{"id":"https://openalex.org/W4414359592","doi":"https://doi.org/10.24963/ijcai.2025/1270","title":"TRIKOP: Exploring Visual Prompting Paradigms for Multi-Grade Knee Osteoarthritis Classification on MRI Images","display_name":"TRIKOP: Exploring Visual Prompting Paradigms for Multi-Grade Knee Osteoarthritis Classification on MRI Images","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4414359592","doi":"https://doi.org/10.24963/ijcai.2025/1270"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2025/1270","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/1270","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence","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/A5061387926","display_name":"Hieu Phan","orcid":"https://orcid.org/0000-0002-6952-6938"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I47265099","display_name":"Ho Chi Minh City University of Technology","ror":"https://ror.org/04qva2324","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I47265099"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Hieu Phan","raw_affiliation_strings":["Ho Chi Minh City University of Technology (HCMUT), Ho Chi Minh City, Vietnam","Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City University of Technology (HCMUT), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I47265099"]},{"raw_affiliation_string":"Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045874641","display_name":"Hung Pham","orcid":"https://orcid.org/0000-0001-8380-8280"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I47265099","display_name":"Ho Chi Minh City University of Technology","ror":"https://ror.org/04qva2324","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I47265099"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Hung Pham","raw_affiliation_strings":["Ho Chi Minh City University of Technology (HCMUT), Ho Chi Minh City, Vietnam","Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City University of Technology (HCMUT), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I47265099"]},{"raw_affiliation_string":"Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101893286","display_name":"Dat Nguyen","orcid":"https://orcid.org/0000-0001-6942-8927"},"institutions":[{"id":"https://openalex.org/I4210088379","display_name":"Anova Corp (Vietnam)","ror":"https://ror.org/006kn2235","country_code":"VN","type":"company","lineage":["https://openalex.org/I4210088379"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Dat Nguyen","raw_affiliation_strings":["Global Softwares Corporation (GSOFT CORPORATION), Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"Global Softwares Corporation (GSOFT CORPORATION), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I4210088379"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085244190","display_name":"Khoa Viet Le","orcid":"https://orcid.org/0000-0001-6006-5920"},"institutions":[{"id":"https://openalex.org/I4210104442","display_name":"Ho Chi Minh City University of Education","ror":"https://ror.org/01cs0jg44","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210104442"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]},{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Khoa Le","raw_affiliation_strings":["Ho Chi Minh City University of Science (HCMUS), Ho Chi Minh City, Vietnam","Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City University of Science (HCMUS), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I4210104442","https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108735945","display_name":"Tuan Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210088379","display_name":"Anova Corp (Vietnam)","ror":"https://ror.org/006kn2235","country_code":"VN","type":"company","lineage":["https://openalex.org/I4210088379"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tuan Nguyen","raw_affiliation_strings":["Global Softwares Corporation (GSOFT CORPORATION), Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"Global Softwares Corporation (GSOFT CORPORATION), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I4210088379"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053495766","display_name":"Minh\u2013Triet Tran","orcid":"https://orcid.org/0000-0003-3046-3041"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I23582244","display_name":"Ho Chi Minh City University of Science","ror":"https://ror.org/05jfbgm49","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I23582244"]},{"id":"https://openalex.org/I4210104442","display_name":"Ho Chi Minh City University of Education","ror":"https://ror.org/01cs0jg44","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210104442"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Triet Tran","raw_affiliation_strings":["Ho Chi Minh City University of Science (HCMUS), Ho Chi Minh City, Vietnam","Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City University of Science (HCMUS), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I4210104442","https://openalex.org/I23582244"]},{"raw_affiliation_string":"Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056767671","display_name":"Tho Quan","orcid":"https://orcid.org/0000-0003-0467-6254"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I47265099","display_name":"Ho Chi Minh City University of Technology","ror":"https://ror.org/04qva2324","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I47265099"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tho Quan","raw_affiliation_strings":["Ho Chi Minh City University of Technology (HCMUT), Ho Chi Minh City, Vietnam","Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City University of Technology (HCMUT), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I47265099"]},{"raw_affiliation_string":"Vietnam National University Ho Chi Minh City (VNU-HCM), Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5061387926"],"corresponding_institution_ids":["https://openalex.org/I123565023","https://openalex.org/I47265099"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.39116719,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"11095","last_page":"11099"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.9222000241279602,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"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/T10105","display_name":"Osteoarthritis Treatment and Mechanisms","score":0.9222000241279602,"subfield":{"id":"https://openalex.org/subfields/2745","display_name":"Rheumatology"},"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":0.9031999707221985,"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/osteoarthritis","display_name":"Osteoarthritis","score":0.6057999730110168},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.38280001282691956},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.37630000710487366},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.3544999957084656},{"id":"https://openalex.org/keywords/musculoskeletal-disease","display_name":"Musculoskeletal disease","score":0.3361999988555908},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.304500013589859}],"concepts":[{"id":"https://openalex.org/C2776164576","wikidata":"https://www.wikidata.org/wiki/Q62736","display_name":"Osteoarthritis","level":3,"score":0.6057999730110168},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.513700008392334},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.43619999289512634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42809998989105225},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.38280001282691956},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.37630000710487366},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.35830000042915344},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.3544999957084656},{"id":"https://openalex.org/C3018805424","wikidata":"https://www.wikidata.org/wiki/Q4116663","display_name":"Musculoskeletal disease","level":3,"score":0.3361999988555908},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.304500013589859},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.30309998989105225},{"id":"https://openalex.org/C3017807761","wikidata":"https://www.wikidata.org/wiki/Q708176","display_name":"Joint disease","level":4,"score":0.29660001397132874},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.29100000858306885},{"id":"https://openalex.org/C2983449737","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Clinical diagnosis","level":2,"score":0.26510000228881836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2025/1270","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/1270","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence","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":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Knee":[0],"osteoarthritis":[1],"(KOA)":[2],"is":[3,68],"a":[4,41,71],"degenerative":[5],"joint":[6],"disease":[7],"that":[8,57],"significantly":[9],"impacts":[10],"quality":[11],"of":[12],"life.":[13],"While":[14],"transfer":[15],"learning":[16],"shows":[17],"promise":[18],"in":[19],"medical":[20,31],"imaging,":[21],"its":[22],"application":[23],"to":[24,30,74,118],"KOA":[25,47,121],"diagnosis":[26,48,122],"remains":[27],"challenging":[28],"due":[29],"data's":[32],"unique":[33],"characteristics.":[34],"To":[35],"address":[36],"this,":[37],"we":[38],"propose":[39],"TRIKOP,":[40],"framework":[42],"leveraging":[43],"Visual":[44],"Prompting":[45],"for":[46,81],"on":[49,94],"MRI.":[50],"Our":[51],"approach":[52],"explores":[53],"three":[54],"prompt-generating":[55],"strategies":[56],"extract":[58],"clinically":[59],"relevant":[60],"information":[61],"from":[62],"input":[63],"images.":[64],"Each":[65],"prompt":[66],"type":[67],"encoded":[69],"using":[70],"tailored":[72],"method":[73],"integrate":[75],"effectively":[76],"into":[77],"the":[78,86,95],"Vision":[79],"Transformer":[80],"optimal":[82],"representation.":[83],"Among":[84],"them,":[85],"contrastive":[87],"embedding":[88],"prompting":[89],"strategy":[90],"achieves":[91],"63.04%":[92],"accuracy":[93],"OAI":[96],"dataset,":[97],"surpassing":[98],"prior":[99],"studies.":[100],"Moreover,":[101],"TRIKOP":[102],"produces":[103],"attention":[104],"maps":[105],"highlighting":[106],"diagnostically":[107],"significant":[108],"regions,":[109],"improving":[110],"model":[111],"interpretability.":[112],"This":[113],"work":[114],"highlights":[115],"TRIKOP\u2019s":[116],"potential":[117],"improve":[119],"AI-driven":[120],"and":[123],"clinical":[124],"support.":[125]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
