{"id":"https://openalex.org/W4407257753","doi":"https://doi.org/10.1007/978-3-031-80871-5_6","title":"SSL Based Encoder Pretraining for\u00a0Segmenting a\u00a0Heterogeneous Chronic Wound Image Database with\u00a0Few Annotations","display_name":"SSL Based Encoder Pretraining for\u00a0Segmenting a\u00a0Heterogeneous Chronic Wound Image Database with\u00a0Few Annotations","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4407257753","doi":"https://doi.org/10.1007/978-3-031-80871-5_6"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-80871-5_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-80871-5_6","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://hal-lirmm.ccsd.cnrs.fr/lirmm-04895166/document","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5099801306","display_name":"Guillaume Picaud","orcid":null},"institutions":[{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210101743","display_name":"Laboratoire d'Informatique, de Robotique et de Micro\u00e9lectronique de Montpellier","ror":"https://ror.org/013yean28","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I151295451","https://openalex.org/I19894307","https://openalex.org/I4210101743","https://openalex.org/I4210159245","https://openalex.org/I4412460525"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Guillaume Picaud","raw_affiliation_strings":["LIRMM, \u00e9quipe ICAR, Univ. Montpellier, CNRS, Montpellier, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIRMM, \u00e9quipe ICAR, Univ. Montpellier, CNRS, Montpellier, France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I1294671590","https://openalex.org/I4210101743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050689933","display_name":"Marc Chaumont","orcid":"https://orcid.org/0000-0002-4095-4410"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210101743","display_name":"Laboratoire d'Informatique, de Robotique et de Micro\u00e9lectronique de Montpellier","ror":"https://ror.org/013yean28","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I151295451","https://openalex.org/I19894307","https://openalex.org/I4210101743","https://openalex.org/I4210159245","https://openalex.org/I4412460525"]},{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I66456633","display_name":"Universit\u00e9 de N\u00eemes","ror":"https://ror.org/044t4x544","country_code":"FR","type":"education","lineage":["https://openalex.org/I66456633"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Marc Chaumont","raw_affiliation_strings":["LIRMM, \u00e9quipe ICAR, Univ. Montpellier, CNRS, Montpellier, France","Univ. N\u00eemes Place Gabriel P\u00e9ri, N\u00eemes, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIRMM, \u00e9quipe ICAR, Univ. Montpellier, CNRS, Montpellier, France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I1294671590","https://openalex.org/I4210101743"]},{"raw_affiliation_string":"Univ. N\u00eemes Place Gabriel P\u00e9ri, N\u00eemes, France","institution_ids":["https://openalex.org/I66456633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004974411","display_name":"G\u00e9rard Subsol","orcid":"https://orcid.org/0000-0002-7461-4932"},"institutions":[{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210101743","display_name":"Laboratoire d'Informatique, de Robotique et de Micro\u00e9lectronique de Montpellier","ror":"https://ror.org/013yean28","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I151295451","https://openalex.org/I19894307","https://openalex.org/I4210101743","https://openalex.org/I4210159245","https://openalex.org/I4412460525"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"G\u00e9rard Subsol","raw_affiliation_strings":["LIRMM, \u00e9quipe ICAR, Univ. Montpellier, CNRS, Montpellier, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIRMM, \u00e9quipe ICAR, Univ. Montpellier, CNRS, Montpellier, France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I1294671590","https://openalex.org/I4210101743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070038678","display_name":"Luc T\u00e9ot","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091683","display_name":"Centre Informatique National de l'Enseignement Sup\u00e9rieur","ror":"https://ror.org/00gnrwz95","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091683"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Luc T\u00e9ot","raw_affiliation_strings":["Cicat-Occitanie, Montpellier, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cicat-Occitanie, Montpellier, France","institution_ids":["https://openalex.org/I4210091683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5099801306"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I19894307","https://openalex.org/I4210101743"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":4.9358,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.88862615,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"71","last_page":"80"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9930999875068665,"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"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9930999875068665,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9857000112533569,"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/T10862","display_name":"AI in cancer detection","score":0.9829000234603882,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8255894184112549},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.7056701183319092},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5915006399154663},{"id":"https://openalex.org/keywords/market-segmentation","display_name":"Market segmentation","score":0.49485844373703003},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.47735026478767395},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4735260009765625},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4547152519226074},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.42478013038635254},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3855990171432495},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.376930832862854},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0722460150718689}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8255894184112549},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.7056701183319092},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5915006399154663},{"id":"https://openalex.org/C125308379","wikidata":"https://www.wikidata.org/wiki/Q363057","display_name":"Market segmentation","level":2,"score":0.49485844373703003},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.47735026478767395},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4735260009765625},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4547152519226074},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.42478013038635254},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3855990171432495},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.376930832862854},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0722460150718689},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-80871-5_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-80871-5_6","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:HAL:lirmm-04895166v1","is_oa":true,"landing_page_url":"https://hal-lirmm.ccsd.cnrs.fr/lirmm-04895166","pdf_url":"https://hal-lirmm.ccsd.cnrs.fr/lirmm-04895166/document","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://conferences.miccai.org/2024/en","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:lirmm-04895166v1","is_oa":true,"landing_page_url":"https://hal-lirmm.ccsd.cnrs.fr/lirmm-04895166","pdf_url":"https://hal-lirmm.ccsd.cnrs.fr/lirmm-04895166/document","source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://conferences.miccai.org/2024/en","raw_type":"Conference papers"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.4399999976158142}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321663","display_name":"Association Nationale de la Recherche et de la Technologie","ror":"https://ror.org/00ht2ab73"},{"id":"https://openalex.org/F4320328356","display_name":"R\u00e9gion Occitanie Pyr\u00e9n\u00e9es-M\u00e9diterran\u00e9e","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4407257753.pdf"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2613718673","https://openalex.org/W2901862788","https://openalex.org/W2963112696","https://openalex.org/W2963446712","https://openalex.org/W2966926453","https://openalex.org/W2987175876","https://openalex.org/W3036224891","https://openalex.org/W3139916062","https://openalex.org/W3157606576","https://openalex.org/W3159481202","https://openalex.org/W3188036383","https://openalex.org/W4320040816","https://openalex.org/W4382701071","https://openalex.org/W4393131920","https://openalex.org/W4407257800"],"related_works":["https://openalex.org/W2592395359","https://openalex.org/W2535231171","https://openalex.org/W2045342254","https://openalex.org/W1501331687","https://openalex.org/W2326647871","https://openalex.org/W4205247302","https://openalex.org/W2468652214","https://openalex.org/W2501551404","https://openalex.org/W2130144716","https://openalex.org/W1504527458"],"abstract_inverted_index":{"Segmentation":[0],"is":[1,14,154],"crucial":[2],"in":[3,74,77,130],"medical":[4],"imaging,":[5],"but":[6],"obtaining":[7],"a":[8,29,90,99,131],"sufficient":[9],"quantity":[10,124],"of":[11,19,36,50,58,80,89,107,121],"annotated":[12,82,135],"data":[13],"challenging,":[15],"limiting":[16],"the":[17,48,51,56,78,87,105,114,119],"development":[18],"high-performing":[20],"deep":[21],"learning":[22,25],"models.":[23],"Self-supervised":[24],"(SSL)":[26],"strategies":[27],"offer":[28],"promising":[30],"solution":[31],"to":[32],"address":[33],"this":[34],"lack":[35],"annotation.":[37],"One":[38],"such":[39],"strategy,":[40],"Dinov2":[41],"for":[42,156],"Distillation":[43],"with":[44,94,133],"NO":[45],"labels,":[46],"enabled":[47],"creation":[49],"vast":[52],"LVD-142M":[53,97],"database":[54],"and":[55,138],"training":[57],"encoders,":[59],"whose":[60],"weights":[61],"are":[62],"now":[63],"freely":[64],"accessible.":[65],"However,":[66],"clinical":[67,83],"images":[68],"may":[69],"not":[70],"be":[71],"well":[72],"represented":[73],"LVD-142M.":[75],"Thus,":[76],"context":[79,132],"scarce":[81],"data,":[84],"we":[85],"evaluate":[86],"benefits":[88],"generic":[91],"encoder":[92,140],"pre-trained":[93,144],"DINO":[95,109,145,148],"on":[96,113,125,151],"versus":[98],"lighter":[100],"one.":[101,146],"We":[102,117],"also":[103],"explore":[104],"effect":[106],"SSL":[108,149],"pre-training":[110,150],"strategy":[111],"directly":[112],"target":[115],"dataset.":[116],"measure":[118],"impact":[120],"available":[122],"label":[123],"segmentation":[126],"performances.":[127],"Results":[128],"show,":[129],"few":[134],"images,":[136],"specific":[137,152],"lightweight":[139],"can":[141],"outperform":[142],"generically":[143],"Furthermore,":[147],"dataset":[153],"beneficial":[155],"small":[157],"encoder.":[158]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-26T13:28:51.108037","created_date":"2025-10-10T00:00:00"}
