{"id":"https://openalex.org/W4410296127","doi":"https://doi.org/10.1109/isbi60581.2025.10980711","title":"Bridging Classification and Segmentation in Osteosarcoma Assessment via Foundation and Discrete Diffusion Models","display_name":"Bridging Classification and Segmentation in Osteosarcoma Assessment via Foundation and Discrete Diffusion Models","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4410296127","doi":"https://doi.org/10.1109/isbi60581.2025.10980711"},"language":"en","primary_location":{"id":"doi:10.1109/isbi60581.2025.10980711","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10980711","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd 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/A5014141899","display_name":"M\u1ea1nh H\u00f9ng Nguy\u1ec5n","orcid":"https://orcid.org/0000-0002-6189-5843"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Manh Duong Nguyen","raw_affiliation_strings":["Institute for AI Innovation and Socital Impact (AI4LIFE), Hanoi University of Science and Technology,Hanoi,Vietnam"],"affiliations":[{"raw_affiliation_string":"Institute for AI Innovation and Socital Impact (AI4LIFE), Hanoi University of Science and Technology,Hanoi,Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101499271","display_name":"Duc-Chinh Nguyen","orcid":"https://orcid.org/0009-0005-3501-7018"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Dac Thai Nguyen","raw_affiliation_strings":["Institute for AI Innovation and Socital Impact (AI4LIFE), Hanoi University of Science and Technology,Hanoi,Vietnam"],"affiliations":[{"raw_affiliation_string":"Institute for AI Innovation and Socital Impact (AI4LIFE), Hanoi University of Science and Technology,Hanoi,Vietnam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000105264","display_name":"Trung Viet Nguyen","orcid":"https://orcid.org/0000-0002-1749-8509"},"institutions":[{"id":"https://openalex.org/I4210109845","display_name":"Vinmec International Hospital","ror":"https://ror.org/01q2pxs68","country_code":"VN","type":"healthcare","lineage":["https://openalex.org/I4210109845"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Trung Viet Nguyen","raw_affiliation_strings":["Vinmec Times City International Hospital, Vinmec Healthcare System,Pathology Division,Hanoi,Vietnam"],"affiliations":[{"raw_affiliation_string":"Vinmec Times City International Hospital, Vinmec Healthcare System,Pathology Division,Hanoi,Vietnam","institution_ids":["https://openalex.org/I4210109845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101476342","display_name":"H. Yamada","orcid":"https://orcid.org/0000-0003-1611-438X"},"institutions":[{"id":"https://openalex.org/I4210142044","display_name":"VinUniversity","ror":"https://ror.org/052dmdr17","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210142044"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Homi Yamada","raw_affiliation_strings":["College of Health Sciences, VinUniversity,Hanoi,Vietnam"],"affiliations":[{"raw_affiliation_string":"College of Health Sciences, VinUniversity,Hanoi,Vietnam","institution_ids":["https://openalex.org/I4210142044"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108854597","display_name":"Huy Hieu Pham","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142044","display_name":"VinUniversity","ror":"https://ror.org/052dmdr17","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210142044"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Huy Hieu Pham","raw_affiliation_strings":["College of Engineering &#x0026; Computer Science, VinUniversity,Hanoi,Vietnam"],"affiliations":[{"raw_affiliation_string":"College of Engineering &#x0026; Computer Science, VinUniversity,Hanoi,Vietnam","institution_ids":["https://openalex.org/I4210142044"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058485829","display_name":"Phi Le Nguyen","orcid":"https://orcid.org/0000-0001-6547-7641"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Phi Le Nguyen","raw_affiliation_strings":["Institute for AI Innovation and Socital Impact (AI4LIFE), Hanoi University of Science and Technology,Hanoi,Vietnam"],"affiliations":[{"raw_affiliation_string":"Institute for AI Innovation and Socital Impact (AI4LIFE), Hanoi University of Science and Technology,Hanoi,Vietnam","institution_ids":["https://openalex.org/I94518387"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5014141899"],"corresponding_institution_ids":["https://openalex.org/I94518387"],"apc_list":null,"apc_paid":null,"fwci":1.4377,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.80680108,"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":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.932699978351593,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.932699978351593,"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/bridging","display_name":"Bridging (networking)","score":0.8273872137069702},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5654909014701843},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.5579351782798767},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5496474504470825},{"id":"https://openalex.org/keywords/osteosarcoma","display_name":"Osteosarcoma","score":0.543415367603302},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.41506069898605347},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3901161551475525},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.13906466960906982},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1372370421886444},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.097603440284729},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0738450288772583},{"id":"https://openalex.org/keywords/cancer-research","display_name":"Cancer research","score":0.06065371632575989}],"concepts":[{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.8273872137069702},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5654909014701843},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.5579351782798767},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5496474504470825},{"id":"https://openalex.org/C2777760704","wikidata":"https://www.wikidata.org/wiki/Q549534","display_name":"Osteosarcoma","level":2,"score":0.543415367603302},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.41506069898605347},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3901161551475525},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.13906466960906982},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1372370421886444},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.097603440284729},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0738450288772583},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.06065371632575989},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi60581.2025.10980711","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi60581.2025.10980711","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)","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":17,"referenced_works":["https://openalex.org/W181426613","https://openalex.org/W1854116296","https://openalex.org/W1901129140","https://openalex.org/W2065289547","https://openalex.org/W2194775991","https://openalex.org/W2935748854","https://openalex.org/W3089090082","https://openalex.org/W3168867926","https://openalex.org/W4290802740","https://openalex.org/W4365515358","https://openalex.org/W4381165878","https://openalex.org/W4386076617","https://openalex.org/W4387461031","https://openalex.org/W4392947521","https://openalex.org/W6760924002","https://openalex.org/W6783713337","https://openalex.org/W6797399245"],"related_works":["https://openalex.org/W4205296404","https://openalex.org/W2320346276","https://openalex.org/W3178656640","https://openalex.org/W2356699866","https://openalex.org/W4241436983","https://openalex.org/W4306641919","https://openalex.org/W2768492030","https://openalex.org/W4323315835","https://openalex.org/W2620289816","https://openalex.org/W2388705147"],"abstract_inverted_index":{"Osteosarcoma,":[0],"the":[1,41,105],"most":[2],"common":[3],"primary":[4],"bone":[5],"cancer,":[6],"often":[7],"requires":[8],"accurate":[9],"necrosis":[10,89],"assessment":[11],"from":[12],"whole":[13],"slide":[14],"images":[15],"(WSIs)":[16],"for":[17],"effective":[18],"treatment":[19],"planning":[20],"and":[21,28,46,84,110],"prognosis.":[22],"However,":[23],"manual":[24],"assessments":[25],"are":[26],"subjective":[27],"prone":[29],"to":[30,79],"variability.":[31],"In":[32],"response,":[33],"we":[34],"introduce":[35],"FDDM,":[36],"a":[37,65,80,85,98],"novel":[38],"framework":[39,96],"bridging":[40],"gap":[42],"between":[43],"patch":[44],"classification":[45],"region-based":[47,58],"segmentation.":[48],"FDDM":[49,72],"operates":[50],"in":[51,88,101,113],"two":[52],"stages:":[53],"patch-based":[54],"classification,":[55],"followed":[56],"by":[57],"refinement,":[59],"enabling":[60],"cross-patch":[61],"information":[62],"intergation.":[63],"Leveraging":[64],"newly":[66],"curated":[67],"dataset":[68],"of":[69,107],"osteosarcoma":[70,102],"images,":[71],"demonstrates":[73],"superior":[74],"segmentation":[75],"performance,":[76],"achieving":[77],"up":[78],"10%":[81],"improvement":[82],"mIOU":[83],"32.12%":[86],"enhancement":[87],"rate":[90],"estimation":[91],"over":[92],"state-of-the-art":[93],"methods.":[94],"This":[95],"sets":[97],"new":[99],"benchmark":[100],"assessment,":[103],"highlighting":[104],"potential":[106],"foundation":[108],"models":[109],"diffusion-based":[111],"refinements":[112],"complex":[114],"medical":[115],"imaging":[116],"tasks.":[117]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
