{"id":"https://openalex.org/W4412030816","doi":"https://doi.org/10.26599/cvm.2025.9450407","title":"TransCeption: Enhancing Medical Image Segmentation with an Inception-Like Transformer Design for Efficient Feature Fusion","display_name":"TransCeption: Enhancing Medical Image Segmentation with an Inception-Like Transformer Design for Efficient Feature Fusion","publication_year":2025,"publication_date":"2025-07-04","ids":{"openalex":"https://openalex.org/W4412030816","doi":"https://doi.org/10.26599/cvm.2025.9450407"},"language":"en","primary_location":{"id":"doi:10.26599/cvm.2025.9450407","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450407","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Computational Visual Media","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.26599/cvm.2025.9450407","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087512747","display_name":"Reza Azad","orcid":"https://orcid.org/0000-0002-4772-2161"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Reza Azad","raw_affiliation_strings":["RWTH Aachen University,Faculty of Electrical Engineering and Information Technology,Aachen,Germany,52074","Faculty of Electrical Engineering and Information Technology, RWTH Aachen University, Aachen 52074, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RWTH Aachen University,Faculty of Electrical Engineering and Information Technology,Aachen,Germany,52074","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Faculty of Electrical Engineering and Information Technology, RWTH Aachen University, Aachen 52074, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102497605","display_name":"Yiwei Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Yiwei Jia","raw_affiliation_strings":["RWTH Aachen University,Faculty of Electrical Engineering and Information Technology,Aachen,Germany,52074","Faculty of Electrical Engineering and Information Technology, RWTH Aachen University, Aachen 52074, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RWTH Aachen University,Faculty of Electrical Engineering and Information Technology,Aachen,Germany,52074","institution_ids":["https://openalex.org/I887968799"]},{"raw_affiliation_string":"Faculty of Electrical Engineering and Information Technology, RWTH Aachen University, Aachen 52074, Germany","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015411150","display_name":"Ehsan Khodapanah Aghdam","orcid":"https://orcid.org/0000-0002-2849-1070"},"institutions":[{"id":"https://openalex.org/I48379061","display_name":"Shahid Beheshti University","ror":"https://ror.org/0091vmj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I48379061"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ehsan Khodapanah Aghdam","raw_affiliation_strings":["Shahid Beheshti University,Department of Electrical Engineering,Tehran,Iran,1983969411","Department of Electrical Engineering, Shahid Beheshti University, Tehran 1983969411, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shahid Beheshti University,Department of Electrical Engineering,Tehran,Iran,1983969411","institution_ids":["https://openalex.org/I48379061"]},{"raw_affiliation_string":"Department of Electrical Engineering, Shahid Beheshti University, Tehran 1983969411, Iran","institution_ids":["https://openalex.org/I48379061"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009765322","display_name":"Julien Cohen\u2010Adad","orcid":"https://orcid.org/0000-0003-3662-9532"},"institutions":[{"id":"https://openalex.org/I1292859797","display_name":"Montreal Neurological Institute and Hospital","ror":"https://ror.org/05ghs6f64","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I1292859797"]},{"id":"https://openalex.org/I45683168","display_name":"Polytechnique Montr\u00e9al","ror":"https://ror.org/05f8d4e86","country_code":"CA","type":"education","lineage":["https://openalex.org/I45683168"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Julien Cohen-Adad","raw_affiliation_strings":["Institute of Biomedical Engineering, Polytechnique Montreal,NeuroPoly Lab,Montreal,Canada,H3T 1J4","NeuroPoly Lab, Institute of Biomedical Engineering, Polytechnique Montreal, Montreal H3T 1J4, Canada; Functional Neuroimaging Unit, CRIUGM, University of Montreal, Montreal H3T 1J4, Canada; MILA, Quebec AI Institute, Montreal H2S 3H1, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Biomedical Engineering, Polytechnique Montreal,NeuroPoly Lab,Montreal,Canada,H3T 1J4","institution_ids":["https://openalex.org/I45683168"]},{"raw_affiliation_string":"NeuroPoly Lab, Institute of Biomedical Engineering, Polytechnique Montreal, Montreal H3T 1J4, Canada; Functional Neuroimaging Unit, CRIUGM, University of Montreal, Montreal H3T 1J4, Canada; MILA, Quebec AI Institute, Montreal H2S 3H1, Canada","institution_ids":["https://openalex.org/I1292859797","https://openalex.org/I45683168"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064747056","display_name":"Dorit Merhof","orcid":"https://orcid.org/0000-0002-1672-2185"},"institutions":[{"id":"https://openalex.org/I120163777","display_name":"OTH Regensburg","ror":"https://ror.org/04b9vrm74","country_code":"DE","type":"education","lineage":["https://openalex.org/I120163777"]},{"id":"https://openalex.org/I4210137873","display_name":"Fraunhofer Institute for Digital Medicine","ror":"https://ror.org/04farme71","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137873","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I60668342","display_name":"University of Regensburg","ror":"https://ror.org/01eezs655","country_code":"DE","type":"education","lineage":["https://openalex.org/I60668342"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dorit Merhof","raw_affiliation_strings":["University of Regensburg,Faculty of Informatics and Data Science,Regensburg,Germany,93053","Faculty of Informatics and Data Science, University of Regensburg, Regensburg 93053, Germany; Fraunhofer Institute for Digital Medicine MEVIS, Bremen 28359, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Regensburg,Faculty of Informatics and Data Science,Regensburg,Germany,93053","institution_ids":["https://openalex.org/I120163777","https://openalex.org/I60668342"]},{"raw_affiliation_string":"Faculty of Informatics and Data Science, University of Regensburg, Regensburg 93053, Germany; Fraunhofer Institute for Digital Medicine MEVIS, Bremen 28359, Germany","institution_ids":["https://openalex.org/I4210137873","https://openalex.org/I60668342"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5623,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.89951951,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"11","issue":"5","first_page":"1079","last_page":"1095"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.7378000020980835,"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":0.7378000020980835,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5747493505477905},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5639137029647827},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5465710759162903},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4832111597061157},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4735395312309265},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4532304108142853},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.42632463574409485},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4126637578010559},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37738338112831116},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2146536409854889},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.0830945372581482}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5747493505477905},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5639137029647827},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5465710759162903},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4832111597061157},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4735395312309265},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4532304108142853},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.42632463574409485},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4126637578010559},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37738338112831116},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2146536409854889},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0830945372581482},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.26599/cvm.2025.9450407","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450407","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Computational Visual Media","raw_type":"journal-article"},{"id":"pmh:oai:publications.polymtl.ca:66624","is_oa":false,"landing_page_url":"https://publications.polymtl.ca/66624/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401013","display_name":"PolyPublie (\u00c9cole Polytechnique de Montr\u00e9al)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45683168","host_organization_name":"Polytechnique Montr\u00e9al","host_organization_lineage":["https://openalex.org/I45683168"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article de revue"},{"id":"pmh:oai:doaj.org/article:ab25a835636445f9bca8178b96782b42","is_oa":true,"landing_page_url":"https://doaj.org/article/ab25a835636445f9bca8178b96782b42","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Visual Media, Vol 11, Iss 5, Pp 1079-1095 (2025)","raw_type":"article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/499685","is_oa":true,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/499685","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":null,"raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.26599/cvm.2025.9450407","is_oa":true,"landing_page_url":"https://doi.org/10.26599/cvm.2025.9450407","pdf_url":null,"source":{"id":"https://openalex.org/S2487656537","display_name":"Computational Visual Media","issn_l":"2096-0433","issn":["2096-0433","2096-0662"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["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":"Computational Visual Media","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G654001274","display_name":"Ans\u00e4tze zur \u00dcberwindung der Datenknappheit im Bereich Deep Learning f\u00fcr die medizinische Bildverarbeitung","funder_award_id":"455548460","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4379231730","https://openalex.org/W3147584709","https://openalex.org/W4389858081","https://openalex.org/W2099421762","https://openalex.org/W2530546662","https://openalex.org/W2967030268","https://openalex.org/W2501551404","https://openalex.org/W4298131179","https://openalex.org/W2977677679","https://openalex.org/W1522196789"],"abstract_inverted_index":{"While":[0],"CNN-based":[1],"methods":[2],"have":[3],"been":[4],"the":[5,34,83,112,127,133,138,142,163,168,180,183,233],"cornerstone":[6],"of":[7,49,130,135,170,235],"medical":[8,70],"image":[9,71],"segmentation":[10,230],"due":[11],"to":[12,37,58,116,144,166,192,211,237],"their":[13],"promising":[14],"performance":[15],"and":[16,55,85,176,227],"robustness,":[17],"they":[18,32],"suffer":[19],"from":[20,173,219],"limitations":[21],"in":[22,82,97,111],"capturing":[23],"long-range":[24],"dependencies.":[25],"Transformer-based":[26],"approaches":[27],"are":[28],"currently":[29],"prevailing":[30],"since":[31],"enlarge":[33],"receptive":[35],"field":[36],"model":[38,143],"global":[39],"contextual":[40,88],"correlations.":[41],"To":[42],"further":[43],"extract":[44],"rich":[45],"representations,":[46],"some":[47],"extensions":[48],"U-Net":[50],"employ":[51],"multi-scale":[52,147],"feature":[53,92,171],"extraction":[54],"fusion":[56],"modules":[57,140],"obtain":[59],"improved":[60],"performance.":[61],"Inspired":[62],"by":[63],"this":[64,98],"idea,":[65],"we":[66,200],"propose":[67,201],"TransCeption":[68,236],"for":[69,90],"segmentation,":[72],"a":[73,87,146,150,193,202,220],"pure":[74],"transformer-based":[75],"U-shaped":[76],"network":[77],"incorporating":[78],"an":[79,156],"inception-like":[80],"module":[81,110,161],"encoder":[84,113],"adopting":[86],"bridge":[89,194],"better":[91],"fusion.":[93],"The":[94,107,122,240],"design":[95],"proposed":[96],"work":[99],"is":[100,114,242],"based":[101],"on":[102,179,225,245],"three":[103],"core":[104],"principles.":[105],"(i)":[106],"patch":[108],"merging":[109],"redesigned":[115],"use":[117],"ResInception":[118],"Patch":[119],"Merging":[120],"(RIPM).":[121],"MultiBranch":[123],"(MB)":[124],"transformer":[125,165],"has":[126],"same":[128],"number":[129],"branches":[131,175],"as":[132],"outputs":[134],"RIPM.":[136],"Combining":[137],"two":[139],"enables":[141],"capture":[145],"representation":[148],"within":[149],"single":[151],"stage.":[152],"(ii)":[153],"We":[154],"apply":[155],"Intra-stage":[157],"Feature":[158],"Fusion":[159],"(IFF)":[160],"following":[162],"MB":[164],"enhance":[167],"aggregation":[169],"maps":[172],"all":[174,187],"particularly":[177],"focus":[178],"interaction":[181],"between":[182,214],"different":[184,217],"channels":[185],"at":[186,216],"scales.":[188],"(iii)":[189],"In":[190],"contrast":[191],"that":[195,206],"only":[196],"contains":[197],"token-wise":[198],"self-attention,":[199],"Dual":[203],"Transformer":[204],"Bridge":[205],"also":[207],"includes":[208],"channel-wise":[209],"self-attention":[210],"exploit":[212],"correlations":[213],"scales":[215],"stages":[218],"dual":[221],"perspective.":[222],"Extensive":[223],"experiments":[224],"multi-organ":[226],"skin":[228],"lesion":[229],"tasks":[231],"show":[232],"superiority":[234],"previous":[238],"work.":[239],"code":[241],"publicly":[243],"available":[244],"GitHub.":[246]},"counts_by_year":[{"year":2026,"cited_by_count":6}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
