{"id":"https://openalex.org/W4388828532","doi":"https://doi.org/10.1007/s00521-023-09111-w","title":"Iterative magnitude pruning-based light-version of AlexNet for skin cancer classification","display_name":"Iterative magnitude pruning-based light-version of AlexNet for skin cancer classification","publication_year":2023,"publication_date":"2023-11-20","ids":{"openalex":"https://openalex.org/W4388828532","doi":"https://doi.org/10.1007/s00521-023-09111-w"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-023-09111-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-023-09111-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-023-09111-w.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-023-09111-w.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086661716","display_name":"Sara Medhat","orcid":"https://orcid.org/0000-0002-5184-994X"},"institutions":[{"id":"https://openalex.org/I3089115","display_name":"Egyptian Atomic Energy Authority","ror":"https://ror.org/04hd0yz67","country_code":"EG","type":"government","lineage":["https://openalex.org/I3089115"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Sara Medhat","raw_affiliation_strings":["Radiation Engineering Department, National Center for Radiation Research and Technology, Egyptian Atomic Energy Authority, Cairo, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-5184-994X","affiliations":[{"raw_affiliation_string":"Radiation Engineering Department, National Center for Radiation Research and Technology, Egyptian Atomic Energy Authority, Cairo, Egypt","institution_ids":["https://openalex.org/I3089115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073591432","display_name":"Hala Abdel-Galil","orcid":"https://orcid.org/0000-0002-7212-8906"},"institutions":[{"id":"https://openalex.org/I84058292","display_name":"Helwan University","ror":"https://ror.org/00h55v928","country_code":"EG","type":"education","lineage":["https://openalex.org/I84058292"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hala Abdel-Galil","raw_affiliation_strings":["Computer Science Department, Faculty of Computers and Artificial Intelligence, Helwan University, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Faculty of Computers and Artificial Intelligence, Helwan University, Cairo, Egypt","institution_ids":["https://openalex.org/I84058292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069111990","display_name":"Amal Elsayed Aboutabl","orcid":"https://orcid.org/0000-0002-7189-9274"},"institutions":[{"id":"https://openalex.org/I84058292","display_name":"Helwan University","ror":"https://ror.org/00h55v928","country_code":"EG","type":"education","lineage":["https://openalex.org/I84058292"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Amal Elsayed Aboutabl","raw_affiliation_strings":["Computer Science Department, Faculty of Computers and Artificial Intelligence, Helwan University, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, Faculty of Computers and Artificial Intelligence, Helwan University, Cairo, Egypt","institution_ids":["https://openalex.org/I84058292"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000734505","display_name":"H. I. Saleh","orcid":"https://orcid.org/0000-0001-5395-2214"},"institutions":[{"id":"https://openalex.org/I3089115","display_name":"Egyptian Atomic Energy Authority","ror":"https://ror.org/04hd0yz67","country_code":"EG","type":"government","lineage":["https://openalex.org/I3089115"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hassan Saleh","raw_affiliation_strings":["Radiation Engineering Department, National Center for Radiation Research and Technology, Egyptian Atomic Energy Authority, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radiation Engineering Department, National Center for Radiation Research and Technology, Egyptian Atomic Energy Authority, Cairo, Egypt","institution_ids":["https://openalex.org/I3089115"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5086661716"],"corresponding_institution_ids":["https://openalex.org/I3089115"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":1.8164,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.87232439,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"36","issue":"3","first_page":"1413","last_page":"1428"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11013","display_name":"Skin Protection and Aging","score":0.9610000252723694,"subfield":{"id":"https://openalex.org/subfields/2708","display_name":"Dermatology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11306","display_name":"Nonmelanoma Skin Cancer Studies","score":0.960099995136261,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8502030372619629},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.7943333983421326},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7844250202178955},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5222007632255554},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4944033622741699}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8502030372619629},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.7943333983421326},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7844250202178955},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5222007632255554},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4944033622741699},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"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":1,"locations":[{"id":"doi:10.1007/s00521-023-09111-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-023-09111-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-023-09111-w.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00521-023-09111-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-023-09111-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-023-09111-w.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.4000000059604645,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388828532.pdf","grobid_xml":"https://content.openalex.org/works/W4388828532.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W138069762","https://openalex.org/W1128809682","https://openalex.org/W1980038761","https://openalex.org/W2002507614","https://openalex.org/W2018721173","https://openalex.org/W2043073239","https://openalex.org/W2046289434","https://openalex.org/W2058367162","https://openalex.org/W2061253660","https://openalex.org/W2127537121","https://openalex.org/W2249375231","https://openalex.org/W2592962403","https://openalex.org/W2611248927","https://openalex.org/W2896457183","https://openalex.org/W2959154628","https://openalex.org/W2962965870","https://openalex.org/W2970958999","https://openalex.org/W2999020264","https://openalex.org/W3011276388","https://openalex.org/W3019257970","https://openalex.org/W3028737903","https://openalex.org/W3036688711","https://openalex.org/W3044090999","https://openalex.org/W3046725353","https://openalex.org/W3049254768","https://openalex.org/W3081500256","https://openalex.org/W3092580847","https://openalex.org/W3126405246","https://openalex.org/W3129866077","https://openalex.org/W3159788821","https://openalex.org/W3160542538","https://openalex.org/W3162086651","https://openalex.org/W3164797413","https://openalex.org/W3176475874","https://openalex.org/W3177615549","https://openalex.org/W3215499537","https://openalex.org/W4206626505","https://openalex.org/W4220856798","https://openalex.org/W4226020510","https://openalex.org/W4250240360","https://openalex.org/W4283799372","https://openalex.org/W4285279315","https://openalex.org/W4285597671","https://openalex.org/W4293695605","https://openalex.org/W4306369316","https://openalex.org/W4310476852","https://openalex.org/W4311809802","https://openalex.org/W4317653768","https://openalex.org/W4318483942"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4293226380","https://openalex.org/W2382290278","https://openalex.org/W2373300491","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Abstract":[0],"Convolutional":[1],"Neural":[2],"Networks":[3],"(CNN)":[4],"with":[5,83,94,134,159,216],"different":[6,100],"architectures":[7],"have":[8],"shown":[9],"promising":[10],"results":[11],"in":[12],"skin":[13,101],"cancer":[14,102],"diagnosis.":[15],"However,":[16],"CNN":[17,32,124],"has":[18],"a":[19,28,33,115],"high":[20],"computational":[21],"cost,":[22],"which":[23,104],"makes":[24],"the":[25,73,129,170,175,187,231,241,246],"need":[26],"for":[27,132,194,205],"light":[29,51],"version":[30,37,52],"of":[31,117,154,162,240],"desirable":[34],"step.":[35],"This":[36,68],"can":[38,53],"be":[39,54],"used":[40,113,139,249],"on":[41,71,81,98,128],"small":[42],"devices,":[43],"such":[44],"as":[45],"mobile":[46],"phones":[47],"or":[48],"tablets.":[49],"A":[50],"created":[55],"using":[56],"pruning":[57,64,72],"techniques.":[58],"In":[59,173],"this":[60],"study,":[61],"iterative":[62],"magnitude":[63],"(IMP)":[65],"is":[66,79,96,197,219],"utilized.":[67],"method":[69,78],"depends":[70],"network":[74],"iteratively.":[75],"The":[76,90,111,137,148,190,212],"IMP":[77,92,135,150,177,195,217,228],"applied":[80,97,127],"AlexNet":[82,93,151,178,196,218,229,243],"transfer":[84],"learning":[85],"(TL)":[86],"and":[87,108,120,146,157,165,183,202,208,224,244],"data":[88],"augmentation.":[89],"proposed":[91,149,176],"TL":[95],"three":[99],"datasets":[103,112,131],"are":[105,114,126,140],"PAD-UFES-20,":[106,206],"MED-NODE,":[107,207],"PH2":[109,209],"dataset.":[110],"combination":[116],"smartphone,":[118],"dermoscopic,":[119],"non-dermoscopic":[121],"images.":[122],"Different":[123],"versions":[125],"same":[130],"comparison":[133],"AlexNet.":[136,172,189],"CNNs":[138],"VGG-16,":[141],"ShuffleNet,":[142],"SqueezNet,":[143],"DarkNet-19,":[144],"DarkNet-53,":[145],"Inception-v3.":[147],"achieved":[152],"accuracies":[153],"97.62%,":[155],"96.79%,":[156],"96.75%,":[158],"accuracy":[160],"losses":[161],"1.53%,":[163],"2.3%,":[164],"2.2%,":[166],"respectively,":[167],"compared":[168],"to":[169],"original":[171],"addition,":[174],"requires":[179],"less":[180],"running":[181,192,233],"time":[182,193,234],"memory":[184],"usage":[185,215],"than":[186],"traditional":[188,242],"average":[191,213,232,247],"0.45":[198],"min,":[199,201,204],"0.28":[200],"0.3":[203],"datasets,":[210],"respectively.":[211,227],"RAM":[214,248],"1.8":[220],"GB,":[221,223,226],"1.6":[222],"1.7":[225],"accelerates":[230],"by":[235,250],"approximately":[236],"15":[237],"times":[238],"that":[239],"reduces":[245],"40%.":[251]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}
