{"id":"https://openalex.org/W4387802777","doi":"https://doi.org/10.1109/igarss52108.2023.10281819","title":"Deep Learning-Based Land Use Land Cover Segmentation of Historical Aerial Images","display_name":"Deep Learning-Based Land Use Land Cover Segmentation of Historical Aerial Images","publication_year":2023,"publication_date":"2023-07-16","ids":{"openalex":"https://openalex.org/W4387802777","doi":"https://doi.org/10.1109/igarss52108.2023.10281819"},"language":"en","primary_location":{"id":"doi:10.1109/igarss52108.2023.10281819","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss52108.2023.10281819","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041935848","display_name":"Elif Sertel","orcid":"https://orcid.org/0000-0003-4854-494X"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Elif Sertel","raw_affiliation_strings":["Istanbul Technical University,Department of Geomatics Engineering,Maslak,Sariyer,Turkey,34469"],"affiliations":[{"raw_affiliation_string":"Istanbul Technical University,Department of Geomatics Engineering,Maslak,Sariyer,Turkey,34469","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048045971","display_name":"Cengiz Avci","orcid":"https://orcid.org/0000-0002-6515-1059"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Cengiz Avci","raw_affiliation_strings":["Istanbul Technical University,Department of Geomatics Engineering,Maslak,Sariyer,Turkey,34469"],"affiliations":[{"raw_affiliation_string":"Istanbul Technical University,Department of Geomatics Engineering,Maslak,Sariyer,Turkey,34469","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001084933","display_name":"M. Erdem Kabaday\u0131","orcid":"https://orcid.org/0000-0003-3206-0190"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mustafa Erdem Kabadayi","raw_affiliation_strings":["Ko&#x00E7; University,History Department,Istanbul,Turkey,34450"],"affiliations":[{"raw_affiliation_string":"Ko&#x00E7; University,History Department,Istanbul,Turkey,34450","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5041935848"],"corresponding_institution_ids":["https://openalex.org/I48912391"],"apc_list":null,"apc_paid":null,"fwci":0.4883,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69227793,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"2622","last_page":"2625"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9987000226974487,"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"}},{"id":"https://openalex.org/T12364","display_name":"Archaeological Research and Protection","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/1912","display_name":"Space and Planetary Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9925000071525574,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/panchromatic-film","display_name":"Panchromatic film","score":0.8014379739761353},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7044302225112915},{"id":"https://openalex.org/keywords/land-cover","display_name":"Land cover","score":0.6597908139228821},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6446487903594971},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6357402801513672},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6264942288398743},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5819714069366455},{"id":"https://openalex.org/keywords/aerial-image","display_name":"Aerial image","score":0.4766465127468109},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.45145025849342346},{"id":"https://openalex.org/keywords/terrain","display_name":"Terrain","score":0.4446074068546295},{"id":"https://openalex.org/keywords/aerial-imagery","display_name":"Aerial imagery","score":0.4337174892425537},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.3996489644050598},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.336309552192688},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.32573455572128296},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3210303783416748},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.13484486937522888}],"concepts":[{"id":"https://openalex.org/C107445234","wikidata":"https://www.wikidata.org/wiki/Q280995","display_name":"Panchromatic film","level":3,"score":0.8014379739761353},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7044302225112915},{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.6597908139228821},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6446487903594971},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6357402801513672},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6264942288398743},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5819714069366455},{"id":"https://openalex.org/C2776429412","wikidata":"https://www.wikidata.org/wiki/Q4688011","display_name":"Aerial image","level":3,"score":0.4766465127468109},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.45145025849342346},{"id":"https://openalex.org/C161840515","wikidata":"https://www.wikidata.org/wiki/Q186131","display_name":"Terrain","level":2,"score":0.4446074068546295},{"id":"https://openalex.org/C2987819851","wikidata":"https://www.wikidata.org/wiki/Q191839","display_name":"Aerial imagery","level":2,"score":0.4337174892425537},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.3996489644050598},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.336309552192688},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.32573455572128296},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3210303783416748},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.13484486937522888},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/igarss52108.2023.10281819","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss52108.2023.10281819","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"},{"id":"pmh:oai:cdm21054.contentdm.oclc.org:IR/11378","is_oa":false,"landing_page_url":"http://cdm21054.contentdm.oclc.org/cdm/ref/collection/IR/id/11378","pdf_url":null,"source":{"id":"https://openalex.org/S4306401341","display_name":"Digital Collections portal (Ko\u00e7 University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1351752","host_organization_name":"Ko\u00e7 University","host_organization_lineage":["https://openalex.org/I1351752"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"Conference proceeding"},{"id":"pmh:oai:polen.itu.edu.tr:11527/40599","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/40599","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference object"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","score":0.5799999833106995,"display_name":"Life in Land"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334678","display_name":"European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2235208287","https://openalex.org/W2764034829","https://openalex.org/W2782522152","https://openalex.org/W2884436604","https://openalex.org/W2964309882","https://openalex.org/W3008439211","https://openalex.org/W3013341479","https://openalex.org/W4281701209","https://openalex.org/W4295532986","https://openalex.org/W4306951708","https://openalex.org/W6631190155","https://openalex.org/W6748481559"],"related_works":["https://openalex.org/W2396589139","https://openalex.org/W4283696875","https://openalex.org/W3110585990","https://openalex.org/W4385767632","https://openalex.org/W2898690910","https://openalex.org/W2784132289","https://openalex.org/W4286697184","https://openalex.org/W2889700547","https://openalex.org/W2889866244","https://openalex.org/W3034139063"],"abstract_inverted_index":{"This":[0,24,82],"study":[1],"aims":[2],"to":[3,65,99],"generate":[4],"a":[5,29],"new":[6,25],"benchmark":[7,26],"dataset":[8,27,86],"from":[9,38,46],"historical":[10,84],"panchromatic":[11,105],"aerial":[12,36],"photographs":[13,37],"suitable":[14],"for":[15,73],"deep":[16,92],"learning-based":[17],"Land":[18],"use/Land":[19],"cover":[20],"(LULC)":[21],"segmentation":[22,57],"task.":[23],"spans":[28],"wide":[30],"geographic":[31],"area":[32],"and":[33,44,50,55,59,62,75,87],"consists":[34],"of":[35,69,78,91],"various":[39],"populous":[40],"areas":[41],"in":[42],"Turkey":[43],"Bulgaria":[45],"the":[47,67,88],"1950s,":[48],"1960s,":[49],"1970s.":[51],"We":[52],"implemented":[53],"U-Net++":[54],"Deeplabv3":[56],"architectures":[58],"appropriate":[60],"hyperparameters":[61],"backbone":[63],"structures":[64],"determine":[66],"applicability":[68],"this":[70],"dataset,":[71],"specifically":[72],"accurate":[74],"fast":[76],"mapping":[77],"past":[79],"terrain":[80],"conditions.":[81],"unique":[83],"LULC":[85],"different":[89,100],"combinations":[90],"learning":[93],"experiments":[94],"proposed":[95],"can":[96],"be":[97],"applied":[98],"geographical":[101],"regions":[102],"with":[103],"similar":[104],"datasets.":[106]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-06T13:50:29.536080","created_date":"2023-10-21T00:00:00"}
