{"id":"https://openalex.org/W3005368847","doi":"https://doi.org/10.1109/jstars.2020.2971061","title":"DeepNEM: Deep Network Energy-Minimization for Agricultural Field Segmentation","display_name":"DeepNEM: Deep Network Energy-Minimization for Agricultural Field Segmentation","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3005368847","doi":"https://doi.org/10.1109/jstars.2020.2971061","mag":"3005368847"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2020.2971061","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2020.2971061","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/8994817/08986665.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/4609443/8994817/08986665.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016788781","display_name":"Margarita Torre","orcid":"https://orcid.org/0000-0002-9122-2949"},"institutions":[{"id":"https://openalex.org/I123044942","display_name":"Universitat Aut\u00f2noma de Barcelona","ror":"https://ror.org/052g8jq94","country_code":"ES","type":"education","lineage":["https://openalex.org/I123044942"]},{"id":"https://openalex.org/I157913058","display_name":"Generalitat de Catalunya","ror":"https://ror.org/01bg62x04","country_code":"ES","type":"government","lineage":["https://openalex.org/I157913058"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Margarita Torre","raw_affiliation_strings":["Department of Computer Science, Universitat Aut\u00f2noma de Barcelona, Bellaterra, Spain","Department of Territory and Sustainability, Generalitat de Catalunya, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0002-9122-2949","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Universitat Aut\u00f2noma de Barcelona, Bellaterra, Spain","institution_ids":["https://openalex.org/I123044942"]},{"raw_affiliation_string":"Department of Territory and Sustainability, Generalitat de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I157913058"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063299946","display_name":"Beatriz Remeseiro","orcid":"https://orcid.org/0000-0001-9265-253X"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Beatriz Remeseiro","raw_affiliation_strings":["Department of Computer Science, Universidad de Oviedo, Gij\u00f3n, Spain"],"raw_orcid":"https://orcid.org/0000-0001-9265-253X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Universidad de Oviedo, Gij\u00f3n, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083867344","display_name":"Petia Radeva","orcid":"https://orcid.org/0000-0003-0047-5172"},"institutions":[{"id":"https://openalex.org/I4210122226","display_name":"Centre de Recerca Matem\u00e0tica","ror":"https://ror.org/020s51w82","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210122226","https://openalex.org/I4387153040"]},{"id":"https://openalex.org/I4387153096","display_name":"Computer Vision Center","ror":"https://ror.org/00s0nnj93","country_code":null,"type":"other","lineage":["https://openalex.org/I4387153040","https://openalex.org/I4387153096"]},{"id":"https://openalex.org/I71999127","display_name":"Universitat de Barcelona","ror":"https://ror.org/021018s57","country_code":"ES","type":"education","lineage":["https://openalex.org/I71999127"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Petia Radeva","raw_affiliation_strings":["Computer Vision Center, Bellaterra, Spain","Departament de Matem\u00e0tiques i Inform\u00e0tica, Universitat de Barcelona, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0003-0047-5172","affiliations":[{"raw_affiliation_string":"Computer Vision Center, Bellaterra, Spain","institution_ids":["https://openalex.org/I4210122226","https://openalex.org/I4387153096"]},{"raw_affiliation_string":"Departament de Matem\u00e0tiques i Inform\u00e0tica, Universitat de Barcelona, Barcelona, Spain","institution_ids":["https://openalex.org/I71999127"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088889646","display_name":"Fernando Mart\u00ednez","orcid":"https://orcid.org/0000-0003-3159-2494"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Fernando Martinez","raw_affiliation_strings":["Departament de Matem\u00e0tiques, Universitat Polit\u00e8cnica de Catalunya, Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0003-3159-2494","affiliations":[{"raw_affiliation_string":"Departament de Matem\u00e0tiques, Universitat Polit\u00e8cnica de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I9617848"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":0.4437,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.72775435,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"726","last_page":"737"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7334096431732178},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.7122554183006287},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6979889869689941},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.671533465385437},{"id":"https://openalex.org/keywords/energy-minimization","display_name":"Energy minimization","score":0.6478310823440552},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.6210225820541382},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5876641869544983},{"id":"https://openalex.org/keywords/aerial-image","display_name":"Aerial image","score":0.5115393400192261},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.49448347091674805},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4696083962917328},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4553627371788025},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.41574111580848694},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3555465340614319},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17314767837524414},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12386378645896912}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7334096431732178},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.7122554183006287},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6979889869689941},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.671533465385437},{"id":"https://openalex.org/C14961307","wikidata":"https://www.wikidata.org/wiki/Q5377176","display_name":"Energy minimization","level":2,"score":0.6478310823440552},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.6210225820541382},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5876641869544983},{"id":"https://openalex.org/C2776429412","wikidata":"https://www.wikidata.org/wiki/Q4688011","display_name":"Aerial image","level":3,"score":0.5115393400192261},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.49448347091674805},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4696083962917328},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4553627371788025},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.41574111580848694},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3555465340614319},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17314767837524414},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12386378645896912},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C147597530","wikidata":"https://www.wikidata.org/wiki/Q369472","display_name":"Computational chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/jstars.2020.2971061","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2020.2971061","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/8994817/08986665.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:upcommons.upc.edu:2117/334745","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/334745","pdf_url":null,"source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:digibuo.uniovi.es:10651/55105","is_oa":true,"landing_page_url":"http://hdl.handle.net/10651/55105","pdf_url":null,"source":{"id":"https://openalex.org/S4306402334","display_name":"Consultation of the Doctoral Thesis Database (TESEO) (Ministerio de Educaci\u00f3n, Cultura y Deporte)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801976130","host_organization_name":"Ministerio de Educaci\u00f3n Cultura y Deporte","host_organization_lineage":["https://openalex.org/I2801976130"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:ba6ac74fb99748c5924975e7e708b8c1","is_oa":false,"landing_page_url":"https://doaj.org/article/ba6ac74fb99748c5924975e7e708b8c1","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 13, Pp 726-737 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2020.2971061","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2020.2971061","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/8994817/08986665.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"},{"id":"https://openalex.org/F4320315803","display_name":"Centres de Recerca de Catalunya","ror":null},{"id":"https://openalex.org/F4320321505","display_name":"Generalitat de Catalunya","ror":"https://ror.org/01bg62x04"},{"id":"https://openalex.org/F4320322121","display_name":"Instituci\u00f3 Catalana de Recerca i Estudis Avan\u00e7ats","ror":"https://ror.org/0371hy230"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3005368847.pdf","grobid_xml":"https://content.openalex.org/works/W3005368847.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W845365781","https://openalex.org/W1686810756","https://openalex.org/W2038862184","https://openalex.org/W2108859253","https://openalex.org/W2110158442","https://openalex.org/W2119300483","https://openalex.org/W2125637308","https://openalex.org/W2156953558","https://openalex.org/W2162310225","https://openalex.org/W2168894214","https://openalex.org/W2181750145","https://openalex.org/W2474152637","https://openalex.org/W2560622558","https://openalex.org/W2560804113","https://openalex.org/W2592849532","https://openalex.org/W2607333215","https://openalex.org/W2623331213","https://openalex.org/W2751609968","https://openalex.org/W2797908548","https://openalex.org/W2883423620","https://openalex.org/W2915254566","https://openalex.org/W2919115771","https://openalex.org/W2953881420","https://openalex.org/W2963378109","https://openalex.org/W2963606038","https://openalex.org/W3097292299","https://openalex.org/W4241071816","https://openalex.org/W4285719527","https://openalex.org/W6637373629","https://openalex.org/W6684665197","https://openalex.org/W6685759426","https://openalex.org/W6760386993","https://openalex.org/W6761627845","https://openalex.org/W6785712255","https://openalex.org/W7020680850"],"related_works":["https://openalex.org/W1518796764","https://openalex.org/W347294048","https://openalex.org/W2118841422","https://openalex.org/W2226908759","https://openalex.org/W2061881449","https://openalex.org/W1522196789","https://openalex.org/W1483822002","https://openalex.org/W1899667806","https://openalex.org/W2351116219","https://openalex.org/W2110536527"],"abstract_inverted_index":{"One":[0],"of":[1,5,12,30,36,40,53,114,118,148,161],"the":[2,10,81,99,129],"main":[3],"characteristics":[4],"agricultural":[6,72,100,149],"fields":[7,42,73,101,115],"is":[8,23],"that":[9,48,97,137],"appearance":[11],"different":[13],"crops":[14],"and":[15,25,33,43,93,121,134],"their":[16,44,165],"growth":[17],"status,":[18],"in":[19,74,116],"an":[20,140],"aerial":[21,75],"image,":[22],"varied,":[24],"has":[26,107],"a":[27,50,61,88,103,111,145,156],"wide":[28],"range":[29,113],"radiometric":[31],"values":[32],"high":[34,51],"level":[35,52],"variability.":[37],"The":[38,77],"extraction":[39],"these":[41],"monitoring":[45],"are":[46],"activities":[47],"require":[49],"human":[54],"intervention.":[55],"In":[56],"this":[57,152],"article,":[58],"we":[59],"propose":[60],"novel":[62],"automatic":[63],"algorithm,":[64],"named":[65],"deep":[66,89],"network":[67],"energy-minimization":[68],"(DeepNEM),":[69],"to":[70,127,135,143],"extract":[71],"images.":[76],"model-guided":[78],"process":[79],"selects":[80],"most":[82],"relevant":[83],"image":[84],"clues":[85],"extracted":[86],"by":[87],"network,":[90],"completes":[91],"them":[92],"finally":[94],"generates":[95],"regions":[96],"represent":[98],"under":[102],"minimization":[104],"scheme.":[105],"DeepNEM":[106,130],"been":[108],"tested":[109],"over":[110],"broad":[112],"terms":[117],"size,":[119],"shape,":[120],"content.":[122],"Different":[123],"measures":[124],"were":[125],"used":[126],"compare":[128],"with":[131,164],"other":[132],"methods,":[133],"prove":[136],"it":[138],"represents":[139],"improved":[141],"approach":[142],"achieve":[144],"high-quality":[146],"segmentation":[147],"fields.":[150],"Furthermore,":[151],"article":[153],"also":[154],"presents":[155],"new":[157],"public":[158],"dataset":[159],"composed":[160],"1200":[162],"images":[163],"parcels":[166],"boundaries":[167],"annotations.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2020-02-14T00:00:00"}
