (p10=20, p90=40)

Queries are intentionally short and search-like. Captions are fuller scene descriptions. Unrelated queries are scene-level phrases (not single topic words where repair succeeded).

Splits

Official splits (frozen for v0.0.1):

Split	Count	Fraction
`train`	61,440	~93.8%
`test`	4,096	1/16 (~6.2%)
total	65,536	100%

Per domain (stratified — each domain contributes 1/16 to test):

Domain	Train	Test
`general`	30,720	2,048
`satellite`	30,720	2,048

Assignment rule (deterministic):

Group rows by domain.
Sort ids within the domain.
Shuffle with random.Random(f"{seed}:{domain}") where seed = 42.
First floor(n_domain / 16) ids → test; remainder → train.

Canonical id lists ship in splits.json. Do not re-split for reported benchmarks — use split="test" from this release.

Training guidance: fit models on train only. Use test for held-out retrieval / ranking metrics. There is no separate validation split; if you need early stopping, carve a small subset from train only.

Data fields (detailed)

`captions`

Length ≥ 2 after diversity filtering
Mean ≈ 3.95 strings per image
Should describe the same visual content with different focus (layout vs objects vs context)

`query`

Positive retrieval text for the image
Prefer non-verbatim paraphrases of captions
May still partially overlap caption tokens on a minority of rows (see QC)

`unrelated_query`

Distractor for contrastive / ranking losses
Should not match the image content
Post-repair uniqueness is much higher than raw LLM batch output; residual medium-frequency templates may remain under the soft threshold

`domain` / `source`

Use domain for sampling ratios (e.g. 50% satellite in Stage‑1)
source traces upstream provenance for license and debugging

Known limitations (preliminary)

Machine-authored queries/distractors — not real user search logs; style reflects the generator model and repair prompts.
Soft QC residue — a few percent of rows may still show high query–caption token overlap or mild query collisions.
No multimodal alignment gate in v0.1 — we do not drop rows by CLIP score yet.
Image near-duplicates across COCO/SkyScript are not exhaustively purged.
English only.
Satellite geography / sensor metadata are not included as structured fields.
Parquet vs sidecar text — Hub package is built from the curated export; always prefer the published parquet as the release snapshot.

Ethical considerations

Upstream imagery may depict people, places, and infrastructure. Follow the licenses and privacy expectations of COCO and SkyScript.
Remote-sensing images can be sensitive in some jurisdictions; this set is for research embedding models, not operational ISR.
LLM rewrites can introduce factual drift relative to the pixels; captions remain the primary grounded text, with queries as auxiliary retrieval text.

Licensing

Composite / other. This packaging does not re-license upstream assets.

You must comply with:

Component	Notes
MS-COCO / `bitmind/MS-COCO` images & annotations	COCO terms; annotations typically CC-BY 4.0; images from Flickr with varying original licenses
SkyScript	Follow SkyScript / source imagery terms for remote-sensing data
Machine-generated captions/queries in this packaging	Provided for research use with the dataset; no trademark license granted
TriSearch packaging metadata (`id`, `domain`, repair text)	Research use; attribution appreciated

See LICENSE in the repository root of this dataset for the short composite notice.

If you are unsure whether your use is allowed, contact the upstream dataset maintainers and do not treat this preliminary HF mirror as legal advice.

Citation

If you use this dataset, please cite the upstream sources and note the TriSearch preliminary packaging:

@misc{trisearch-v1-preliminary,
  title  = {TriSearch-v1: Preliminary Multimodal Image-Text Training Corpus},
  author = {TriSearch contributors},
  year   = {2026},
  note   = {Preliminary release 0.0.1. Built on MS-COCO and SkyScript.},
  howpublished = {\url{https://huggingface.co/datasets/NuclearManD/trisearch-dataset-64k-v0.0.1}}
}

Also cite MS-COCO and SkyScript as required by their authors:

@inproceedings{lin2014coco,
  title     = {Microsoft COCO: Common Objects in Context},
  author    = {Lin, Tsung-Yi and others},
  booktitle = {ECCV},
  year      = {2014}
}

@article{skyscript,
  title  = {SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing},
  author = {Wang, Zhecheng and others},
  year   = {2023},
  note   = {See SkyScript project page / paper for the canonical citation.}
}

Changelog

`0.0.1`

Initial public packaging of 65,536 curated rows
Official train / test split (test = 1/16, domain-stratified, seed=42)
50/50 general (COCO) / satellite (SkyScript)
1024×1024 images, multi-caption, query + unrelated_query
Diversity filtering + LLM assist + post-hoc repair for distractors/queries
Automated text QC report
HF parquet layout (data/train-*.parquet, data/test-*.parquet)

Maintenance

Status: preliminary / research
Contact: open an issue or discussion on the Hub repo
Reproducibility: generation and repair scripts live in the TriSearch code repository (generate_datasets.py, audit_dataset.py, repair_dataset.py, publish_dataset.py)

Card metadata

format_version: 1
dataset_version: 0.0.1
num_rows: 65536
image_size: 1024
generated_on: 2026-07-10

Illustrative examples (text only)

Random stratified samples from the export (images omitted in the card):

Example 1 — `general-031829` (general, source: `bitmind/MS-COCO`)

Captions:

The giraffes are standing in the fenced area.
Four giraffes are standing together at a zoo.
Small group of giraffes in a sandy enclosure.

Query: Giraffes in a sanctuary

Unrelated query: smartphone photo of model train layout in a library aisle

Example 2 — `satellite-022092` (satellite, source: `SkyScript`)

Captions:

Aerial view of a hospital entrance, marked for emergencies
Emergency ward entrance seen from above, in a hospital complex
Hospital's emergency entrance visible in satellite image

Query: Hospital emergency entrances from above

Unrelated query: Tropical fruits

Example 3 — `general-017265` (general, source: `bitmind/MS-COCO`)

Captions:

a person on a skate board rides on some cement
a person riding a skate bard at a skate park
A skateboarder a skating down a sidewalk with graffiti in the background.

Query: Skateboarding on concrete

Unrelated query: wide angle shot of film projector along a riverbank

Example 4 — `satellite-017802` (satellite, source: `SkyScript`)

Captions:

Overhead view of a golf cart path
Winding track for golf carts
Golf cart path from above

Query: Golf course path aerial views

Unrelated query: candid street photo of orchard ladder under string lights

Downloads last month: 274

TriSearch-v1 (0.0.1)

Summary

Domain mix

Dataset structure

On-disk / Hub layout

How the data was built

1. Sampling & staging

2. Caption diversity

3. Query & distractor generation

4. Quality control

Intended uses

Out-of-scope uses

Loading

From the Hub

From a local export

With the TriSearch training stack

Text length & style notes

Splits

Data fields (detailed)

captions

query

unrelated_query

domain / source

Known limitations (preliminary)

Ethical considerations

Licensing

Citation

Changelog

0.0.1

Maintenance

Card metadata

Illustrative examples (text only)

Example 1 — general-031829 (general, source: bitmind/MS-COCO)

Example 2 — satellite-022092 (satellite, source: SkyScript)

Example 3 — general-017265 (general, source: bitmind/MS-COCO)

Example 4 — satellite-017802 (satellite, source: SkyScript)

`captions`

`query`

`unrelated_query`

`domain` / `source`

`0.0.1`

Example 1 — `general-031829` (general, source: `bitmind/MS-COCO`)

Example 2 — `satellite-022092` (satellite, source: `SkyScript`)

Example 3 — `general-017265` (general, source: `bitmind/MS-COCO`)

Example 4 — `satellite-017802` (satellite, source: `SkyScript`)