{"id":"https://openalex.org/W4229445738","doi":"https://doi.org/10.3390/rs14092281","title":"Augmentation-Based Methodology for Enhancement of Trees Map Detalization on a Large Scale","display_name":"Augmentation-Based Methodology for Enhancement of Trees Map Detalization on a Large Scale","publication_year":2022,"publication_date":"2022-05-09","ids":{"openalex":"https://openalex.org/W4229445738","doi":"https://doi.org/10.3390/rs14092281"},"language":"en","primary_location":{"id":"doi:10.3390/rs14092281","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14092281","pdf_url":"https://www.mdpi.com/2072-4292/14/9/2281/pdf?version=1652097123","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/9/2281/pdf?version=1652097123","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048027930","display_name":"Svetlana Illarionova","orcid":"https://orcid.org/0000-0003-2448-9907"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Svetlana Illarionova","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, 143026 Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0003-2448-9907","affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, 143026 Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024830111","display_name":"Dmitrii Shadrin","orcid":"https://orcid.org/0000-0003-3486-8214"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]},{"id":"https://openalex.org/I4210122217","display_name":"Irkutsk National Research Technical University","ror":"https://ror.org/01zzkcm34","country_code":"RU","type":"education","lineage":["https://openalex.org/I4210122217"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Dmitrii Shadrin","raw_affiliation_strings":["Institute of Information Technology and Data Science, Irkutsk National Research Technical University, 664074 Irkutsk, Russia","Skolkovo Institute of Science and Technology, 143026 Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Technology and Data Science, Irkutsk National Research Technical University, 664074 Irkutsk, Russia","institution_ids":["https://openalex.org/I4210122217"]},{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, 143026 Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056543030","display_name":"Vladimir Ignatiev","orcid":"https://orcid.org/0000-0001-8565-1184"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Vladimir Ignatiev","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, 143026 Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0001-8565-1184","affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, 143026 Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014783621","display_name":"Sergey Shayakhmetov","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sergey Shayakhmetov","raw_affiliation_strings":["Public Joint-Stock Company (PJSC) Sberbank of Russia, ESG Department, 127006 Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Public Joint-Stock Company (PJSC) Sberbank of Russia, ESG Department, 127006 Moscow, Russia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033158282","display_name":"Alexey Trekin","orcid":"https://orcid.org/0000-0003-2178-808X"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alexey Trekin","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, 143026 Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, 143026 Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004111307","display_name":"Ivan Oseledets","orcid":"https://orcid.org/0000-0003-2071-2163"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Ivan Oseledets","raw_affiliation_strings":["Skolkovo Institute of Science and Technology, 143026 Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, 143026 Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5048027930"],"corresponding_institution_ids":["https://openalex.org/I125989756"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2784},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2784},"fwci":1.1163,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.71981143,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"14","issue":"9","first_page":"2281","last_page":"2281"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9998999834060669,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8334423303604126},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5217536091804504},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4746035933494568},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.46301859617233276},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.45032280683517456},{"id":"https://openalex.org/keywords/footprint","display_name":"Footprint","score":0.4472382068634033},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39634376764297485},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39075732231140137},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.11135846376419067},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.09681063890457153}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8334423303604126},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5217536091804504},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4746035933494568},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.46301859617233276},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.45032280683517456},{"id":"https://openalex.org/C132943942","wikidata":"https://www.wikidata.org/wiki/Q2562511","display_name":"Footprint","level":2,"score":0.4472382068634033},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39634376764297485},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39075732231140137},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.11135846376419067},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.09681063890457153},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs14092281","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14092281","pdf_url":"https://www.mdpi.com/2072-4292/14/9/2281/pdf?version=1652097123","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:37ecd2865fff4823970ea7f0c3cdff62","is_oa":false,"landing_page_url":"https://doaj.org/article/37ecd2865fff4823970ea7f0c3cdff62","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":"Remote Sensing, Vol 14, Iss 9, p 2281 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/9/2281/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14092281","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Remote Sensing; Volume 14; Issue 9; Pages: 2281","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14092281","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14092281","pdf_url":"https://www.mdpi.com/2072-4292/14/9/2281/pdf?version=1652097123","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.75,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4229445738.pdf"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2017630579","https://openalex.org/W2095900603","https://openalex.org/W2100109500","https://openalex.org/W2412782625","https://openalex.org/W2565639579","https://openalex.org/W2609553741","https://openalex.org/W2734529742","https://openalex.org/W2742500659","https://openalex.org/W2766826930","https://openalex.org/W2790611503","https://openalex.org/W2889985731","https://openalex.org/W2902111700","https://openalex.org/W2953686964","https://openalex.org/W2964350391","https://openalex.org/W2977751091","https://openalex.org/W2981644170","https://openalex.org/W2984900816","https://openalex.org/W2995201670","https://openalex.org/W3006899891","https://openalex.org/W3009000090","https://openalex.org/W3046976781","https://openalex.org/W3095164275","https://openalex.org/W3097822859","https://openalex.org/W3099319035","https://openalex.org/W3108566774","https://openalex.org/W3111951761","https://openalex.org/W3120696175","https://openalex.org/W3124539583","https://openalex.org/W3127367339","https://openalex.org/W3132666576","https://openalex.org/W3139091299","https://openalex.org/W3141324578","https://openalex.org/W3145627966","https://openalex.org/W3152799788","https://openalex.org/W3156887879","https://openalex.org/W3173448694","https://openalex.org/W3205930030","https://openalex.org/W3209773779","https://openalex.org/W4214530221","https://openalex.org/W6654646047","https://openalex.org/W6786861424"],"related_works":["https://openalex.org/W2368534554","https://openalex.org/W2148469257","https://openalex.org/W2999244305","https://openalex.org/W2330537534","https://openalex.org/W2168827721","https://openalex.org/W2094506573","https://openalex.org/W2031194604","https://openalex.org/W4249517016","https://openalex.org/W3096747606","https://openalex.org/W4386392971"],"abstract_inverted_index":{"Remote":[0],"sensing":[1,12,34],"tasks":[2],"play":[3],"a":[4,74,138,155,174,226],"very":[5,18],"important":[6],"role":[7],"in":[8,21,41,52,64,191,218],"the":[9,27,85,106,168,208],"domain":[10],"of":[11,29,49,69,84,158,211],"and":[13,15,44,128,228],"measuring,":[14],"can":[16],"be":[17,233,238],"specific.":[19],"Advances":[20],"computer":[22],"vision":[23],"techniques":[24],"allow":[25],"for":[26,47,55,61,66,130,143,154,188,195,240],"extraction":[28,91],"various":[30,242],"information":[31,38],"from":[32,92],"remote":[33],"satellite":[35,93],"imagery.":[36],"This":[37],"is":[39,73,186,216],"crucial":[40],"making":[42,67],"quantitative":[43],"qualitative":[45],"assessments":[46,68],"monitoring":[48],"forest":[50,86,89,108,111,145,176,230],"clearing":[51],"protected":[53],"areas":[54],"power":[56],"lines,":[57],"as":[58,60,126,199],"well":[59],"environmental":[62],"analysis,":[63],"particular":[65,123],"carbon":[70],"footprint,":[71],"which":[72,170,236],"highly":[75],"relevant":[76],"task.":[77],"Solving":[78],"these":[79],"problems":[80],"requires":[81],"precise":[82,180,229],"segmentation":[83],"mask.":[87,109],"Although":[88],"mask":[90,146,231],"data":[94,165],"has":[95],"been":[96],"considered":[97],"previously,":[98],"no":[99],"open-access":[100],"applications":[101],"are":[102,113,171],"able":[103],"to":[104,204,207,232],"provide":[105],"high-detailed":[107,144,160],"Detailed":[110],"masks":[112],"usually":[114],"obtained":[115],"using":[116],"unmanned":[117],"aerial":[118],"vehicles":[119],"(UAV)":[120],"that":[121],"set":[122],"limitations":[124],"such":[125],"cost":[127],"inapplicability":[129],"vast":[131],"territories.":[132],"In":[133],"this":[134,163],"study,":[135],"we":[136,166],"propose":[137],"novel":[139],"neural":[140],"network-based":[141],"approach":[142],"creation.":[147],"We":[148],"implement":[149],"an":[150,219],"object-based":[151],"augmentation":[152],"technique":[153],"minimum":[156],"amount":[157],"labeled":[159,181],"data.":[161],"Using":[162],"augmented":[164],"fine-tune":[167],"models,":[169],"trained":[172],"on":[173],"large":[175],"dataset":[177],"with":[178],"less":[179],"masks.":[182],"The":[183,193,213,222],"provided":[184],"algorithm":[185],"tested":[187],"multiple":[189],"territories":[190],"Russia.":[192],"F1-score,":[194],"small":[196],"details":[197],"(such":[198],"individual":[200],"trees)":[201],"was":[202],"improved":[203],"0.929":[205],"compared":[206],"baseline":[209],"score":[210],"0.856.":[212],"developed":[214,223],"model":[215,224],"available":[217],"SAAS":[220],"platform.":[221],"allows":[225],"detailed":[227],"easily":[234],"created,":[235],"then":[237],"used":[239],"solving":[241],"applied":[243],"problems.":[244]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}