{"id":"https://openalex.org/W2982497063","doi":"https://doi.org/10.1007/978-3-030-32475-9_14","title":"Evaluation of Transfer Learning Techniques with Convolutional Neural Networks (CNNs) to Detect the Existence of Roads in High-Resolution Aerial Imagery","display_name":"Evaluation of Transfer Learning Techniques with Convolutional Neural Networks (CNNs) to Detect the Existence of Roads in High-Resolution Aerial Imagery","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2982497063","doi":"https://doi.org/10.1007/978-3-030-32475-9_14","mag":"2982497063"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-32475-9_14","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-32475-9_14","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5085283367","display_name":"Calimanut-Ionut Cira","orcid":"https://orcid.org/0000-0002-7713-7238"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Calimanut-Ionut Cira","raw_affiliation_strings":["Universidad Polit\u00e9cnica de Madrid, 28031, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0002-7713-7238","affiliations":[{"raw_affiliation_string":"Universidad Polit\u00e9cnica de Madrid, 28031, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087495651","display_name":"Ram\u00f3n Alcarria","orcid":"https://orcid.org/0000-0002-1183-9579"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ramon Alcarria","raw_affiliation_strings":["Universidad Polit\u00e9cnica de Madrid, 28031, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0002-1183-9579","affiliations":[{"raw_affiliation_string":"Universidad Polit\u00e9cnica de Madrid, 28031, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072005077","display_name":"Miguel \u00c1ngel Manso Callejo","orcid":"https://orcid.org/0000-0003-2307-8639"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miguel-\u00c1ngel Manso-Callejo","raw_affiliation_strings":["Universidad Polit\u00e9cnica de Madrid, 28031, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0003-2307-8639","affiliations":[{"raw_affiliation_string":"Universidad Polit\u00e9cnica de Madrid, 28031, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005036800","display_name":"Francisco Serradilla","orcid":"https://orcid.org/0000-0001-7621-0627"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Serradilla","raw_affiliation_strings":["Universidad Polit\u00e9cnica de Madrid, 28031, Madrid, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7621-0627","affiliations":[{"raw_affiliation_string":"Universidad Polit\u00e9cnica de Madrid, 28031, Madrid, Spain","institution_ids":["https://openalex.org/I88060688"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5085283367"],"corresponding_institution_ids":["https://openalex.org/I88060688"],"apc_list":null,"apc_paid":null,"fwci":2.6933,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.90377062,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"185","last_page":"198"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13282","display_name":"Automated Road and Building Extraction","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T13282","display_name":"Automated Road and Building Extraction","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9976999759674072,"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":0.9855999946594238,"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":0.8062999248504639},{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.7782227993011475},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7389072179794312},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.7376032471656799},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6706805229187012},{"id":"https://openalex.org/keywords/aerial-imagery","display_name":"Aerial imagery","score":0.6281310319900513},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5987246632575989},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5705563426017761},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.48766863346099854},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.47351884841918945},{"id":"https://openalex.org/keywords/high-resolution","display_name":"High resolution","score":0.47034981846809387},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.46398308873176575},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.42310625314712524},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.42061516642570496},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.41584235429763794},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3903146982192993},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37018316984176636},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.36595821380615234},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.14964064955711365},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06599244475364685}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8062999248504639},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.7782227993011475},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7389072179794312},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7376032471656799},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6706805229187012},{"id":"https://openalex.org/C2987819851","wikidata":"https://www.wikidata.org/wiki/Q191839","display_name":"Aerial imagery","level":2,"score":0.6281310319900513},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5987246632575989},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5705563426017761},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.48766863346099854},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.47351884841918945},{"id":"https://openalex.org/C3020199158","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"High resolution","level":2,"score":0.47034981846809387},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.46398308873176575},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.42310625314712524},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.42061516642570496},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.41584235429763794},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3903146982192993},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37018316984176636},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.36595821380615234},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.14964064955711365},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06599244475364685},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-32475-9_14","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-32475-9_14","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W73112891","https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W2069360745","https://openalex.org/W2097117768","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2531409750","https://openalex.org/W2593313455","https://openalex.org/W2604272474","https://openalex.org/W2623490820","https://openalex.org/W2626107033","https://openalex.org/W2764012408","https://openalex.org/W2769756082","https://openalex.org/W2774320778","https://openalex.org/W2786492053","https://openalex.org/W2886914965","https://openalex.org/W2889835342","https://openalex.org/W2891201238","https://openalex.org/W2898280479","https://openalex.org/W2898504016","https://openalex.org/W2949667497","https://openalex.org/W2952062459","https://openalex.org/W2962270636","https://openalex.org/W2963525222","https://openalex.org/W2964350391"],"related_works":["https://openalex.org/W4367313141","https://openalex.org/W2342958307","https://openalex.org/W829838075","https://openalex.org/W4283327355","https://openalex.org/W2801293118","https://openalex.org/W4385488868","https://openalex.org/W2894790411","https://openalex.org/W4224244454","https://openalex.org/W2903740016","https://openalex.org/W2487965249"],"abstract_inverted_index":null,"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}