{"id":"https://openalex.org/W3094171900","doi":"https://doi.org/10.1109/atsip49331.2020.9231611","title":"An effective approach for the diagnosis of melanoma using the sparse auto-encoder for features detection and the SVM for classification","display_name":"An effective approach for the diagnosis of melanoma using the sparse auto-encoder for features detection and the SVM for classification","publication_year":2020,"publication_date":"2020-09-01","ids":{"openalex":"https://openalex.org/W3094171900","doi":"https://doi.org/10.1109/atsip49331.2020.9231611","mag":"3094171900"},"language":"en","primary_location":{"id":"doi:10.1109/atsip49331.2020.9231611","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atsip49331.2020.9231611","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 5th International Conference on Advanced Technologies for Signal and Image Processing (ATSIP)","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/A5059245108","display_name":"Nadia Smaoui Zghal","orcid":"https://orcid.org/0000-0001-7273-8512"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Nadia Smaoui Zghal","raw_affiliation_strings":["Laboratory of Control and Energy Management, National School of Engineers of Sfax, Sfax, Tunisia"],"affiliations":[{"raw_affiliation_string":"Laboratory of Control and Energy Management, National School of Engineers of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023893919","display_name":"Im\u00e8ne Khanfir Kallel","orcid":"https://orcid.org/0000-0002-0618-5080"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Imene Khanfir Kallel","raw_affiliation_strings":["Laboratory of Control and Energy Management, National School of Engineers of Sfax, Sfax, Tunisia"],"affiliations":[{"raw_affiliation_string":"Laboratory of Control and Energy Management, National School of Engineers of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5059245108"],"corresponding_institution_ids":["https://openalex.org/I142899784"],"apc_list":null,"apc_paid":null,"fwci":0.5844,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.69909036,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9997000098228455,"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":0.9997000098228455,"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/T10862","display_name":"AI in cancer detection","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9811000227928162,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7989515066146851},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7332208156585693},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.7084237933158875},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7047545909881592},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6223763823509216},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6183515191078186},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5303792357444763},{"id":"https://openalex.org/keywords/melanoma","display_name":"Melanoma","score":0.5024542808532715},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.4810048043727875},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.429363489151001},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.42116236686706543},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.41592806577682495},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33135759830474854},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.19321870803833008},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09017321467399597}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7989515066146851},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7332208156585693},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.7084237933158875},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7047545909881592},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6223763823509216},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6183515191078186},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5303792357444763},{"id":"https://openalex.org/C2777658100","wikidata":"https://www.wikidata.org/wiki/Q180614","display_name":"Melanoma","level":2,"score":0.5024542808532715},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4810048043727875},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.429363489151001},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.42116236686706543},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.41592806577682495},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33135759830474854},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.19321870803833008},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09017321467399597},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","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:10.1109/atsip49331.2020.9231611","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atsip49331.2020.9231611","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 5th International Conference on Advanced Technologies for Signal and Image Processing (ATSIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8899999856948853,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W76120228","https://openalex.org/W309935969","https://openalex.org/W1563088657","https://openalex.org/W1971560637","https://openalex.org/W1991607872","https://openalex.org/W1996828958","https://openalex.org/W2017573959","https://openalex.org/W2031711133","https://openalex.org/W2061253660","https://openalex.org/W2078187356","https://openalex.org/W2092455934","https://openalex.org/W2096457735","https://openalex.org/W2100111947","https://openalex.org/W2105464873","https://openalex.org/W2142259554","https://openalex.org/W2163605009","https://openalex.org/W2268118031","https://openalex.org/W2346254524","https://openalex.org/W2428965527","https://openalex.org/W2533800772","https://openalex.org/W2637404261","https://openalex.org/W2745104503","https://openalex.org/W2780611063","https://openalex.org/W4300001742","https://openalex.org/W6610844086","https://openalex.org/W6684191040","https://openalex.org/W6693768309"],"related_works":["https://openalex.org/W2345184372","https://openalex.org/W2546871836","https://openalex.org/W3013515612","https://openalex.org/W2136485282","https://openalex.org/W2136184105","https://openalex.org/W1858454510","https://openalex.org/W2742991909","https://openalex.org/W2056016498","https://openalex.org/W2563096758","https://openalex.org/W2972035100"],"abstract_inverted_index":{"Malignant":[0],"melanoma":[1,46],"is":[2,17,69,99],"considered":[3],"one":[4],"of":[5,13,21,43,54,63,80,134],"the":[6,14,18,27,41,64,78,81,93,118,124],"terrible":[7],"disorders":[8],"causing":[9],"death.":[10],"The":[11,48,127],"goal":[12],"modern":[15],"dermatology":[16],"early":[19],"screening":[20],"skin":[22],"cancer,":[23],"aiming":[24],"at":[25],"reducing":[26],"mortality":[28],"rate":[29],"with":[30],"less":[31],"extensive":[32],"treatment.":[33],"In":[34],"this":[35,37],"context,":[36],"work":[38],"focuses":[39],"on":[40],"problem":[42],"an":[44],"automatic":[45],"diagnosis.":[47],"proposed":[49,119],"approach":[50,120],"uses":[51],"unsupervised":[52],"robustness":[53],"deep":[55,89],"learning":[56],"to":[57,71,76,101],"extract":[58],"significant":[59],"characteristics":[60],"from":[61,123],"pixels":[62],"images.":[65,82],"A":[66],"preprocessing":[67],"step":[68],"used":[70,100],"remove":[72],"unwanted":[73],"artifacts":[74],"and":[75,112,137],"improve":[77],"contrast":[79],"Then,":[83],"features":[84],"are":[85,108],"extracted":[86],"by":[87],"a":[88],"Sparse":[90],"Auto-encoder.":[91],"Finally,":[92],"classifier":[94],"Support":[95],"Vector":[96],"Machine":[97],"(SVM)":[98],"distinguish":[102],"respectively":[103],"between":[104],"three":[105],"populations":[106],"which":[107],"Melanoma,":[109],"suspicious":[110],"cases,":[111],"non-melanoma.":[113],"For":[114],"evaluation,":[115],"we":[116],"test":[117],"using":[121],"images":[122],"PH2":[125],"dataset.":[126],"results":[128],"show":[129],"remarkable":[130],"performance":[131],"in":[132],"terms":[133],"specificity,":[135],"sensitivity,":[136],"accuracy.":[138]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}