{"id":"https://openalex.org/W4416004366","doi":"https://doi.org/10.1007/s10278-025-01744-8","title":"Image-Based Identification and Localisation of Changes in Intraoperative Brain Tumour Resection","display_name":"Image-Based Identification and Localisation of Changes in Intraoperative Brain Tumour Resection","publication_year":2025,"publication_date":"2025-11-07","ids":{"openalex":"https://openalex.org/W4416004366","doi":"https://doi.org/10.1007/s10278-025-01744-8","pmid":"https://pubmed.ncbi.nlm.nih.gov/41204033"},"language":"en","primary_location":{"id":"doi:10.1007/s10278-025-01744-8","doi":"https://doi.org/10.1007/s10278-025-01744-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-025-01744-8","pdf_url":null,"source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Imaging Informatics in Medicine","issn_l":"0897-1889","issn":["0897-1889","1618-727X","2948-2925","2948-2933"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging Informatics in Medicine","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s10278-025-01744-8","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120297624","display_name":"Adil Jahouh","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Adil Jahouh","raw_affiliation_strings":["Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040717536","display_name":"Andrei C. Jalba","orcid":"https://orcid.org/0000-0001-9821-0767","observed_orcids":["https://orcid.org/0000-0001-9821-0767"]},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Andrei Jalba","raw_affiliation_strings":["Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016183041","display_name":"Maxime Chamberland","orcid":"https://orcid.org/0000-0001-7064-0984","observed_orcids":["https://orcid.org/0000-0001-7064-0984"]},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Maxime Chamberland","raw_affiliation_strings":["Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, Netherlands. m.chamberland@tue.nl","Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-7064-0984","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, Netherlands. m.chamberland@tue.nl","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Department of Mathematics and Computer Science, Eindhoven University of Technology, Eindhoven, Netherlands","institution_ids":["https://openalex.org/I83019370"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5016183041"],"corresponding_institution_ids":["https://openalex.org/I83019370"],"apc_list":{"value":4690,"currency":"USD","value_usd":4690},"apc_paid":{"value":4690,"currency":"USD","value_usd":4690},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29088507,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"39","issue":"4","first_page":"3068","last_page":"3084"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.7285000085830688,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.7285000085830688,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.2565999925136566,"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/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.002899999963119626,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/brain-tumor-resection","display_name":"brain tumor resection","score":0.8820000290870667},{"id":"https://openalex.org/keywords/change-detection","display_name":"change detection","score":0.6370000243186951},{"id":"https://openalex.org/keywords/siamese-network","display_name":"Siamese network","score":0.8550000190734863},{"id":"https://openalex.org/keywords/dilated-convolution","display_name":"dilated convolution","score":0.7990000247955322},{"id":"https://openalex.org/keywords/tumor-regression","display_name":"tumor regression","score":0.6119999885559082},{"id":"https://openalex.org/keywords/intraoperative-imaging","display_name":"intraoperative imaging","score":0.5180000066757202}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6639999747276306},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6276999711990356},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6154999732971191},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6015999913215637},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5235999822616577},{"id":"https://openalex.org/C2781137444","wikidata":"https://www.wikidata.org/wiki/Q237105","display_name":"Sharpening","level":2,"score":0.4634000062942505},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.44510000944137573},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4442000091075897},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.435699999332428},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.43540000915527344},{"id":"https://openalex.org/C149550507","wikidata":"https://www.wikidata.org/wiki/Q899360","display_name":"Diffusion MRI","level":3,"score":0.43130001425743103},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41290000081062317},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.40860000252723694},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39329999685287476},{"id":"https://openalex.org/C166704113","wikidata":"https://www.wikidata.org/wiki/Q861092","display_name":"Image registration","level":3,"score":0.38769999146461487},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.38589999079704285},{"id":"https://openalex.org/C2987395694","wikidata":"https://www.wikidata.org/wiki/Q557891","display_name":"Feature tracking","level":3,"score":0.37950000166893005},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.35760000348091125},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.34150001406669617},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.3255999982357025},{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.3255000114440918},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.3061000108718872},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.302700012922287},{"id":"https://openalex.org/C2780757906","wikidata":"https://www.wikidata.org/wiki/Q5276676","display_name":"Dilation (metric space)","level":2,"score":0.29989999532699585},{"id":"https://openalex.org/C157787499","wikidata":"https://www.wikidata.org/wiki/Q13479657","display_name":"Real-time MRI","level":3,"score":0.2842999994754791},{"id":"https://openalex.org/C159110652","wikidata":"https://www.wikidata.org/wiki/Q17078201","display_name":"Resection","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.2639000117778778},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.25589999556541443},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.25099998712539673}],"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":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000601","qualifier_name":"surgery","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1007/s10278-025-01744-8","doi":"https://doi.org/10.1007/s10278-025-01744-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-025-01744-8","pdf_url":null,"source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Imaging Informatics in Medicine","issn_l":"0897-1889","issn":["0897-1889","1618-727X","2948-2925","2948-2933"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging Informatics in Medicine","raw_type":"journal-article"},{"id":"pmid:41204033","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41204033","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,"listed_in":[],"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":"Journal of imaging informatics in medicine","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13481622","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13481622/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13481622/pdf/10278_2025_Article_1744.pdf","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,"listed_in":[],"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":"J Imaging Inform Med","raw_type":"Text"},{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/6faf62a8-6b45-41c5-b82a-a0496168b6e1","doi":null,"is_oa":false,"landing_page_url":"https://research.tue.nl/en/publications/6faf62a8-6b45-41c5-b82a-a0496168b6e1","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Jahouh, A, Jalba, A & Chamberland, M 2026, 'Image-Based Identification and Localisation of Changes in Intraoperative Brain Tumour Resection', Journal of Imaging Informatics in Medicine, vol. 39, no. 4, pp. 3068-3084. https://doi.org/10.1007/s10278-025-01744-8","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pure.tue.nl:studenttheses/c379f1d8-f292-4104-b567-2737e8f2e232","doi":null,"is_oa":false,"landing_page_url":"https://research.tue.nl/en/studentTheses/c379f1d8-f292-4104-b567-2737e8f2e232","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Master"}],"best_oa_location":{"id":"doi:10.1007/s10278-025-01744-8","doi":"https://doi.org/10.1007/s10278-025-01744-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10278-025-01744-8","pdf_url":null,"source":{"id":"https://openalex.org/S62275304","display_name":"Journal of Imaging Informatics in Medicine","issn_l":"0897-1889","issn":["0897-1889","1618-727X","2948-2925","2948-2933"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-1"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging Informatics in Medicine","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1972023946","https://openalex.org/W1978641546","https://openalex.org/W2036798369","https://openalex.org/W2071881327","https://openalex.org/W2115070880","https://openalex.org/W2120100866","https://openalex.org/W2122646361","https://openalex.org/W2127529952","https://openalex.org/W2129674704","https://openalex.org/W2137664913","https://openalex.org/W2149006054","https://openalex.org/W2159964832","https://openalex.org/W2290321704","https://openalex.org/W2405772863","https://openalex.org/W2412782625","https://openalex.org/W2599354622","https://openalex.org/W2979849298","https://openalex.org/W3092207554","https://openalex.org/W3130188009","https://openalex.org/W3154634026","https://openalex.org/W4213285154","https://openalex.org/W4293695949","https://openalex.org/W4360884927","https://openalex.org/W4402094097","https://openalex.org/W4405489683","https://openalex.org/W6922035531"],"related_works":[],"abstract_inverted_index":{"Conventional":[0],"brain":[1],"tumour":[2,145,209],"progression":[3,210],"tracking":[4,208],"methods":[5],"inherently":[6],"assume":[7],"consistent":[8],"image":[9],"acquisition":[10,31],"conditions":[11,170],"between":[12,52],"baseline":[13,53,138,156],"and":[14,49,54,99,119,142,151,160,174,180,202,211],"follow-up":[15,55],"scans.":[16],"In":[17],"practice,":[18],"however,":[19],"MRI":[20,56,133],"data":[21],"often":[22],"suffer":[23],"from":[24,103],"harmonisation":[25],"issues":[26],"due":[27],"to":[28,88,97,114,188,199],"variations":[29],"in":[30,140,213],"protocols,":[32],"scanner":[33],"settings,":[34],"or":[35,62],"patient":[36],"positioning.":[37],"To":[38],"address":[39],"this,":[40],"we":[41],"propose":[42],"an":[43],"image-based":[44],"approach":[45,195],"capable":[46],"of":[47,73,78,171],"identifying":[48,141],"localising":[50,143],"changes":[51,101],"scans":[57],"without":[58],"requiring":[59],"independent":[60],"registration":[61,218],"extensive":[63],"pre-processing.":[64],"Our":[65],"registration-invariant":[66],"method":[67,136],"leverages":[68],"the":[69,104,123,135,193],"internal":[70],"feature":[71],"maps":[72],"a":[74,204],"Siamese":[75],"network":[76],"composed":[77],"two":[79],"segmentation":[80],"models":[81,139],"based":[82],"on":[83,129],"dilated":[84],"convolutions,":[85],"allowing":[86],"it":[87],"learn":[89],"long-context":[90],"spatial":[91,200],"features.":[92],"These":[93],"features":[94],"are":[95,108],"used":[96],"detect":[98],"localise":[100],"directly":[102],"input":[105],"images,":[106],"which":[107],"then":[109],"enhanced":[110],"using":[111],"panchromatic":[112],"sharpening":[113],"emphasise":[115],"both":[116],"high-level":[117],"structural":[118],"pixel-level":[120],"differences":[121],"within":[122],"resulting":[124],"change":[125],"map.":[126],"When":[127],"tested":[128],"previously":[130],"unseen,":[131],"unregistered":[132],"scans,":[134],"outperformed":[137],"resected":[144],"tissue":[146],"(":[147,176],"$$\\varvec{F}_{\\varvec{1}}":[148,157,177],"\\varvec{=":[149,158,178],"0.64}$$":[150],"$$\\varvec{IoU":[152,161,181],"=":[153,162,182],"0.57}$$":[154],"versus":[155],"0.11}$$":[159],"0.07}$$":[163],").":[164],"This":[165],"performance":[166],"remained":[167],"robust":[168],"under":[169],"augmentation,":[172],"noise,":[173],"misalignment":[175,201],"0.55}$$":[179],"0.45}$$":[183],"),":[184],"highlighting":[185],"its":[186],"resilience":[187],"real-world":[189],"imaging":[190],"variability.":[191],"Overall,":[192],"proposed":[194],"demonstrates":[196],"strong":[197],"robustness":[198],"offers":[203],"promising":[205],"solution":[206],"for":[207],"regression":[212],"clinical":[214],"environments":[215],"where":[216],"reliable":[217],"cannot":[219],"be":[220],"guaranteed.":[221]},"counts_by_year":[],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2025-11-07T00:00:00"}