{"id":"https://openalex.org/W4386384103","doi":"https://doi.org/10.1109/isbi53787.2023.10230634","title":"Improving Automatic Segmentation of lymphoma with Additional Medical Knowledge Priors","display_name":"Improving Automatic Segmentation of lymphoma with Additional Medical Knowledge Priors","publication_year":2023,"publication_date":"2023-04-18","ids":{"openalex":"https://openalex.org/W4386384103","doi":"https://doi.org/10.1109/isbi53787.2023.10230634"},"language":"en","primary_location":{"id":"doi:10.1109/isbi53787.2023.10230634","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi53787.2023.10230634","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","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/A5086241018","display_name":"Liangchen Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155647","display_name":"National Institutes of Health Clinical Center","ror":"https://ror.org/04vfsmv21","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I4210155647"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Liangchen Liu","raw_affiliation_strings":["National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA"],"affiliations":[{"raw_affiliation_string":"National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","institution_ids":["https://openalex.org/I4210155647"]},{"raw_affiliation_string":"Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA","institution_ids":["https://openalex.org/I4210155647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084982293","display_name":"Benjamin Hou","orcid":"https://orcid.org/0000-0003-3968-1707"},"institutions":[{"id":"https://openalex.org/I4210155647","display_name":"National Institutes of Health Clinical Center","ror":"https://ror.org/04vfsmv21","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I4210155647"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Benjamin Hou","raw_affiliation_strings":["National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA"],"affiliations":[{"raw_affiliation_string":"National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","institution_ids":["https://openalex.org/I4210155647"]},{"raw_affiliation_string":"Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA","institution_ids":["https://openalex.org/I4210155647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073364998","display_name":"Manas Kumar Nag","orcid":"https://orcid.org/0000-0003-4844-4965"},"institutions":[{"id":"https://openalex.org/I4210155647","display_name":"National Institutes of Health Clinical Center","ror":"https://ror.org/04vfsmv21","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I4210155647"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Manas Kumar Nag","raw_affiliation_strings":["National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA"],"affiliations":[{"raw_affiliation_string":"National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","institution_ids":["https://openalex.org/I4210155647"]},{"raw_affiliation_string":"Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA","institution_ids":["https://openalex.org/I4210155647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101543443","display_name":"Jianfei Liu","orcid":"https://orcid.org/0000-0001-9885-1695"},"institutions":[{"id":"https://openalex.org/I4210155647","display_name":"National Institutes of Health Clinical Center","ror":"https://ror.org/04vfsmv21","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I4210155647"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jianfei Liu","raw_affiliation_strings":["National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA"],"affiliations":[{"raw_affiliation_string":"National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","institution_ids":["https://openalex.org/I4210155647"]},{"raw_affiliation_string":"Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA","institution_ids":["https://openalex.org/I4210155647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088851069","display_name":"Navid Hasani","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155647","display_name":"National Institutes of Health Clinical Center","ror":"https://ror.org/04vfsmv21","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I4210155647"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Navid Hasani","raw_affiliation_strings":["National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA"],"affiliations":[{"raw_affiliation_string":"National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","institution_ids":["https://openalex.org/I4210155647"]},{"raw_affiliation_string":"Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA","institution_ids":["https://openalex.org/I4210155647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069484084","display_name":"Thomas C. Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155647","display_name":"National Institutes of Health Clinical Center","ror":"https://ror.org/04vfsmv21","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I4210155647"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thomas C. Shen","raw_affiliation_strings":["National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA"],"affiliations":[{"raw_affiliation_string":"National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","institution_ids":["https://openalex.org/I4210155647"]},{"raw_affiliation_string":"Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA","institution_ids":["https://openalex.org/I4210155647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101865110","display_name":"Yingying Zhu","orcid":"https://orcid.org/0000-0003-3920-5890"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yingying Zhu","raw_affiliation_strings":["The University of Texas at Arlinton,Department of Computer Science and Engineering,Arlington,TX,USA","Department of Computer Science and Engineering, The University of Texas at Arlinton, Arlington, TX, USA"],"affiliations":[{"raw_affiliation_string":"The University of Texas at Arlinton,Department of Computer Science and Engineering,Arlington,TX,USA","institution_ids":["https://openalex.org/I189196454"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, The University of Texas at Arlinton, Arlington, TX, USA","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001179545","display_name":"Babak Saboury","orcid":"https://orcid.org/0000-0002-8632-6292"},"institutions":[{"id":"https://openalex.org/I4210155647","display_name":"National Institutes of Health Clinical Center","ror":"https://ror.org/04vfsmv21","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I4210155647"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Babak Saboury","raw_affiliation_strings":["National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA"],"affiliations":[{"raw_affiliation_string":"National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","institution_ids":["https://openalex.org/I4210155647"]},{"raw_affiliation_string":"Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA","institution_ids":["https://openalex.org/I4210155647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016038454","display_name":"Jing Xiao","orcid":"https://orcid.org/0000-0001-9615-4749"},"institutions":[{"id":"https://openalex.org/I4401726822","display_name":"Ping An (China)","ror":"https://ror.org/004yv2z91","country_code":null,"type":"company","lineage":["https://openalex.org/I4401726822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Xiao","raw_affiliation_strings":["Ping An Technology,Shenzhen,China","Ping An Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Ping An Technology,Shenzhen,China","institution_ids":["https://openalex.org/I4401726822"]},{"raw_affiliation_string":"Ping An Technology, Shenzhen, China","institution_ids":["https://openalex.org/I4401726822"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016047550","display_name":"Ronald M. Summers","orcid":"https://orcid.org/0000-0001-8081-7376"},"institutions":[{"id":"https://openalex.org/I4210155647","display_name":"National Institutes of Health Clinical Center","ror":"https://ror.org/04vfsmv21","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1299022934","https://openalex.org/I1299303238","https://openalex.org/I4210155647"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ronald M. Summers","raw_affiliation_strings":["National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA"],"affiliations":[{"raw_affiliation_string":"National Institutes of Health,Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center,Bethesda,MD,USA","institution_ids":["https://openalex.org/I4210155647"]},{"raw_affiliation_string":"Imaging Biomarkers and Computer-Aided Diagnosis Laboratory, Radiology and Imaging Sciences, Clinical Center, National Institutes of Health, Bethesda, MD, USA","institution_ids":["https://openalex.org/I4210155647"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5086241018"],"corresponding_institution_ids":["https://openalex.org/I4210155647"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.28829807,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"35","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9998000264167786,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9998000264167786,"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":0.9994000196456909,"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/T10358","display_name":"Advanced Radiotherapy Techniques","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/lymphoma","display_name":"Lymphoma","score":0.7380664348602295},{"id":"https://openalex.org/keywords/positron-emission-tomography","display_name":"Positron emission tomography","score":0.6411766409873962},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6409460306167603},{"id":"https://openalex.org/keywords/s\u00f8rensen\u2013dice-coefficient","display_name":"S\u00f8rensen\u2013Dice coefficient","score":0.553989589214325},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5344333648681641},{"id":"https://openalex.org/keywords/pet-ct","display_name":"PET-CT","score":0.48513492941856384},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4829553961753845},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4391224682331085},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.43304863572120667},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.4114951193332672},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.37747347354888916},{"id":"https://openalex.org/keywords/nuclear-medicine","display_name":"Nuclear medicine","score":0.336331307888031},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.14560964703559875}],"concepts":[{"id":"https://openalex.org/C2779338263","wikidata":"https://www.wikidata.org/wiki/Q208414","display_name":"Lymphoma","level":2,"score":0.7380664348602295},{"id":"https://openalex.org/C2775842073","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Positron emission tomography","level":2,"score":0.6411766409873962},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6409460306167603},{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.553989589214325},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5344333648681641},{"id":"https://openalex.org/C127077266","wikidata":"https://www.wikidata.org/wiki/Q3488638","display_name":"PET-CT","level":3,"score":0.48513492941856384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4829553961753845},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4391224682331085},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.43304863572120667},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.4114951193332672},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.37747347354888916},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.336331307888031},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.14560964703559875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi53787.2023.10230634","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi53787.2023.10230634","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"},{"id":"https://openalex.org/F4320338440","display_name":"HORIZON EUROPE Health","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2004143422","https://openalex.org/W2061378398","https://openalex.org/W2084693381","https://openalex.org/W2125701733","https://openalex.org/W2189098119","https://openalex.org/W2558789525","https://openalex.org/W2915126261","https://openalex.org/W2996981898","https://openalex.org/W3011606164","https://openalex.org/W3014974815","https://openalex.org/W3036588015","https://openalex.org/W3112701542","https://openalex.org/W3113259356","https://openalex.org/W3211129814","https://openalex.org/W3217466224","https://openalex.org/W4205736005","https://openalex.org/W4220896277","https://openalex.org/W4312787988","https://openalex.org/W4383218413","https://openalex.org/W6686988386","https://openalex.org/W6759274242"],"related_works":["https://openalex.org/W4221077608","https://openalex.org/W1965747368","https://openalex.org/W4246793367","https://openalex.org/W2075388011","https://openalex.org/W2074037842","https://openalex.org/W3023645862","https://openalex.org/W4301858053","https://openalex.org/W2945322018","https://openalex.org/W2157102420","https://openalex.org/W4292181174"],"abstract_inverted_index":{"Lymphoma":[0],"is":[1,8,24,38,66],"a":[2,68],"type":[3],"of":[4,13,110,158],"malignant":[5],"tumor":[6],"that":[7,85,136],"often":[9],"fatal":[10],"to":[11,29,40,58,72,107,143],"people":[12],"all":[14],"ages.":[15],"Positron":[16],"Emission":[17],"Tomography":[18,22],"(PET)":[19],"/":[20],"Computed":[21],"(CT)":[23],"the":[25,50,97,127,137,148,156,159],"primary":[26],"imaging":[27,52],"method":[28,123],"assess":[30],"lymphoma":[31,42,64,91],"and":[32,76,79,103,115,153],"monitor":[33],"treatment":[34],"response.":[35],"As":[36],"PET":[37],"sensitive":[39],"identify":[41],"regions":[43,109],"while":[44],"CT":[45],"provides":[46],"detailed":[47],"anatomic":[48],"information,":[49],"two":[51],"modalities":[53],"can":[54],"complement":[55],"each":[56],"other":[57],"enable":[59],"improved":[60,140],"diagnosis.":[61],"However,":[62],"automatic":[63,90],"segmentation":[65,92],"still":[67],"challenging":[69],"task":[70],"due":[71],"its":[73],"substantial":[74],"size":[75],"shape":[77],"variability":[78],"limited":[80],"datasets":[81],"for":[82],"training.":[83],"To":[84],"end,":[86],"we":[87],"designed":[88],"an":[89],"model":[93],"with":[94,118,147],"nnU-net":[95],"as":[96],"backbone.":[98],"Our":[99],"pipeline":[100],"incorporates":[101],"pre-":[102],"post-":[104],"processing":[105],"mechanisms":[106],"remove":[108],"normal":[111],"increased":[112],"radiotracer":[113],"uptake,":[114],"augment":[116],"training":[117],"non-lymphoma":[119],"samples.":[120],"The":[121,151],"proposed":[122,160],"was":[124],"validated":[125],"on":[126],"PET/CT":[128],"scans":[129],"from":[130,141],"forty-six":[131],"patients.":[132],"Experimental":[133],"results":[134,152],"revealed":[135],"Dice":[138],"coefficient":[139],"0.263":[142],"0.477":[144],"in":[145],"comparison":[146],"baseline":[149],"nnU-Net.":[150],"analysis":[154],"demonstrate":[155],"efficacy":[157],"method.":[161]},"counts_by_year":[],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}