AI4SmallFarms: A Data Set for Crop Field Delineation in Southeast Asian Smallholder Farms

DOI

Agricultural field polygons within smallholder farming systems are essential to facilitate the collection of geo-spatial data useful for farmers, managers, and policymakers. However, the limited availability of training labels poses a challenge in developing supervised methods to accurately delineate field boundaries using Earth Observation (EO) data. This data setallows researchers to test and benchmark machine learning methods to delineate agricultural field boundaries in polygon format. The large-scale data set consists of 439,001 field polygons divided into 62 tiles of approximately 5×5 km distributed across Vietnam and Cambodia, covering a range of fields and diverse landscape types. The field polygons have been meticulously digitized from satellite images, following a rigorous multi-step quality control process and topological consistency checks. Multi-temporal composites of Sentinel-2 (S2) images are provided to ensure cloud-free data. We anticipate that this large-scale data set will enable researchers to further enhance the delineation of agricultural fields in smallholder farms and support achieving the Sustainable Development Goals (SDG).

Date Submitted: 2023-10-02

Identifier
DOI https://doi.org/10.17026/dans-xy6-ngg6
Metadata Access https://phys-techsciences.datastations.nl/oai?verb=GetRecord&metadataPrefix=oai_datacite&identifier=doi:10.17026/dans-xy6-ngg6
Provenance
Creator C Persello ORCID logo; J Grift ORCID logo; X Fan; C Paris
Publisher DANS Data Station Physical and Technical Sciences
Contributor M Th Koelen; R Hänsch (German Aerospace Center (DLR)); M. N. Koeva (University of Twente, Faculty of Geo-Information Science and Earth Observation (ITC)); A. Nelson
Publication Year 2023
Rights CC BY 4.0; info:eu-repo/semantics/openAccess; http://creativecommons.org/licenses/by/4.0
OpenAccess true
Contact M Th Koelen (Faculty of Geo-Information Science and Earth Observation)
Representation
Resource Type Dataset
Format application/octet-stream; image/tiff; application/dbf; application/prj; application/sbn; application/sbx; application/shp; text/xml; application/shx; application/zip; text/markdown
Size 1699840; 1748992; 4564264; 573668; 4153344; 4288512; 1924512; 256679; 2433024; 2510848; 256186; 1998714; 1953792; 1994752; 252158; 1913059; 5; 148259; 1216512; 402; 38516; 4052; 698684; 6830; 30492; 1007070; 252042; 4988928; 5132288; 2118753; 253668; 1028096; 1052672; 251660; 1912682; 2740224; 2813952; 2114942; 255176; 1585152; 1630208; 2000205; 113666; 966656; 30876; 3508; 547320; 23396; 1019148; 255060; 2678784; 2756608; 1974824; 1474560; 1511424; 1962529; 3547136; 3629056; 1888020; 251156; 1560576; 1626112; 4634128; 594296; 1073152; 1110016; 1973919; 1273856; 1310720; 1815860; 117254; 1003520; 31716; 3596; 578556; 24132; 876544; 905216; 1885749; 256668; 1282048; 257681; 1905865; 1040384; 1064960; 2011605; 255158; 569344; 577536; 254659; 1835605; 83753; 737280; 24300; 3052; 412932; 17260; 1019070; 507904; 520192; 1955529; 255042; 55985; 561152; 15332; 1828; 294228; 11564; 991120; 1490944; 1531904; 248172; 1920621; 248050; 2076672; 2138112; 1944817; 256156; 1212416; 1253376; 1846756; 254648; 2174976; 2041102; 255684; 66827; 610304; 17740; 2012; 325624; 13788; 1021066; 679936; 696320; 255657; 1839347; 255541; 1208320; 1236992; 1951808; 700416; 720896; 1891295; 7700480; 7946240; 262294; 2083421; 3530752; 3641344; 261278; 1934346; 4108288; 4243456; 2166152; 260768; 1392640; 1433600; 260258; 1988402; 1404928; 1441792; 2167046; 260767; 4841472; 4993024; 2095795; 261276; 2359296; 2024607; 1417216; 1466368; 2065663; 2031616; 2101248; 2090298; 267956; 536576; 548864; 271043; 2081097; 864256; 884736; 266408; 2070209; 917504; 942080; 256655; 2047638; 1773568; 1818624; 263837; 2130409; 1900544; 1945600; 2252247; 104891; 950272; 29052; 3468; 552568; 21596; 1039488; 1785856; 1843200; 2206106; 260142; 712704; 259748; 1893726; 2514944; 2584576; 261788; 2101199; 3829760; 3874816; 2122905; 263324; 995328; 1024000; 250659; 1851409; 684032; 264863; 1898472; 675840; 692224; 2055525; 1306624; 1343488; 2054668; 266924; 761856; 2089217; 267440; 851968; 872448; 268474; 2054184; 544768; 557056; 266923; 2128936; 47327; 503808; 13452; 1724; 270192; 9788; 1066416; 2038701; 266826; 4587520; 4689920; 572421; 4639540; 3764224; 3899392; 599588; 4607610; 316895; 2453504; 81188; 8020; 1445132; 65084; 2398458; 599724; 3891200; 3977216; 539424; 4481049; 1789952; 1826196; 252663; 3973120; 4100096; 4843706; 588912; 5902336; 6017024; 4854902; 642233; 4681728; 4788224; 254675; 1987398; 1933312; 1990656; 1856065; 1802240; 1847296; 253162; 1916912; 131840; 1114112; 34876; 3764; 645836; 6820; 27124; 1011086; 253046; 1605632; 1654784; 1994250; 1120265; 381663; 998765; 999764; 1000764; 2085; 1245184; 1290240; 7986440; 1150976; 1224704; 1277952; 933888; 7994432; 4812800; 4415488; 8002432; 5115904; 5480448; 3923968; 4141056; 2994176; 2805760; 1998848; 2002944; 3858432; 3833856; 3661824; 3702784; 118784; 2113536; 2072576; 1155072; 1286144; 1249280; 1527808; 1556480; 1568768; 233472; 229376; 1916928; 1835008; 1097728; 368640; 434176; 307200; 315392; 1007616; 962560; 3473408; 3309568; 1200128; 1191936; 2084864; 2048000; 1617920; 790528; 823296; 1871872; 1925120; 2863104; 2875392; 1966080; 1921024; 376832; 385024; 2166784; 1642496; 1429504; 1445888; 1363968; 954368; 1425408; 278528; 270336; 176128; 184320; 516096; 794624; 778240; 2637824; 2400256; 2285568; 2502656; 2273280; 2195456; 929792; 1380352; 1462272; 1347584; 1130496; 1576960; 266240; 282624; 2789376; 2674688; 2940928; 2969600; 2310144; 2256896; 2056192; 2625536; 2621440; 1499136; 1454080; 1372160; 2154496; 2125824; 1708032; 1798144; 1081344; 2088960; 2023424; 2473984; 1957888; 1368064; 1331200; 983040; 2306048; 2191360; 2093056; 2129920; 2179072; 1552384; 2187264; 1126400; 2416640; 2236416; 1048576; 1015808; 155648; 159744; 1597440; 1269760; 1232896; 819200; 843776; 618496; 1228800; 450560; 442368; 192512; 200704; 102400
Version 1.0
Discipline Agricultural Sciences; Agriculture, Forestry, Horticulture, Aquaculture; Agriculture, Forestry, Horticulture, Aquaculture and Veterinary Medicine; Earth and Environmental Science; Environmental Research; Geosciences; Life Sciences; Natural Sciences