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image
imagewidth (px)
256
256
label
class label
45 classes
image_id
stringlengths
8
25
32river
river_066
14freeway
freeway_611
44wetland
wetland_358
7church
church_634
33roundabout
roundabout_064
32river
river_357
4beach
beach_277
25mountain
mountain_300
34runway
runway_651
37snowberg
snowberg_438
15golf_course
golf_course_249
24mobile_home_park
mobile_home_park_328
37snowberg
snowberg_308
37snowberg
snowberg_325
21lake
lake_163
41tennis_court
tennis_court_348
40storage_tank
storage_tank_015
36ship
ship_406
1airport
airport_427
22meadow
meadow_016
40storage_tank
storage_tank_009
30railway_station
railway_station_051
30railway_station
railway_station_666
29railway
railway_266
19intersection
intersection_433
8circular_farmland
circular_farmland_087
4beach
beach_037
4beach
beach_621
24mobile_home_park
mobile_home_park_324
39stadium
stadium_438
43thermal_power_station
thermal_power_station_297
36ship
ship_632
26overpass
overpass_466
25mountain
mountain_061
3basketball_court
basketball_court_381
43thermal_power_station
thermal_power_station_398
6chaparral
chaparral_194
24mobile_home_park
mobile_home_park_016
27palace
palace_543
30railway_station
railway_station_629
20island
island_221
40storage_tank
storage_tank_621
5bridge
bridge_110
22meadow
meadow_286
21lake
lake_013
36ship
ship_641
35sea_ice
sea_ice_138
14freeway
freeway_135
37snowberg
snowberg_320
12desert
desert_015
20island
island_019
6chaparral
chaparral_440
8circular_farmland
circular_farmland_299
31rectangular_farmland
rectangular_farmland_173
1airport
airport_156
35sea_ice
sea_ice_024
15golf_course
golf_course_232
16ground_track_field
ground_track_field_089
24mobile_home_park
mobile_home_park_067
21lake
lake_692
7church
church_052
5bridge
bridge_251
7church
church_192
14freeway
freeway_675
15golf_course
golf_course_636
30railway_station
railway_station_505
11dense_residential
dense_residential_161
14freeway
freeway_541
31rectangular_farmland
rectangular_farmland_652
35sea_ice
sea_ice_035
0airplane
airplane_187
21lake
lake_038
8circular_farmland
circular_farmland_287
43thermal_power_station
thermal_power_station_039
44wetland
wetland_060
17harbor
harbor_408
15golf_course
golf_course_598
41tennis_court
tennis_court_323
16ground_track_field
ground_track_field_124
44wetland
wetland_656
11dense_residential
dense_residential_342
39stadium
stadium_464
39stadium
stadium_120
22meadow
meadow_199
18industrial_area
industrial_area_533
11dense_residential
dense_residential_402
21lake
lake_238
4beach
beach_353
5bridge
bridge_638
27palace
palace_516
25mountain
mountain_028
18industrial_area
industrial_area_485
41tennis_court
tennis_court_177
1airport
airport_297
40storage_tank
storage_tank_383
35sea_ice
sea_ice_380
10commercial_area
commercial_area_409
35sea_ice
sea_ice_088
29railway
railway_447
6chaparral
chaparral_179

Description

RESISC45 dataset is a publicly available benchmark for Remote Sensing Image Scene Classification (RESISC), created by Northwestern Polytechnical University (NWPU). This dataset contains 31,500 images, covering 45 scene classes with 700 images in each class.

The dataset does not have any default splits. Train, validation, and test splits were based on these definitions here https://github.com/google-research/google-research/blob/master/remote_sensing_representations/README.md#dataset-splits

Citation

@article{Cheng_2017,
   title={Remote Sensing Image Scene Classification: Benchmark and State of the Art},
   volume={105},
   ISSN={1558-2256},
   url={http://dx.doi.org/10.1109/JPROC.2017.2675998},
   DOI={10.1109/jproc.2017.2675998},
   number={10},
   journal={Proceedings of the IEEE},
   publisher={Institute of Electrical and Electronics Engineers (IEEE)},
   author={Cheng, Gong and Han, Junwei and Lu, Xiaoqiang},
   year={2017},
   month={Oct},
   pages={1865-1883}
}
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