Datasets:

nikos74
/

BMRS

task_id string	task string	reference_answer string	correct_examples list	incorrect_examples list	task_type string	complexity string
bb_m_01	What property distinguishes the right class from the left class?	shore as a smooth line \| shore as a jagged line	[ "smooth coastline \| ribbed coastline" ]	[ "\"regular\" shapes \| irregular shapes" ]	shape	2
bb_m_02	What property distinguishes the right class from the left class?	elongated object \| non-elongated object	[ "elongated objects \| non elongated objects", "longer \| shorter" ]	[ "Rectangular objects \| Round objects" ]	shape	1
bb_m_03	What property distinguishes the right class from the left class?	object boundary fits into frame fully \| object boundaries doesn't fit into frame	[ "object (island or lake) fits into the frame fully \| no islands or lakes present fully in the image" ]	[ "there is a small island in each picture \| most of the pictures are occupied by greenery" ]	shape	2
bb_m_04	What property distinguishes the right class from the left class?	vehicles present \| there are no vehicles	[ "cars present \| immovable objects" ]	[ "parking lots \| land plot" ]	presence	1
bb_m_08	What property distinguishes the right class from the left class?	all cars are parked parallel \| cars parked at different angles	[ "Orientation of cars along one straight line \| Cars are not directed along one straight line", "cars parallel \| cars not parallel" ]	[ "enlarged photograph, car parking, vehicles \| reduced photograph, car parking, vehicles", "car parking \| road" ]	spatial	3
bb_m_09	What property distinguishes the right class from the left class?	continuous curved lines \| branched lines	[ "Solid curved lines \| Branched lines" ]	[ "Solid curved lines \| Branched lines" ]	shape	1
bb_m_10	What property distinguishes the right class from the left class?	farm field \| nature	[ "Artificially marked land plots \| Natural irregularly shaped landscapes" ]	[ "field \| forest" ]	semantic	1
bb_m_100	What property distinguishes the right class from the left class?	a road \| an intersection	[ "Line \| Cross" ]	[ "top-down view \| angled view" ]	shape	1
bb_m_101	What property distinguishes the right class from the left class?	vertical patterns on the sand \| diagonal patterns on the sand	[ "texture stripes are located approximately vertically \| texture stripes are located at different angles" ]	[ "Solid rock \| Sand" ]	spatial	1
bb_m_102	What property distinguishes the right class from the left class?	vertical lines \| horizontal lines	[ "scene objects form vertical lines \| scene objects form horizontal lines" ]	[ "Field \| Forested area" ]	spatial	2
bb_m_103	What property distinguishes the right class from the left class?	a baseball field in the lower left corner \| a baseball field in the upper right corner	[ "Orientation diagonally upward to the right \| Orientation diagonally downward to the left" ]	[ "arbitrary baseball field \| even baseball field" ]	spatial	1
bb_m_104	What property distinguishes the right class from the left class?	a turning road \| a straight road	[ "There is an elongated curve \| There is an elongated straight line" ]	[ "Houses predominately \| Nature" ]	shape	1
bb_m_105	What property distinguishes the right class from the left class?	the forest boundary is convex \| the forest boundary is concave	[ "Pieces of forest among open spaces \| Open spaces among forest" ]	[ "more natural colors \| less natural colors" ]	shape	2
bb_m_106	What property distinguishes the right class from the left class?	the coast boundary is convex \| the coast boundary is concave	[ "land is surrounded by water \| water is surrounded by land" ]	[ "wild beach \| not wild beach" ]	shape	2
bb_m_107	What property distinguishes the right class from the left class?	sandy beach \| rocky shore	[ "more even shore \| uneven shore" ]	[ "Even coastlines, the overall shade of the photographs is green \| Curved/winding coastlines, the overall shade of the photographs is blue" ]	semantic	1
bb_m_108	What property distinguishes the right class from the left class?	the coast is rounded \| the coast is straight	[ "complex coastline \| even coastline" ]	[ "smooth separation boundaries \| Straight separation boundaries" ]	shape	1
bb_m_109	What property distinguishes the right class from the left class?	urbanized river bank \| river bank with greenery	[ "Coast of an urbanized agglomeration \| Coast of a suburb or uninhabited territories", "bridges \| no bridges" ]	[ "river \| lake" ]	semantic	3
bb_m_11	What property distinguishes the right class from the left class?	city \| nature	[ "Buildings \| Wild area" ]	[ "No trees \| Trees" ]	semantic	1
bb_m_110	What property distinguishes the right class from the left class?	intersection/interchange in the city \| intersection/interchange outside the city	[ "city \| steppe" ]	[ "Circular square \| Ring road" ]	semantic	2
bb_m_111	What property distinguishes the right class from the left class?	racing track \| interchange	[ "special tracks \| real road interchanges" ]	[ "Country highway \| City highway" ]	semantic	2
bb_m_112	What property distinguishes the right class from the left class?	pool above the house \| pool below the house	[ "Pools are located on the northern side \| Pools are located on the southern side" ]	[ "green is represented in a narrow dynamic color range \| green is represented in a wide dynamic color range" ]	spatial	2
bb_m_113	What property distinguishes the right class from the left class?	rectangle on the roof \| circle on the roof	[ "Object with a quadrilateral in the center \| Object with a circle in the center" ]	[ "Pronounced inner cutout in the roofs of the central buildings \| Solid roofs on the central buildings" ]	shape	2
bb_m_114	What property distinguishes the right class from the left class?	rivers \| roads	[ "Naturally created road \| Road artificially created by humans" ]	[ "Natural landscapes \| Artificial landscapes" ]	semantic	1
bb_m_115	What property distinguishes the right class from the left class?	power transmission line tower \| wind power plant	[ "Power transmission towers \| Wind power plants" ]	[ "no shadows \| shadows present" ]	semantic	1
bb_m_116	What property distinguishes the right class from the left class?	sheep are small \| sheep are large	[ "Animals in the distance \| Animals nearby" ]	[ "Tree shadows are cast onto the pasture, sheep shadows are not distinguishable \| Sheep shadows are distinguishable and clearly visible" ]	size	1
bb_m_117	What property distinguishes the right class from the left class?	city \| animals	[ "Buildings \| Nature" ]	[ "pond \| ground" ]	semantic	1
bb_m_118	What property distinguishes the right class from the left class?	sheep in one cluster \| sheep in several clusters	[ "grouped in one place \| not grouped in one place" ]	[ "sheep \| goats" ]	number	2
bb_m_12	What property distinguishes the right class from the left class?	water present \| water absent	[ "Water \| Forests" ]	[ "Nature \| fields" ]	presence	1
bb_m_120	What property distinguishes the right class from the left class?	only passenger cars or only trucks \| both passenger cars and trucks	[ "Same-type vehicles \| Vehicles of different types" ]	[ "several cars \| trucks" ]	same	3
bb_m_121	What property distinguishes the right class from the left class?	presence of haze, clouds \| absence of haze, clouds	[ "presence of clouds \| absence of clouds" ]	[ "Urbanised area, lots of clouds \| Rural area, few clouds" ]	semantic	1
bb_m_122	What property distinguishes the right class from the left class?	camels \| zebras	[ "Camels \| Non-camels" ]	[ "desert \| savanna" ]	semantic	2
bb_m_124	What property distinguishes the right class from the left class?	inanimate objects \| animals	[ "Transport \| Nature" ]	[ "Planes \| a sheep" ]	semantic	1
bb_m_125	What property distinguishes the right class from the left class?	animals of one color \| animals of different colors	[ "all individuals are identical \| there are distinct individuals" ]	[ "animals together \| animals running apart" ]	same	2
bb_m_126	What property distinguishes the right class from the left class?	3d render \| real imaging	[ "Images from videogames \| Real images", "3d graphics \| remote sensing imagery" ]	[ "One \"type\" of surface touches the border of the image (whether water or land) \| Two \"types\" of surface touch the border of the image (land and forest, water and land)" ]	semantic	1
bb_m_13	What property distinguishes the right class from the left class?	absence of objects \| presence of objects	[ "areas without objects \| areas with objects", "empty \| objects present" ]	[ "No transport \| There is transport" ]	presence	1
bb_m_14	What property distinguishes the right class from the left class?	squares \| circles	[ "Quadrilaterals \| Circles" ]	[ "quadrilaterals \| triangles" ]	shape	1
bb_m_15	What property distinguishes the right class from the left class?	presence of bridges \| absence of bridges	[ "there are line segments \| there are no line segments" ]	[ "more water \| less water" ]	presence	1
bb_m_18	What property distinguishes the right class from the left class?	artificial reservoirs \| natural reservoirs	[ "Manmade \| Nature" ]	[ "regular shapes \| irregular shapes" ]	semantic	2
bb_m_19	What property distinguishes the right class from the left class?	presence of haze, clouds \| absence of haze, clouds	[ "Cloudy \| Clear" ]	[ "Big city, more clouds \| Suburb, less clouds" ]	presence	1
bb_m_20	What property distinguishes the right class from the left class?	forests \| fields	[ "there are trees \| there are no trees" ]	[ "horizontal lines \| vertical lines" ]	semantic	1
bb_m_22	What property distinguishes the right class from the left class?	vertical roads \| horizontal roads	[ "Vertical straight lines \| Horizontal straight lines" ]	[ "Highway \| main road" ]	spatial	1
bb_m_23	What property distinguishes the right class from the left class?	colored objects \| there are no colored objects	[ "Non-white objects \| White images" ]	[ "fewer lines \| more lines" ]	semantic	1
bb_m_24	What property distinguishes the right class from the left class?	twists clockwise from the center \| twists counterclockwise from the center	[ "vortex twisting to the right \| vortex twisting to the left", "Northern Hemisphere \| Southern Hemisphere" ]	[ "vortex \| spiral" ]	spatial	2
bb_m_27	What property distinguishes the right class from the left class?	presence of snow \| absence of snow	[ "Cold region \| warm region", "winter \| summer", "snow present \| snow absent" ]	[ "Mountain landscape \| Plain landscape" ]	semantic	2
bb_m_28	What property distinguishes the right class from the left class?	green trees \| bare trees	[ "there are leaves \| there are no leaves" ]	[ "Summer \| winter" ]	semantic	2
bb_m_29	What property distinguishes the right class from the left class?	four roads \| three roads	[ "Interchange for four roads \| Interchange for three roads" ]	[ "intechange \| road crossing" ]	number	1
bb_m_30	What property distinguishes the right class from the left class?	round objects \| square objects	[ "Circles \| Squares", "circular objects \| Rectangular objects" ]	[ "Solid curved lines \| Branched lines" ]	shape	1
bb_m_32	What property distinguishes the right class from the left class?	left-hand traffic \| right-hand traffic	[ "left-hand traffic \| right-hand traffic" ]	[ "agricultural fields \| natural objects" ]	spatial	3
bb_m_33	What property distinguishes the right class from the left class?	baseball field \| tennis court	[ "Baseball field \| Tennis court" ]	[ "Road without turns \| Intersection" ]	semantic	1
bb_m_36	What property distinguishes the right class from the left class?	plowed field, without greenery \| seeded field	[ "Freshly plowed land, little vegetation \| Field has sprouted, lots of vegetation" ]	[ "chaos \| orderliness" ]	semantic	2
bb_m_37	What property distinguishes the right class from the left class?	mountains without snow \| mountains with snow	[ "no snow \| there is snow" ]	[ "airplanes \| private houses" ]	presence	1
bb_m_38	What property distinguishes the right class from the left class?	wavy sea with foam \| calm sea without foam	[ "Waves \| Calm" ]	[ "yellow markings \| white markings" ]	semantic	1
bb_m_41	What property distinguishes the right class from the left class?	pool surrounded by houses \| pool not surrounded by houses	[ "pool surrounded by buildings on all sides \| pool not surrounded by buildings on all sides" ]	[ "More than 1 boat \| 1 boat" ]	spatial	3
bb_m_45	What property distinguishes the right class from the left class?	sports fields \| agricultural fields	[ "sports fields \| fields" ]	[ "Most likely large scale \| Most likely small scale" ]	semantic	1
bb_m_46	What property distinguishes the right class from the left class?	top-down view \| 45 degree view	[ "Top view shot \| Angled shot" ]	[ "Low-rise houses \| High-rise buildings" ]	spatial	3
bb_m_49	What property distinguishes the right class from the left class?	bridge \| road	[ "bridge \| not a bridge" ]	[ "2 standout objects \| 3 contrastively standout objects" ]	semantic	1
bb_m_51	What property distinguishes the right class from the left class?	boats are moving \| boats are stationary	[ "Moving vessels \| Vessels at parking" ]	[ "Interchange with circles \| Interchange without circles" ]	semantic	2
bb_m_53	What property distinguishes the right class from the left class?	A yellow marking in the center of the road \| A white marking only in the center of the road	[ "central road markings are yellow \| central road markings are white" ]	[ "Cars are located parallel to each other \| Cars are located diagonally (perpendicularly)" ]	semantic	2
bb_m_54	What property distinguishes the right class from the left class?	straight pedestrian crossing \| diagonal crossing	[ "\"zebra\" crossings are even rectangles \| zebra crossings\" are represented as beveled (not at 90 degrees)" ]	[ "Pedestrian crossings \| Pedestrian crossings" ]	shape	2
bb_m_56	What property distinguishes the right class from the left class?	dashed lines along the edges of the road \| solid lines along the edges of the road	[ "roadside is marked with a \"dashed\" line \| roadside is marked with a solid line (or not marked)" ]	[ "single-lane traffic \| two-lane traffic" ]	shape	3
bb_m_57	What property distinguishes the right class from the left class?	dashed lines in the middle of the road \| solid lines in the middle of the road	[ "dashed \| solid" ]	[ "Single line without branches \| All lines have branches" ]	shape	2
bb_m_58	What property distinguishes the right class from the left class?	houses are not enclosed \| enclosed houses	[ "Incomplete figures \| Complete figures" ]	[ "I don't know \| I don't know" ]	shape	2
bb_m_59	What property distinguishes the right class from the left class?	forest \| park	[ "Wild forest \| Forest in the city" ]	[ "Larger scale. Fewer buildings. \| Smaller scale. More buildings." ]	semantic	1
bb_m_60	What property distinguishes the right class from the left class?	pool \| lake	[ "pool \| lake, closed reservoir" ]	[ "boundaries of water bodies have predominantly angular contours \| boundaries of water bodies have predominantly rounded contours" ]	semantic	1
bb_m_61	What property distinguishes the right class from the left class?	straight highway \| interchange	[ "Straight road \| Circular road" ]	[ "Roads are visible in detail \| Roads are visible small" ]	shape	1
bb_m_62	What property distinguishes the right class from the left class?	highway \| railway	[ "road \| rails" ]	[ "Several boats \| One boat" ]	semantic	1
bb_m_63	What property distinguishes the right class from the left class?	the nose of the airplane is directed upward \| the nose of the airplane is directed to the right	[ "vertical airplane shots \| horizontal airplane shots" ]	[ "looks like computer graphics \| looks like real photographs" ]	spatial	1
bb_m_65	What property distinguishes the right class from the left class?	all roofs are of the same color \| there are roofs of different colors	[ "Roofs of houses of the same color \| Roofs of houses of different colors" ]	[ "ruler-like layout \| chaotically built buildings" ]	same	1
bb_m_66	What property distinguishes the right class from the left class?	objects are directed in different directions \| objects are directed in one direction	[ "chaotic form of vehicle parking \| all vehicles are lined up" ]	[ "different means of transport \| means of transport are grouped" ]	same	3
bb_m_67	What property distinguishes the right class from the left class?	straight road \| turning road	[ "Straight roads \| Curved roads" ]	[ "circle in the city \| circle in the field" ]	shape	1
bb_m_68	What property distinguishes the right class from the left class?	multi-lane road \| single-lane road	[ "many lanes \| 2 lanes" ]	[ "Airplanes on the runway \| Residential houses" ]	number	2
bb_m_69	What property distinguishes the right class from the left class?	boundary of three colors \| boundary of two colors	[ "three colors \| two colors" ]	[ "animals of the same color \| animals of different colors" ]	number	2
bb_m_70	What property distinguishes the right class from the left class?	cloverleaf interchange \| diamond interchange	[ "presence of four circular objects \| objects intersect each other with straight lines" ]	[ "Animals in the distance \| Animals nearby" ]	shape	1
bb_m_71	What property distinguishes the right class from the left class?	cross intersection \| roundabout	[ "intersections \| circles" ]	[ "Symmetrically \| Asymmetrically" ]	shape	1
bb_m_73	What property distinguishes the right class from the left class?	railway bridge over cars \| car bridge over the railway	[ "Railway \| Road" ]	[ "Industrial district of the city \| City bridges" ]	spatial	3
bb_m_74	What property distinguishes the right class from the left class?	the bridge over the road is vertical \| the bridge over the road is horizontal	[ "The overpass goes from the bottom border to the top border of the image \| The overpass goes from the left border to the right border of the image" ]	[ "More than one vehicle \| No more than one vehicle" ]	spatial	3
bb_m_75	What property distinguishes the right class from the left class?	the river is straight \| the river turns	[ "The river crosses the frame relatively straight \| The river makes at least 1 turn greater than 30 degrees" ]	[ "Road intersections \| Roundabout intersections" ]	shape	1
bb_m_76	What property distinguishes the right class from the left class?	city block development \| radial development	[ "Grid-like, square-nested structure \| Structure with radial distribution" ]	[ "Area with reservoirs \| Area without reservoirs" ]	shape	2
bb_m_79	What property distinguishes the right class from the left class?	island \| peninsula	[ "island \| peninsula", "coastline is closed within frame \| coasstline crosses the frame" ]	[ "Smooth coastline \| Broken coastline" ]	shape	1
bb_m_80	What property distinguishes the right class from the left class?	mountains \| quarries	[ "natural irregularities \| artificial irregularities" ]	[ "uniform landscape, especially in color \| diverse landscape in color" ]	semantic	3
bb_m_83	What property distinguishes the right class from the left class?	real image \| map image	[ "Satellite image \| Schematic map", "a real photo \| not a real photo" ]	[ "mountains \| quarry" ]	semantic	1
bb_m_87	What property distinguishes the right class from the left class?	airport \| railway station	[ "Airports \| Railway stations" ]	[ "there are areas with rounded corners \| there are areas with sharp corners" ]	semantic	3
bb_m_89	What property distinguishes the right class from the left class?	symmetrical interchange \| non-symmetrical interchange	[ "Symmetrical interchange system \| Asymmetrical interchange system" ]	[ "4 \"circles\" \| 2 \"circles\"" ]	shape	3
bb_m_91	What property distinguishes the right class from the left class?	roundabout with a bridge \| roundabout without a bridge	[ "roads intersect the circle \| roads do not intersect the circle" ]	[ "highway \| roundabout, circle" ]	shape	2
bb_m_92	What property distinguishes the right class from the left class?	the interchange bridge is vertical \| the interchange bridge is horizontal	[ "The horizontal road passes under the vertical one. \| The vertical road passes under the horizontal one" ]	[ "circular interchanges \| bridges" ]	spatial	3
bb_m_94	What property distinguishes the right class from the left class?	port without ships \| port with ships	[ "Without ships \| With ships" ]	[ "base near water \| parking on water for yachts" ]	presence	1
bb_m_95	What property distinguishes the right class from the left class?	car to the left of the house \| car to the right of the house	[ "Cars on the left side of the buildings \| Cars on the right side of the buildings" ]	[ "there are clouds \| there are no clouds" ]	spatial	3
bb_m_96	What property distinguishes the right class from the left class?	forest at the top \| forest at the bottom	[ "Trees in the upper part \| trees in the lower part" ]	[ "Completely forest territories \| There are residential territories" ]	spatial	2
bb_m_97	What property distinguishes the right class from the left class?	red object on the left \| red object on the right	[ "Bright red objects are located predominantly in the left part/half of the image. \| Bright red objects are located predominantly in the right part/half of the image." ]	[ "multi-lane road \| two-lane road" ]	spatial	2
bb_m_98	What property distinguishes the right class from the left class?	diagonal of the coastline from the lower right corner to the upper left \| diagonal of the coastline from the lower left to the upper right	[ "The shore stretches from the upper left corner to the lower right \| The shore stretches from the lower left corner to the upper right" ]	[ "Ordinary road intersections \| Roundabout intersections" ]	spatial	2
bb_r_38	What property distinguishes the right class from the left class?	lakes \| body of water not closed within the frame	[ "The reservoir is enclosed \| The reservoir is not bounded by the image borders on at least one side" ]	[ "Dark water \| Light water" ]	semantic	2
bb_r_48	What property distinguishes the right class from the left class?	high-rise buildings \| low-rise buildings	[ "multi-story buildings over 10 floors \| low-rise houses" ]	[ "rounded boundaries \| straight boundaries" ]	size	1
bb_r_99	What property distinguishes the right class from the left class?	inside of the roundabout is empty \| there is something inside the roundabout	[ "the center of the circle is empty \| non-empty center of the circle" ]	[ "Roundabout traffic \| Roundabout traffic" ]	presence	2
bb_s_05	What property distinguishes the right class from the left class?	many people \| one person	[ "Several people \| one person" ]	[ "All animals in the image are of the same color \| Each image contains animals of at least 2 colors" ]	number	1
bb_s_08	What property distinguishes the right class from the left class?	cars on the left \| cars on the right	[ "Cars on the left \| Cars on the right" ]	[ "Organized herd \| Chaotic herd" ]	spatial	2
bb_s_11	What property distinguishes the right class from the left class?	many cars \| one car	[ "There are several cars in the image \| There is only one car in the image" ]	[ "there is parking for cars \| there is no parking for cars" ]	number	1
bb_s_12	What property distinguishes the right class from the left class?	cars vertically \| cars horizontally	[ "Cars are visually positioned vertically \| Cars are visually positioned horizontally" ]	[ "land areas with reservoirs \| land areas without reservoirs" ]	spatial	1
bb_s_14	What property distinguishes the right class from the left class?	ships on the left \| ships on the right	[ "Transport in the left part of the image \| Transport in the right part of the image" ]	[ "boat \| boat" ]	spatial	2
bb_s_15	What property distinguishes the right class from the left class?	ships at the top \| ships at the bottom	[ "Transport in the upper part of the image \| Transport in the lower part of the image" ]	[ "ship \| ship" ]	spatial	2
bb_s_17	What property distinguishes the right class from the left class?	many ships \| one ship	[ "Many ships \| Few ships" ]	[ "Pier \| Boat afloat" ]	number	1

End of preview. Expand in Data Studio

BMRS: Bongard-Maximov Problems for Remote Sensing

Official Dataset for BMRS: Bongard–Maximov Problems for Remote Sensing Preprints.org
Official Code: GitHub.

This dataset includes:

BMRS/

Bongard problems are stored as complete collages of images and separate images. For each Bongard Problem:

right/ - all right images
left/ - all left images
pairs/ - image pairs
collage.png - complete problem
left.png - left side collage
right.png - right side collage

/LLM-as-a-Judge

Additional data needed to run the benchmark.

answer_examples_en.json - correct and incorrect answers examples
judge_system_prompt_en.txt - base prompt for the judge
reference_answers_en.json - reference correct answers
task_type_judge_prompts_en.json - task type specific prompts for judge
tasks_en.json - task types list for each problem

Dataset Structure


BMRS/
├── BMRS/
│   ├── bb_m_01/
│       ├── left/
│       │   ├── im0.png
│       │   ├── ...
│       │   └── im5.png
│       ├── pairs/
│       │   ├── im0.png
│       │   ├── ...
│       │   └── im5.png
│       ├── right/
│       │   ├── im0.png
│       │   ├── ...
│       │   └── im5.png
│       ├── collage.png
│       ├── left.png
│       └── right.png
│   ├── ...
│   └── bb_s_59/
│       ├── left/
│       │   ├── im0.png
│       │   ├── ...
│       │   └── im5.png
│       ├── pairs/
│       │   ├── im0.png
│       │   ├── ...
│       │   └── im5.png
│       ├── right/
│       │   ├── im0.png
│       │   ├── ...
│       │   └── im5.png
│       ├── collage.png
│       ├── left.png
│       └── right.png
├── LLM-as-a-Judge/
│   ├── answer_examples_en.json
│   ├── judge_system_prompt_en.txt
│   ├── reference_answers_en.json
│   ├── task_type_judge_prompts_en.json
│   └── tasks_en.json
├── data/
    └── test.parquet
prompting_strategies.json

Changelog

Data Source

AID: Xia, Gui-Song, et al. "AID: A benchmark data set for performance evaluation of aerial scene classification." IEEE Transactions on Geoscience and Remote Sensing 55.7 (2017): 3965-3981.
VisDrone: Zhu, Pengfei, et al. "Detection and tracking meet drones challenge." IEEE transactions on pattern analysis and machine intelligence 44.11 (2021): 7380-7399.
DOTA: Ding, Jian, et al. "Object detection in aerial images: A large-scale benchmark and challenges." IEEE transactions on pattern analysis and machine intelligence 44.11 (2021): 7778-7796.
MLRSNet: Qi, Xiaoman, et al. "MLRSNet: A multi-label high spatial resolution remote sensing dataset for semantic scene understanding." ISPRS Journal of Photogrammetry and Remote Sensing 169 (2020): 337-350.
HyperHazeOff: Nikonorov, Artem, et al. "HyperHazeOff: Hyperspectral Remote Sensing Image Dehazing Benchmark." Journal of Imaging 11.12 (2025): 422.
WAID: Mou, Chao, et al. "Waid: A large-scale dataset for wildlife detection with drones." Applied Sciences 13.18 (2023): 10397.

Citation

@article{202606.1484,
    doi = {10.20944/preprints202606.1484.v1},
    url = {https://doi.org/10.20944/preprints202606.1484.v1},
    year = 2026,
    month = {June},
    publisher = {Preprints},
    author = {Nikita Firsov and Olga Terekhova and Nikita Odinets and Alexey Fedotov and Artem Muzyka and Anna Ukhanaeva and Anastasia Sarycheva and Sergei Gladilin and Dmitry Sidorchuk},
    title = {BMRS: Bongard–Maximov Problems for Remote Sensing},
    journal = {Preprints}
}

License

This dataset is released under license: cc-by-4.0

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