{"id":"https://openalex.org/W4400315508","doi":"https://doi.org/10.1109/isivc61350.2024.10577842","title":"Medical Image Watermarking in Machine Learning Environments: A review","display_name":"Medical Image Watermarking in Machine Learning Environments: A review","publication_year":2024,"publication_date":"2024-05-21","ids":{"openalex":"https://openalex.org/W4400315508","doi":"https://doi.org/10.1109/isivc61350.2024.10577842"},"language":"en","primary_location":{"id":"doi:10.1109/isivc61350.2024.10577842","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isivc61350.2024.10577842","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 12th International Symposium on Signal, Image, Video and Communications (ISIVC)","raw_type":"proceedings-article"},"type":"review","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/A5091945999","display_name":"Chaimae Chekira","orcid":"https://orcid.org/0009-0007-9386-1836"},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Chaimae Chekira","raw_affiliation_strings":["Sidi Mohamed Ben Abdellah University (USMBA),Computer Science and Interdisciplinary Physics Laboratory (LIPI), National School of Applied Sciences (ENSA),Fez,Morocco"],"affiliations":[{"raw_affiliation_string":"Sidi Mohamed Ben Abdellah University (USMBA),Computer Science and Interdisciplinary Physics Laboratory (LIPI), National School of Applied Sciences (ENSA),Fez,Morocco","institution_ids":["https://openalex.org/I81605866"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091547773","display_name":"Hakim El Fadili","orcid":"https://orcid.org/0000-0002-3885-7662"},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hakim El Fadili","raw_affiliation_strings":["Sidi Mohamed Ben Abdellah University (USMBA),Computer Science and Interdisciplinary Physics Laboratory (LIPI), National School of Applied Sciences (ENSA),Fez,Morocco"],"affiliations":[{"raw_affiliation_string":"Sidi Mohamed Ben Abdellah University (USMBA),Computer Science and Interdisciplinary Physics Laboratory (LIPI), National School of Applied Sciences (ENSA),Fez,Morocco","institution_ids":["https://openalex.org/I81605866"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027122123","display_name":"Zakia Lakhliai","orcid":null},"institutions":[{"id":"https://openalex.org/I81605866","display_name":"Sidi Mohamed Ben Abdellah University","ror":"https://ror.org/04efg9a07","country_code":"MA","type":"education","lineage":["https://openalex.org/I81605866"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Zakia Lakhliai","raw_affiliation_strings":["Sidi Mohamed Ben Abdellah University (USMBA),Computer Science and Interdisciplinary Physics Laboratory (LIPI), National School of Applied Sciences (ENSA),Fez,Morocco"],"affiliations":[{"raw_affiliation_string":"Sidi Mohamed Ben Abdellah University (USMBA),Computer Science and Interdisciplinary Physics Laboratory (LIPI), National School of Applied Sciences (ENSA),Fez,Morocco","institution_ids":["https://openalex.org/I81605866"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5091945999"],"corresponding_institution_ids":["https://openalex.org/I81605866"],"apc_list":null,"apc_paid":null,"fwci":0.5263,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6387235,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T11017","display_name":"Chaos-based Image/Signal Encryption","score":0.9585000276565552,"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"}},{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.9340000152587891,"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/digital-watermarking","display_name":"Digital watermarking","score":0.8621675968170166},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7604778409004211},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5866962671279907},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5809372067451477},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5208961963653564},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.329373836517334},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.32607001066207886}],"concepts":[{"id":"https://openalex.org/C150817343","wikidata":"https://www.wikidata.org/wiki/Q875932","display_name":"Digital watermarking","level":3,"score":0.8621675968170166},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7604778409004211},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5866962671279907},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5809372067451477},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5208961963653564},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.329373836517334},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.32607001066207886}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isivc61350.2024.10577842","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isivc61350.2024.10577842","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 12th International Symposium on Signal, Image, Video and Communications (ISIVC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1968258381","https://openalex.org/W1974113377","https://openalex.org/W2352616222","https://openalex.org/W2521131243","https://openalex.org/W2621618415","https://openalex.org/W2793954592","https://openalex.org/W2799669731","https://openalex.org/W2909288973","https://openalex.org/W2972031828","https://openalex.org/W3131002892","https://openalex.org/W4210672975","https://openalex.org/W4214562252","https://openalex.org/W4311806958","https://openalex.org/W4313890160","https://openalex.org/W4360858595","https://openalex.org/W4362582882","https://openalex.org/W4372348991","https://openalex.org/W4376602957","https://openalex.org/W4386447297","https://openalex.org/W4387190477","https://openalex.org/W4387925138","https://openalex.org/W4390392760","https://openalex.org/W6706053722"],"related_works":["https://openalex.org/W2361629745","https://openalex.org/W2107922825","https://openalex.org/W3094285444","https://openalex.org/W1568204688","https://openalex.org/W2381262728","https://openalex.org/W2111592878","https://openalex.org/W1846726187","https://openalex.org/W2367449261","https://openalex.org/W2372007853","https://openalex.org/W2385289568"],"abstract_inverted_index":{"Ensuring":[0],"healthcare":[1],"data":[2,13],"protection":[3],"is":[4],"becoming":[5],"necessary,":[6],"given":[7],"the":[8,17],"vast":[9],"current":[10],"attempts":[11],"of":[12,28],"unauthorized":[14],"manipulation":[15],"via":[16],"Internet.":[18],"Hence,":[19],"this":[20],"paper":[21],"aims":[22],"to":[23,53],"present":[24],"a":[25],"comprehensive":[26],"overview":[27],"Medical":[29],"Image":[30],"Watermarking":[31],"using":[32],"advanced":[33],"Machine":[34],"Learning":[35],"approaches.":[36],"Our":[37],"work":[38],"was":[39],"carried":[40],"out":[41],"by":[42],"analyzing":[43],"16":[44],"deeply":[45],"selected":[46],"articles":[47],"from":[48],"well-known":[49],"digital":[50],"libraries":[51],"according":[52],"specified":[54],"watermarking":[55],"characteristics.":[56],"Research":[57],"results":[58],"are":[59,65],"presented":[60],"and":[61,63],"discussed,":[62],"recommendations":[64],"made":[66],"for":[67],"further":[68],"exploration.":[69]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}