{"id":"https://openalex.org/W7126062596","doi":"https://doi.org/10.1109/bibm66473.2025.11357110","title":"VRP-Scribformer: A CNN-Transformer Hybrid Model for Scribble-Based Medical Image Segmentation with Visual Reference Prototype Encoder and Channel-Spatial Attention Module","display_name":"VRP-Scribformer: A CNN-Transformer Hybrid Model for Scribble-Based Medical Image Segmentation with Visual Reference Prototype Encoder and Channel-Spatial Attention Module","publication_year":2025,"publication_date":"2025-12-15","ids":{"openalex":"https://openalex.org/W7126062596","doi":"https://doi.org/10.1109/bibm66473.2025.11357110"},"language":null,"primary_location":{"id":"doi:10.1109/bibm66473.2025.11357110","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11357110","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5056214415","display_name":"Mengqing Mei","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengqing Mei","raw_affiliation_strings":["School of Computer Science, Hubei University of Technology,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Hubei University of Technology,Wuhan,China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124162187","display_name":"Dong Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Liang","raw_affiliation_strings":["School of Computer Science, Hubei University of Technology,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Hubei University of Technology,Wuhan,China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010446011","display_name":"Lyuyang Tong","orcid":"https://orcid.org/0000-0001-7148-3618"},"institutions":[{"id":"https://openalex.org/I117357259","display_name":"National Institute of Japanese Literature","ror":"https://ror.org/01464wm64","country_code":"JP","type":"archive","lineage":["https://openalex.org/I117357259","https://openalex.org/I1319490839","https://openalex.org/I4210148627"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Lyuyang Tong","raw_affiliation_strings":["Wuhan University,School of Computer Science, National Engineering Research Center for Multimedia Software, Institute of Artificial Intelligence, and Hubei Key Laboratory of Multimedia and Network Communication Engineering,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University,School of Computer Science, National Engineering Research Center for Multimedia Software, Institute of Artificial Intelligence, and Hubei Key Laboratory of Multimedia and Network Communication Engineering,China","institution_ids":["https://openalex.org/I117357259"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3936","last_page":"3939"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.7146000266075134,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.7146000266075134,"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":0.02889999933540821,"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"}},{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.020099999383091927,"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/encoder","display_name":"Encoder","score":0.7569000124931335},{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.6653000116348267},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6176999807357788},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5539000034332275},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4643000066280365},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.43639999628067017},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3995000123977661}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7709000110626221},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.7569000124931335},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7409999966621399},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.6653000116348267},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6434999704360962},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6176999807357788},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5539000034332275},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4643000066280365},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43639999628067017},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3995000123977661},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3292999863624573},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.32580000162124634},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.31540000438690186},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.31150001287460327},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3077000081539154},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.29809999465942383},{"id":"https://openalex.org/C2778328480","wikidata":"https://www.wikidata.org/wiki/Q1639904","display_name":"Hybrid image","level":3,"score":0.2874000072479248},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.26429998874664307}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm66473.2025.11357110","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm66473.2025.11357110","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1941690471","display_name":null,"funder_award_id":"62302153,62306217,62225113","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2295107390","https://openalex.org/W2337429362","https://openalex.org/W2804047627","https://openalex.org/W2962885625","https://openalex.org/W2971013993","https://openalex.org/W2992308087","https://openalex.org/W2995848654","https://openalex.org/W2996290406","https://openalex.org/W4214961286","https://openalex.org/W4307823382","https://openalex.org/W4391594064","https://openalex.org/W4402727612"],"related_works":[],"abstract_inverted_index":{"We":[0],"propose":[1],"VRP-ScribFormer,":[2],"a":[3,14,33],"CNN-Transformer":[4],"hybrid":[5],"framework":[6],"for":[7],"scribble-supervised":[8],"medical":[9],"image":[10],"segmentation.":[11],"It":[12],"introduces":[13],"Visual":[15],"Reference":[16],"Prototype":[17],"(VRP)":[18],"encoder":[19],"that":[20,38],"transfers":[21],"structural":[22,65],"priors":[23,66],"from":[24],"annotated":[25],"reference":[26],"images":[27],"to":[28],"the":[29,47,53],"Transformer":[30],"branch,":[31],"and":[32,49,67],"Channel-Spatial":[34],"Attention":[35],"Module":[36],"(CSAM)":[37],"refines":[39],"CNN":[40],"features":[41],"under":[42],"Transformer-guided":[43],"attention.":[44],"Experiments":[45],"on":[46],"ACDC":[48],"MSCMRseg":[50],"datasets":[51],"validate":[52],"model's":[54],"effectiveness,":[55],"demonstrating":[56],"substantial":[57],"improvements":[58],"in":[59],"segmentation":[60],"accuracy":[61],"by":[62],"leveraging":[63],"both":[64],"attention-guided":[68],"feature":[69],"refinement.":[70]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-01-30T00:00:00"}
