{"id":"https://openalex.org/W4313044206","doi":"https://doi.org/10.1007/978-3-031-19647-8_3","title":"Crop Classification Using Deep Learning: A Quick Comparative Study of\u00a0Modern Approaches","display_name":"Crop Classification Using Deep Learning: A Quick Comparative Study of\u00a0Modern Approaches","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4313044206","doi":"https://doi.org/10.1007/978-3-031-19647-8_3"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-19647-8_3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-19647-8_3","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/A5084460745","display_name":"Hind Raki","orcid":"https://orcid.org/0000-0002-2670-1011"},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Hind Raki","raw_affiliation_strings":["Modeling, Simulation and Data Analysis (MSDA) Research Program, Mohammed VI Polytechnic University, Lot 660, Hay Moulay Rachid Ben Guerir, 43150, Ben Guerir, Morocco","Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco"],"affiliations":[{"raw_affiliation_string":"Modeling, Simulation and Data Analysis (MSDA) Research Program, Mohammed VI Polytechnic University, Lot 660, Hay Moulay Rachid Ben Guerir, 43150, Ben Guerir, Morocco","institution_ids":["https://openalex.org/I4210131560"]},{"raw_affiliation_string":"Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007000628","display_name":"Juan Gonz\u00e1lez-Vergara","orcid":"https://orcid.org/0000-0002-6796-9890"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Juan Gonz\u00e1lez-Vergara","raw_affiliation_strings":["Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco"],"affiliations":[{"raw_affiliation_string":"Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089067239","display_name":"Yahya Aalaila","orcid":"https://orcid.org/0000-0002-0661-317X"},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Yahya Aalaila","raw_affiliation_strings":["Modeling, Simulation and Data Analysis (MSDA) Research Program, Mohammed VI Polytechnic University, Lot 660, Hay Moulay Rachid Ben Guerir, 43150, Ben Guerir, Morocco","Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco"],"affiliations":[{"raw_affiliation_string":"Modeling, Simulation and Data Analysis (MSDA) Research Program, Mohammed VI Polytechnic University, Lot 660, Hay Moulay Rachid Ben Guerir, 43150, Ben Guerir, Morocco","institution_ids":["https://openalex.org/I4210131560"]},{"raw_affiliation_string":"Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039299526","display_name":"Mouad Elhamdi","orcid":"https://orcid.org/0000-0002-2339-4992"},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mouad Elhamdi","raw_affiliation_strings":["Modeling, Simulation and Data Analysis (MSDA) Research Program, Mohammed VI Polytechnic University, Lot 660, Hay Moulay Rachid Ben Guerir, 43150, Ben Guerir, Morocco","Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco"],"affiliations":[{"raw_affiliation_string":"Modeling, Simulation and Data Analysis (MSDA) Research Program, Mohammed VI Polytechnic University, Lot 660, Hay Moulay Rachid Ben Guerir, 43150, Ben Guerir, Morocco","institution_ids":["https://openalex.org/I4210131560"]},{"raw_affiliation_string":"Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048398888","display_name":"Sami Bamansour","orcid":"https://orcid.org/0000-0002-9176-1555"},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Sami Bamansour","raw_affiliation_strings":["Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco","University Cadi Ayyad, Marrakech, Morocco"],"affiliations":[{"raw_affiliation_string":"Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco","institution_ids":[]},{"raw_affiliation_string":"University Cadi Ayyad, Marrakech, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010742462","display_name":"Lorena Guachi\u2010Guachi","orcid":"https://orcid.org/0000-0002-8951-8150"},"institutions":[{"id":"https://openalex.org/I4210140740","display_name":"Universidad Internacional del Ecuador","ror":"https://ror.org/04xf2rc74","country_code":"EC","type":"education","lineage":["https://openalex.org/I4210140740"]}],"countries":["EC"],"is_corresponding":false,"raw_author_name":"Lorena Guachi-Guachi","raw_affiliation_strings":["Department of Mechatronics, Universidad Internacional del Ecuador, Av. Simon Bolivar, 170411, Quito, Ecuador","Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco"],"affiliations":[{"raw_affiliation_string":"Department of Mechatronics, Universidad Internacional del Ecuador, Av. Simon Bolivar, 170411, Quito, Ecuador","institution_ids":["https://openalex.org/I4210140740"]},{"raw_affiliation_string":"Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062882562","display_name":"Diego H. Peluffo-Ord\u00f3\u0144ez","orcid":"https://orcid.org/0000-0002-9045-6997"},"institutions":[{"id":"https://openalex.org/I4210101203","display_name":"Corporaci\u00f3n Universitaria Aut\u00f3noma de Nari\u00f1o","ror":"https://ror.org/015rec412","country_code":"CO","type":"education","lineage":["https://openalex.org/I4210101203"]},{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["CO","MA"],"is_corresponding":false,"raw_author_name":"Diego H. Peluffo-Ordo\u00f1ez","raw_affiliation_strings":["Faculty of Engineering, Corporaci\u00f3n Universitaria Aut\u00f3noma de Nari\u00f1o, Pasto, 520001, Colombia","Modeling, Simulation and Data Analysis (MSDA) Research Program, Mohammed VI Polytechnic University, Lot 660, Hay Moulay Rachid Ben Guerir, 43150, Ben Guerir, Morocco","Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Corporaci\u00f3n Universitaria Aut\u00f3noma de Nari\u00f1o, Pasto, 520001, Colombia","institution_ids":["https://openalex.org/I4210101203"]},{"raw_affiliation_string":"Modeling, Simulation and Data Analysis (MSDA) Research Program, Mohammed VI Polytechnic University, Lot 660, Hay Moulay Rachid Ben Guerir, 43150, Ben Guerir, Morocco","institution_ids":["https://openalex.org/I4210131560"]},{"raw_affiliation_string":"Smart Data Analysis Systems Group (SDAS Research Group), 47963, Ben Guerir, Morocco","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5084460745"],"corresponding_institution_ids":["https://openalex.org/I4210131560"],"apc_list":null,"apc_paid":null,"fwci":3.5958,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.93676006,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"31","last_page":"44"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9990000128746033,"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":0.9990000128746033,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.9656999707221985,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6705804467201233},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6343772411346436},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.615711510181427},{"id":"https://openalex.org/keywords/residual-neural-network","display_name":"Residual neural network","score":0.5030319094657898},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4978773593902588},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.4838646650314331},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.47495174407958984},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4461784362792969},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.438823938369751},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.42701002955436707},{"id":"https://openalex.org/keywords/precision-agriculture","display_name":"Precision agriculture","score":0.42427825927734375},{"id":"https://openalex.org/keywords/crop","display_name":"Crop","score":0.41342487931251526},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34384459257125854},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.14231914281845093},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.1349772810935974},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10994848608970642},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.08123990893363953}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6705804467201233},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6343772411346436},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.615711510181427},{"id":"https://openalex.org/C2944601119","wikidata":"https://www.wikidata.org/wiki/Q43744058","display_name":"Residual neural network","level":3,"score":0.5030319094657898},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4978773593902588},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.4838646650314331},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.47495174407958984},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4461784362792969},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.438823938369751},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.42701002955436707},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.42427825927734375},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.41342487931251526},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34384459257125854},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.14231914281845093},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.1349772810935974},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10994848608970642},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.08123990893363953},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-19647-8_3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-19647-8_3","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":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.7900000214576721}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2107878631","https://openalex.org/W2108598243","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2943803543","https://openalex.org/W2986339177","https://openalex.org/W3008279115","https://openalex.org/W3075397214","https://openalex.org/W3095962898","https://openalex.org/W3102360595","https://openalex.org/W3115999170","https://openalex.org/W3160966991","https://openalex.org/W4220727424","https://openalex.org/W4220875989","https://openalex.org/W4231491657","https://openalex.org/W4283392776","https://openalex.org/W4388297464","https://openalex.org/W6605946209","https://openalex.org/W6791091864"],"related_works":["https://openalex.org/W3196952692","https://openalex.org/W2984708981","https://openalex.org/W4300939921","https://openalex.org/W2964350391","https://openalex.org/W2274287116","https://openalex.org/W2897517148","https://openalex.org/W3046945067","https://openalex.org/W2983358626","https://openalex.org/W3160076723","https://openalex.org/W2967403871"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}