{"id":"https://openalex.org/W4307940239","doi":"https://doi.org/10.3390/s22218326","title":"Computer-Aided Diagnosis Methods for High-Frequency Ultrasound Data Analysis: A Review","display_name":"Computer-Aided Diagnosis Methods for High-Frequency Ultrasound Data Analysis: A Review","publication_year":2022,"publication_date":"2022-10-30","ids":{"openalex":"https://openalex.org/W4307940239","doi":"https://doi.org/10.3390/s22218326","pmid":"https://pubmed.ncbi.nlm.nih.gov/36366024"},"language":"en","primary_location":{"id":"doi:10.3390/s22218326","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22218326","pdf_url":"https://www.mdpi.com/1424-8220/22/21/8326/pdf?version=1668049583","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/21/8326/pdf?version=1668049583","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019225526","display_name":"Joanna Czajkowska","orcid":"https://orcid.org/0000-0002-6237-1793"},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Joanna Czajkowska","raw_affiliation_strings":["Faculty of Biomedical Engineering, Silesian University of Technology, Roosevelta 40, 41-800 Zabrze, Poland"],"raw_orcid":"https://orcid.org/0000-0002-6237-1793","affiliations":[{"raw_affiliation_string":"Faculty of Biomedical Engineering, Silesian University of Technology, Roosevelta 40, 41-800 Zabrze, Poland","institution_ids":["https://openalex.org/I119004910"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047034729","display_name":"Martyna Borak","orcid":null},"institutions":[{"id":"https://openalex.org/I119004910","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442","country_code":"PL","type":"education","lineage":["https://openalex.org/I119004910"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Martyna Borak","raw_affiliation_strings":["Faculty of Biomedical Engineering, Silesian University of Technology, Roosevelta 40, 41-800 Zabrze, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Biomedical Engineering, Silesian University of Technology, Roosevelta 40, 41-800 Zabrze, Poland","institution_ids":["https://openalex.org/I119004910"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5019225526"],"corresponding_institution_ids":["https://openalex.org/I119004910"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.7357,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.66048593,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"22","issue":"21","first_page":"8326","last_page":"8326"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11569","display_name":"Optical Coherence Tomography Applications","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9939000010490417,"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/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/image-processing","display_name":"Image processing","score":0.6486387252807617},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6271255612373352},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.5593478679656982},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5063847303390503},{"id":"https://openalex.org/keywords/high-frequency-ultrasound","display_name":"High frequency ultrasound","score":0.5031768679618835},{"id":"https://openalex.org/keywords/computer-aided","display_name":"Computer-aided","score":0.4837169945240021},{"id":"https://openalex.org/keywords/cad","display_name":"CAD","score":0.46498367190361023},{"id":"https://openalex.org/keywords/ultrasound","display_name":"Ultrasound","score":0.4347793161869049},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42343008518218994},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.41687247157096863},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3426183760166168},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.33710208535194397},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.3213893175125122},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2729770541191101},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.26606443524360657},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18742123246192932},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.18528664112091064}],"concepts":[{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.6486387252807617},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6271255612373352},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.5593478679656982},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5063847303390503},{"id":"https://openalex.org/C3017458007","wikidata":"https://www.wikidata.org/wiki/Q7239554","display_name":"High frequency ultrasound","level":3,"score":0.5031768679618835},{"id":"https://openalex.org/C2780727963","wikidata":"https://www.wikidata.org/wiki/Q5157368","display_name":"Computer-aided","level":2,"score":0.4837169945240021},{"id":"https://openalex.org/C194789388","wikidata":"https://www.wikidata.org/wiki/Q17855283","display_name":"CAD","level":2,"score":0.46498367190361023},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.4347793161869049},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42343008518218994},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.41687247157096863},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3426183760166168},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33710208535194397},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.3213893175125122},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2729770541191101},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.26606443524360657},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18742123246192932},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.18528664112091064},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D003936","descriptor_name":"Diagnosis, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s22218326","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22218326","pdf_url":"https://www.mdpi.com/1424-8220/22/21/8326/pdf?version=1668049583","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:36366024","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36366024","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:81677b31a85e4ca582c9a251d4dbeb9a","is_oa":true,"landing_page_url":"https://doaj.org/article/81677b31a85e4ca582c9a251d4dbeb9a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 22, Iss 21, p 8326 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/21/8326/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22218326","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 22; Issue 21; Pages: 8326","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9653964","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9653964","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22218326","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22218326","pdf_url":"https://www.mdpi.com/1424-8220/22/21/8326/pdf?version=1668049583","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4077037787","display_name":null,"funder_award_id":"07/010/BK\\_22/1011","funder_id":"https://openalex.org/F4320324727","funder_display_name":"Silesian University of Technology"},{"id":"https://openalex.org/G4205343792","display_name":null,"funder_award_id":"07/010/BK_22/1011","funder_id":"https://openalex.org/F4320324727","funder_display_name":"Silesian University of Technology"}],"funders":[{"id":"https://openalex.org/F4320324727","display_name":"Silesian University of Technology","ror":"https://ror.org/02dyjk442"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4307940239.pdf","grobid_xml":"https://content.openalex.org/works/W4307940239.grobid-xml"},"referenced_works_count":111,"referenced_works":["https://openalex.org/W1440495760","https://openalex.org/W1886661140","https://openalex.org/W1901129140","https://openalex.org/W1965970425","https://openalex.org/W1987869189","https://openalex.org/W2001305234","https://openalex.org/W2003444435","https://openalex.org/W2007999966","https://openalex.org/W2017361657","https://openalex.org/W2017581041","https://openalex.org/W2033678878","https://openalex.org/W2043521556","https://openalex.org/W2058451388","https://openalex.org/W2061996796","https://openalex.org/W2064190988","https://openalex.org/W2064731362","https://openalex.org/W2076149676","https://openalex.org/W2085882649","https://openalex.org/W2103148294","https://openalex.org/W2104095591","https://openalex.org/W2104741198","https://openalex.org/W2116040950","https://openalex.org/W2132116135","https://openalex.org/W2132715022","https://openalex.org/W2134525728","https://openalex.org/W2142466347","https://openalex.org/W2150785617","https://openalex.org/W2155573342","https://openalex.org/W2158004511","https://openalex.org/W2164777277","https://openalex.org/W2191944907","https://openalex.org/W2196266999","https://openalex.org/W2296596199","https://openalex.org/W2299556900","https://openalex.org/W2304071304","https://openalex.org/W2412782625","https://openalex.org/W2520787319","https://openalex.org/W2529045332","https://openalex.org/W2531409750","https://openalex.org/W2548604854","https://openalex.org/W2593238826","https://openalex.org/W2625644029","https://openalex.org/W2673999159","https://openalex.org/W2750614538","https://openalex.org/W2781719763","https://openalex.org/W2795085252","https://openalex.org/W2879717022","https://openalex.org/W2885383913","https://openalex.org/W2896285103","https://openalex.org/W2899366209","https://openalex.org/W2905232115","https://openalex.org/W2916751027","https://openalex.org/W2921406441","https://openalex.org/W2952570739","https://openalex.org/W2959687571","https://openalex.org/W2962789979","https://openalex.org/W2962858109","https://openalex.org/W2963392574","https://openalex.org/W2963446712","https://openalex.org/W2963881378","https://openalex.org/W2968722915","https://openalex.org/W2971263034","https://openalex.org/W2979447638","https://openalex.org/W2980227647","https://openalex.org/W2990615403","https://openalex.org/W2991269671","https://openalex.org/W2991387227","https://openalex.org/W3013009794","https://openalex.org/W3014468831","https://openalex.org/W3031786322","https://openalex.org/W3033169887","https://openalex.org/W3035442203","https://openalex.org/W3045866961","https://openalex.org/W3081216917","https://openalex.org/W3082198315","https://openalex.org/W3083438817","https://openalex.org/W3083973122","https://openalex.org/W3091853163","https://openalex.org/W3096947210","https://openalex.org/W3099183222","https://openalex.org/W3103010481","https://openalex.org/W3114426767","https://openalex.org/W3118170641","https://openalex.org/W3132289626","https://openalex.org/W3133394016","https://openalex.org/W3134608191","https://openalex.org/W3137548130","https://openalex.org/W3138197250","https://openalex.org/W3144616314","https://openalex.org/W3156682058","https://openalex.org/W3157877262","https://openalex.org/W3176592499","https://openalex.org/W3181404370","https://openalex.org/W3193559765","https://openalex.org/W3197103570","https://openalex.org/W3201566168","https://openalex.org/W3217110590","https://openalex.org/W4205281334","https://openalex.org/W4213353889","https://openalex.org/W4220948352","https://openalex.org/W4249749961","https://openalex.org/W4250797758","https://openalex.org/W4283018826","https://openalex.org/W4285111417","https://openalex.org/W4287183752","https://openalex.org/W6666607538","https://openalex.org/W6757478706","https://openalex.org/W6769118195","https://openalex.org/W6771240676","https://openalex.org/W6775342861","https://openalex.org/W6797658211"],"related_works":["https://openalex.org/W2334610590","https://openalex.org/W2320366403","https://openalex.org/W3204197061","https://openalex.org/W4251350712","https://openalex.org/W637098845","https://openalex.org/W2410116073","https://openalex.org/W3044972437","https://openalex.org/W4287707480","https://openalex.org/W2275866607","https://openalex.org/W3198805702"],"abstract_inverted_index":{"Over":[0],"the":[1,17,73,90,106,117,143,174,189],"last":[2],"few":[3],"decades,":[4],"computer-aided":[5,97],"diagnosis":[6,98],"systems":[7],"have":[8,16,89],"become":[9],"a":[10,79,94],"part":[11,95],"of":[12,50,82,96,142],"clinical":[13],"practice.":[14],"They":[15,180],"potential":[18,91],"to":[19,38,92,148],"assist":[20],"clinicians":[21],"in":[22,63,75,133,152,177],"daily":[23],"diagnostic":[24,61,120],"tasks.":[25],"The":[26,46,100,162],"image":[27,56,85,112,136,157],"processing":[28,86,158],"techniques":[29],"are":[30,103],"fast,":[31],"repeatable,":[32],"and":[33,42,67,111,122,126,130,151,164,187,191,197],"robust,":[34],"which":[35,88,170],"helps":[36],"physicians":[37],"detect,":[39],"classify,":[40],"segment,":[41],"measure":[43],"various":[44],"structures.":[45],"recent":[47],"rapid":[48],"development":[49],"computer":[51],"methods":[52,102,159],"for":[53,193],"high-frequency":[54,83,134,194],"ultrasound":[55,84,109,135,195],"analysis":[57,166],"opens":[58],"up":[59],"new":[60],"paths":[62],"dermatology,":[64],"allergology,":[65],"cosmetology,":[66],"aesthetic":[68],"medicine.":[69],"This":[70],"paper,":[71],"being":[72],"first":[74],"this":[76,178],"area,":[77],"presents":[78],"research":[80],"overview":[81],"techniques,":[87],"be":[93],"systems.":[99],"reviewed":[101],"categorized":[104],"concerning":[105],"application,":[107],"utilized":[108],"device,":[110],"data-processing":[113],"type.":[114],"We":[115],"present":[116],"bridge":[118],"between":[119],"needs":[121,190],"already":[123],"developed":[124],"solutions":[125],"discuss":[127],"their":[128],"limitations":[129],"future":[131],"directions":[132],"analysis.":[137],"A":[138],"search":[139],"was":[140],"conducted":[141],"technical":[144],"literature":[145],"from":[146],"2005":[147],"September":[149],"2022,":[150],"total,":[153],"31":[154],"studies":[155],"describing":[156],"were":[160,171,181],"reviewed.":[161],"quantitative":[163],"qualitative":[165],"included":[167],"39":[168],"algorithms,":[169],"selected":[172],"as":[173],"most":[175],"effective":[176],"field.":[179],"completed":[182],"by":[183],"20":[184],"medical":[185],"papers":[186],"define":[188],"opportunities":[192],"application":[196],"CAD":[198],"development.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-10-10T00:00:00"}