{"id":"https://openalex.org/W4205849812","doi":"https://doi.org/10.1007/s00530-021-00884-5","title":"A holistic overview of deep learning approach in medical imaging","display_name":"A holistic overview of deep learning approach in medical imaging","publication_year":2022,"publication_date":"2022-01-21","ids":{"openalex":"https://openalex.org/W4205849812","doi":"https://doi.org/10.1007/s00530-021-00884-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/35079207"},"language":"en","primary_location":{"id":"doi:10.1007/s00530-021-00884-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00530-021-00884-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00530-021-00884-5.pdf","source":{"id":"https://openalex.org/S112262039","display_name":"Multimedia Systems","issn_l":"0942-4962","issn":["0942-4962","1432-1882"],"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00530-021-00884-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046262692","display_name":"Rammah Yousef","orcid":"https://orcid.org/0000-0002-2171-645X"},"institutions":[{"id":"https://openalex.org/I4210133311","display_name":"Shoolini University","ror":"https://ror.org/02xe2fg84","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210133311"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rammah Yousef","raw_affiliation_strings":["Yogananda School of AI Computer and Data Sciences, Shoolini University, Solan, 173229 Himachal Pradesh India","Yogananda School of AI Computer and Data Sciences, Shoolini University, Solan, 173229, Himachal Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yogananda School of AI Computer and Data Sciences, Shoolini University, Solan, 173229 Himachal Pradesh India","institution_ids":["https://openalex.org/I4210133311"]},{"raw_affiliation_string":"Yogananda School of AI Computer and Data Sciences, Shoolini University, Solan, 173229, Himachal Pradesh, India","institution_ids":["https://openalex.org/I4210133311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077386816","display_name":"Gaurav Gupta","orcid":"https://orcid.org/0000-0002-5192-4428"},"institutions":[{"id":"https://openalex.org/I4210133311","display_name":"Shoolini University","ror":"https://ror.org/02xe2fg84","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210133311"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gaurav Gupta","raw_affiliation_strings":["Yogananda School of AI Computer and Data Sciences, Shoolini University, Solan, 173229 Himachal Pradesh India","Yogananda School of AI Computer and Data Sciences, Shoolini University, Solan, 173229, Himachal Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yogananda School of AI Computer and Data Sciences, Shoolini University, Solan, 173229 Himachal Pradesh India","institution_ids":["https://openalex.org/I4210133311"]},{"raw_affiliation_string":"Yogananda School of AI Computer and Data Sciences, Shoolini University, Solan, 173229, Himachal Pradesh, India","institution_ids":["https://openalex.org/I4210133311"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074567916","display_name":"Nabhan Yousef","orcid":null},"institutions":[{"id":"https://openalex.org/I3132999081","display_name":"Marwadi University","ror":"https://ror.org/030dn1812","country_code":"IN","type":"education","lineage":["https://openalex.org/I3132999081"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nabhan Yousef","raw_affiliation_strings":["Electronics and Communication Engineering, Marwadi University, Rajkot, Gujrat India","Electronics and Communication Engineering, Marwadi University, Rajkot, Gujrat, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Communication Engineering, Marwadi University, Rajkot, Gujrat India","institution_ids":["https://openalex.org/I3132999081"]},{"raw_affiliation_string":"Electronics and Communication Engineering, Marwadi University, Rajkot, Gujrat, India","institution_ids":["https://openalex.org/I3132999081"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028897862","display_name":"Manju Khari","orcid":"https://orcid.org/0000-0001-5395-5335"},"institutions":[{"id":"https://openalex.org/I152429107","display_name":"Jawaharlal Nehru University","ror":"https://ror.org/0567v8t28","country_code":"IN","type":"education","lineage":["https://openalex.org/I152429107"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Manju Khari","raw_affiliation_strings":["Jawaharlal Nehru University, New Delhi, India"],"raw_orcid":"https://orcid.org/0000-0001-5395-5335","affiliations":[{"raw_affiliation_string":"Jawaharlal Nehru University, New Delhi, India","institution_ids":["https://openalex.org/I152429107"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5028897862"],"corresponding_institution_ids":["https://openalex.org/I152429107"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":{"value":3090,"currency":"USD","value_usd":3090},"fwci":10.4391,"has_fulltext":true,"cited_by_count":98,"citation_normalized_percentile":{"value":0.98627419,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"28","issue":"3","first_page":"881","last_page":"914"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9993000030517578,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/deep-learning","display_name":"Deep learning","score":0.7666063904762268},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.754712700843811},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6199852824211121},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.6013674736022949},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5858905911445618},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.5643950700759888},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.552248477935791},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.48428457975387573},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4594898819923401},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4272027909755707},{"id":"https://openalex.org/keywords/mainstream","display_name":"Mainstream","score":0.41993600130081177},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38640546798706055}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7666063904762268},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.754712700843811},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6199852824211121},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.6013674736022949},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5858905911445618},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5643950700759888},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.552248477935791},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.48428457975387573},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4594898819923401},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4272027909755707},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.41993600130081177},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38640546798706055},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s00530-021-00884-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00530-021-00884-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00530-021-00884-5.pdf","source":{"id":"https://openalex.org/S112262039","display_name":"Multimedia Systems","issn_l":"0942-4962","issn":["0942-4962","1432-1882"],"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Systems","raw_type":"journal-article"},{"id":"pmid:35079207","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35079207","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":"Multimedia systems","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:8776556","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8776556","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Multimed Syst","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/s00530-021-00884-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00530-021-00884-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00530-021-00884-5.pdf","source":{"id":"https://openalex.org/S112262039","display_name":"Multimedia Systems","issn_l":"0942-4962","issn":["0942-4962","1432-1882"],"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4205849812.pdf","grobid_xml":"https://content.openalex.org/works/W4205849812.grobid-xml"},"referenced_works_count":233,"referenced_works":["https://openalex.org/W66427752","https://openalex.org/W855272188","https://openalex.org/W1553719179","https://openalex.org/W1641498739","https://openalex.org/W1687542094","https://openalex.org/W1865800230","https://openalex.org/W1884191083","https://openalex.org/W1901129140","https://openalex.org/W1905882502","https://openalex.org/W1977193095","https://openalex.org/W1984781901","https://openalex.org/W1993947467","https://openalex.org/W2024924062","https://openalex.org/W2044465660","https://openalex.org/W2097117768","https://openalex.org/W2099454382","https://openalex.org/W2099707769","https://openalex.org/W2106479238","https://openalex.org/W2112796928","https://openalex.org/W2122328291","https://openalex.org/W2133923351","https://openalex.org/W2135290224","https://openalex.org/W2136325898","https://openalex.org/W2136922672","https://openalex.org/W2145305441","https://openalex.org/W2147800946","https://openalex.org/W2150769593","https://openalex.org/W2157117929","https://openalex.org/W2161113826","https://openalex.org/W2162856335","https://openalex.org/W2165698076","https://openalex.org/W2172174689","https://openalex.org/W2175951243","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2253429366","https://openalex.org/W2268345094","https://openalex.org/W2292481059","https://openalex.org/W2312404985","https://openalex.org/W2322371438","https://openalex.org/W2323929895","https://openalex.org/W2327793514","https://openalex.org/W2334763311","https://openalex.org/W2341106171","https://openalex.org/W2343172899","https://openalex.org/W2343973580","https://openalex.org/W2344270078","https://openalex.org/W2344328023","https://openalex.org/W2346062110","https://openalex.org/W2346265746","https://openalex.org/W2394599079","https://openalex.org/W2468387181","https://openalex.org/W2476370993","https://openalex.org/W2481240925","https://openalex.org/W2509685700","https://openalex.org/W2510224130","https://openalex.org/W2519107924","https://openalex.org/W2522861252","https://openalex.org/W2523468284","https://openalex.org/W2524399695","https://openalex.org/W2529153069","https://openalex.org/W2534299759","https://openalex.org/W2542351172","https://openalex.org/W2542870090","https://openalex.org/W2549173848","https://openalex.org/W2550380503","https://openalex.org/W2556177465","https://openalex.org/W2557738935","https://openalex.org/W2560476520","https://openalex.org/W2561826551","https://openalex.org/W2570202822","https://openalex.org/W2572512422","https://openalex.org/W2581082771","https://openalex.org/W2586932530","https://openalex.org/W2589086700","https://openalex.org/W2592929672","https://openalex.org/W2594721753","https://openalex.org/W2604920239","https://openalex.org/W2608822622","https://openalex.org/W2608854843","https://openalex.org/W2613456556","https://openalex.org/W2613475099","https://openalex.org/W2616747498","https://openalex.org/W2618530766","https://openalex.org/W2619004901","https://openalex.org/W2620778761","https://openalex.org/W2620915497","https://openalex.org/W2621028221","https://openalex.org/W2626711511","https://openalex.org/W2640386719","https://openalex.org/W2681824506","https://openalex.org/W2724710774","https://openalex.org/W2725008604","https://openalex.org/W2735429996","https://openalex.org/W2738232076","https://openalex.org/W2741754476","https://openalex.org/W2742317286","https://openalex.org/W2744383503","https://openalex.org/W2746587344","https://openalex.org/W2748604568","https://openalex.org/W2751297520","https://openalex.org/W2751538714","https://openalex.org/W2751665805","https://openalex.org/W2752873108","https://openalex.org/W2753461941","https://openalex.org/W2754103191","https://openalex.org/W2755045970","https://openalex.org/W2755943045","https://openalex.org/W2758711313","https://openalex.org/W2765157658","https://openalex.org/W2765366332","https://openalex.org/W2767016695","https://openalex.org/W2768948787","https://openalex.org/W2770114997","https://openalex.org/W2772246530","https://openalex.org/W2777186991","https://openalex.org/W2782364420","https://openalex.org/W2783895116","https://openalex.org/W2785809060","https://openalex.org/W2786129249","https://openalex.org/W2788686457","https://openalex.org/W2789171981","https://openalex.org/W2789877281","https://openalex.org/W2790012507","https://openalex.org/W2790246571","https://openalex.org/W2793954249","https://openalex.org/W2794022343","https://openalex.org/W2795396960","https://openalex.org/W2799738340","https://openalex.org/W2805285736","https://openalex.org/W2808034017","https://openalex.org/W2809504579","https://openalex.org/W2816936748","https://openalex.org/W2883683269","https://openalex.org/W2884436604","https://openalex.org/W2889828188","https://openalex.org/W2890741060","https://openalex.org/W2891451067","https://openalex.org/W2895693960","https://openalex.org/W2898197178","https://openalex.org/W2899472973","https://openalex.org/W2900954917","https://openalex.org/W2901051598","https://openalex.org/W2905017682","https://openalex.org/W2908011463","https://openalex.org/W2911622958","https://openalex.org/W2912541111","https://openalex.org/W2914570111","https://openalex.org/W2919070891","https://openalex.org/W2919115771","https://openalex.org/W2923212559","https://openalex.org/W2926848333","https://openalex.org/W2941093521","https://openalex.org/W2944008871","https://openalex.org/W2944541202","https://openalex.org/W2945839551","https://openalex.org/W2948149465","https://openalex.org/W2950651700","https://openalex.org/W2955805844","https://openalex.org/W2958150439","https://openalex.org/W2959226257","https://openalex.org/W2962700793","https://openalex.org/W2962914239","https://openalex.org/W2963276418","https://openalex.org/W2963298074","https://openalex.org/W2963384288","https://openalex.org/W2963446712","https://openalex.org/W2963470893","https://openalex.org/W2963635991","https://openalex.org/W2963709863","https://openalex.org/W2963942586","https://openalex.org/W2964049407","https://openalex.org/W2964090697","https://openalex.org/W2964131393","https://openalex.org/W2964350391","https://openalex.org/W2971017576","https://openalex.org/W2973456666","https://openalex.org/W2977613223","https://openalex.org/W2979352690","https://openalex.org/W2979494820","https://openalex.org/W2979708377","https://openalex.org/W2983888060","https://openalex.org/W2995162454","https://openalex.org/W3004053956","https://openalex.org/W3007100994","https://openalex.org/W3007935259","https://openalex.org/W3010769365","https://openalex.org/W3010770988","https://openalex.org/W3011035774","https://openalex.org/W3011149445","https://openalex.org/W3014907158","https://openalex.org/W3015204949","https://openalex.org/W3017644243","https://openalex.org/W3017855299","https://openalex.org/W3019186020","https://openalex.org/W3019531985","https://openalex.org/W3019560576","https://openalex.org/W3020923611","https://openalex.org/W3021001507","https://openalex.org/W3021214012","https://openalex.org/W3022359978","https://openalex.org/W3023594394","https://openalex.org/W3024371423","https://openalex.org/W3025576489","https://openalex.org/W3033671339","https://openalex.org/W3033682046","https://openalex.org/W3034124771","https://openalex.org/W3035665735","https://openalex.org/W3038187447","https://openalex.org/W3040676006","https://openalex.org/W3047625747","https://openalex.org/W3098394437","https://openalex.org/W3099147628","https://openalex.org/W3099933016","https://openalex.org/W3101507774","https://openalex.org/W3104324122","https://openalex.org/W3105081694","https://openalex.org/W3105282616","https://openalex.org/W3105910641","https://openalex.org/W3117287302","https://openalex.org/W3120430728","https://openalex.org/W3124608938","https://openalex.org/W3127107873","https://openalex.org/W3168156287","https://openalex.org/W3169363008","https://openalex.org/W3194261944","https://openalex.org/W4231434490","https://openalex.org/W4232798703","https://openalex.org/W4255825300","https://openalex.org/W4256271404","https://openalex.org/W6600300177","https://openalex.org/W6840109346","https://openalex.org/W6889924277"],"related_works":["https://openalex.org/W4206357785","https://openalex.org/W3192840557","https://openalex.org/W4281381188","https://openalex.org/W2951211570","https://openalex.org/W4375928479","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W3131673289","https://openalex.org/W3198847674","https://openalex.org/W3096913503"],"abstract_inverted_index":{"Medical":[0,171],"images":[1,42,59,172,199],"are":[2,139,191],"a":[3,50,70],"rich":[4],"source":[5],"of":[6,23,52,72,78,91,107,130,197],"invaluable":[7],"necessary":[8],"information":[9,25],"used":[10,75,141],"by":[11,60,205],"clinicians.":[12],"Recent":[13],"technologies":[14],"have":[15,37,99],"introduced":[16],"many":[17],"advancements":[18],"for":[19,76,120,142,145,157,214,225],"exploiting":[20],"the":[21,82,92,153,181,184,195,211],"most":[22],"this":[24,66,96],"and":[26,48,54,62,111,149,167,187,210,219,223],"use":[27],"it":[28],"to":[29,87,103,175,193],"generate":[30],"better":[31],"analysis.":[32,200],"Deep":[33],"learning":[34,132,177],"(DL)":[35],"techniques":[36,74,190],"been":[38],"empowered":[39],"in":[40,95,117,122,183,217],"medical":[41,84,123,198],"analysis":[43],"using":[44],"computer-assisted":[45],"imaging":[46],"contexts":[47],"presenting":[49],"lot":[51],"solutions":[53,213],"improvements":[55],"while":[56],"analyzing":[57],"these":[58],"radiologists":[61],"other":[63],"specialists.":[64],"In":[65],"paper,":[67],"we":[68,126,150],"present":[69,127,152],"survey":[71],"DL":[73,158,189],"variety":[77],"tasks":[79],"along":[80],"with":[81],"different":[83,146],"image's":[85],"modalities":[86],"provide":[88,104],"critical":[89],"review":[90],"recent":[93],"developments":[94],"direction.":[97],"We":[98,201],"organized":[100],"our":[101,203],"paper":[102,204],"significant":[105],"contribution":[106],"deep":[108,131,176],"leaning":[109],"traits":[110],"learn":[112],"its":[113],"concepts,":[114],"which":[115,138],"is":[116],"turn":[118],"helpful":[119],"non-expert":[121],"society.":[124],"Then,":[125],"several":[128],"applications":[129],"(e.g.,":[133],"segmentation,":[134],"classification,":[135],"detection,":[136],"etc.)":[137],"commonly":[140],"clinical":[143],"purposes":[144],"anatomical":[147],"site,":[148],"also":[151,220],"main":[154],"key":[155],"terms":[156],"attributes":[159],"like":[160],"basic":[161],"architecture,":[162],"data":[163],"augmentation,":[164],"transfer":[165],"learning,":[166],"feature":[168],"selection":[169],"methods.":[170],"as":[173],"inputs":[174],"architectures":[178],"will":[179],"be":[180,194],"mainstream":[182],"coming":[185],"years,":[186],"novel":[188],"predicted":[192],"core":[196],"conclude":[202],"addressing":[206],"some":[207],"research":[208],"challenges":[209],"suggested":[212],"them":[215],"found":[216],"literature,":[218],"future":[221],"promises":[222],"directions":[224],"further":[226],"developments.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":32},{"year":2023,"cited_by_count":29},{"year":2022,"cited_by_count":10}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}