{"id":"https://openalex.org/W4417470361","doi":"https://doi.org/10.1109/tmm.2025.3645632","title":"StereoMamba+: A Novel Stereo Image Super-Resolution Framework With Adaptive Dependency Capture and Enhanced Feature Fusion","display_name":"StereoMamba+: A Novel Stereo Image Super-Resolution Framework With Adaptive Dependency Capture and Enhanced Feature Fusion","publication_year":2025,"publication_date":"2025-12-18","ids":{"openalex":"https://openalex.org/W4417470361","doi":"https://doi.org/10.1109/tmm.2025.3645632"},"language":null,"primary_location":{"id":"doi:10.1109/tmm.2025.3645632","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2025.3645632","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"journal-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/A5059988761","display_name":"Zhenchao Ma","orcid":"https://orcid.org/0000-0002-5014-2918"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Zhenchao Ma","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada","Department of Electrical & Computer Engineering, the University of British Columbia, Vancouver, BC, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Department of Electrical & Computer Engineering, the University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013402157","display_name":"Hamid Reza Tohidypour","orcid":"https://orcid.org/0000-0003-0469-8410"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hamid Reza Tohidypour","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada","Department of Electrical & Computer Engineering, the University of British Columbia, Vancouver, BC, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Department of Electrical & Computer Engineering, the University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068915025","display_name":"Panos Nasiopoulos","orcid":"https://orcid.org/0000-0002-2654-8096"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Panos Nasiopoulos","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada","Department of Electrical & Computer Engineering, the University of British Columbia, Vancouver, BC, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Department of Electrical & Computer Engineering, the University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035919267","display_name":"Victor C. M. Leung","orcid":"https://orcid.org/0000-0003-3529-2640"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]},{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Victor C. M. Leung","raw_affiliation_strings":["Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada","College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5059988761"],"corresponding_institution_ids":["https://openalex.org/I141945490"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.4441818,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"28","issue":null,"first_page":"1873","last_page":"1883"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.8389999866485596,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.8389999866485596,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.0966000035405159,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.03229999914765358,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/stereo-image","display_name":"Stereo image","score":0.6215999722480774},{"id":"https://openalex.org/keywords/epipolar-geometry","display_name":"Epipolar geometry","score":0.5806000232696533},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.5196999907493591},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4997999966144562},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.47369998693466187},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.45249998569488525},{"id":"https://openalex.org/keywords/stereo-cameras","display_name":"Stereo cameras","score":0.42719998955726624},{"id":"https://openalex.org/keywords/computer-stereo-vision","display_name":"Computer stereo vision","score":0.4250999987125397},{"id":"https://openalex.org/keywords/stereopsis","display_name":"Stereopsis","score":0.38499999046325684},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3596999943256378}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8266000151634216},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7846999764442444},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6761000156402588},{"id":"https://openalex.org/C2987632653","wikidata":"https://www.wikidata.org/wiki/Q7611220","display_name":"Stereo image","level":3,"score":0.6215999722480774},{"id":"https://openalex.org/C23379248","wikidata":"https://www.wikidata.org/wiki/Q200904","display_name":"Epipolar geometry","level":3,"score":0.5806000232696533},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.5196999907493591},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4997999966144562},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.47369998693466187},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.45249998569488525},{"id":"https://openalex.org/C35861506","wikidata":"https://www.wikidata.org/wiki/Q17141434","display_name":"Stereo cameras","level":3,"score":0.42719998955726624},{"id":"https://openalex.org/C31451488","wikidata":"https://www.wikidata.org/wiki/Q5157586","display_name":"Computer stereo vision","level":3,"score":0.4250999987125397},{"id":"https://openalex.org/C68537008","wikidata":"https://www.wikidata.org/wiki/Q247932","display_name":"Stereopsis","level":2,"score":0.38499999046325684},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3596999943256378},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.35510000586509705},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3537999987602234},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.3327000141143799},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.32429999113082886},{"id":"https://openalex.org/C2776122016","wikidata":"https://www.wikidata.org/wiki/Q7611221","display_name":"Stereo imaging","level":2,"score":0.31700000166893005},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3095000088214874},{"id":"https://openalex.org/C185078393","wikidata":"https://www.wikidata.org/wiki/Q313783","display_name":"Stereo camera","level":2,"score":0.30630001425743103},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.295199990272522},{"id":"https://openalex.org/C171614847","wikidata":"https://www.wikidata.org/wiki/Q1262415","display_name":"Image rectification","level":4,"score":0.2851000130176544},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2808000147342682},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.2784999907016754},{"id":"https://openalex.org/C157202957","wikidata":"https://www.wikidata.org/wiki/Q1659609","display_name":"Image warping","level":2,"score":0.27379998564720154},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.2736999988555908},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2711000144481659},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.2703999876976013},{"id":"https://openalex.org/C166704113","wikidata":"https://www.wikidata.org/wiki/Q861092","display_name":"Image registration","level":3,"score":0.2696000039577484},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.26820001006126404},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.262800008058548},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.25209999084472656}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2025.3645632","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2025.3645632","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W2242218935","https://openalex.org/W2799046095","https://openalex.org/W2866634454","https://openalex.org/W2922435819","https://openalex.org/W2963372104","https://openalex.org/W2964101377","https://openalex.org/W2989676145","https://openalex.org/W3005533314","https://openalex.org/W3015396079","https://openalex.org/W3099671332","https://openalex.org/W3146873565","https://openalex.org/W3176231905","https://openalex.org/W3194389045","https://openalex.org/W3207616984","https://openalex.org/W3207918547","https://openalex.org/W4213185605","https://openalex.org/W4224313400","https://openalex.org/W4283069044","https://openalex.org/W4292829035","https://openalex.org/W4312728603","https://openalex.org/W4312869969","https://openalex.org/W4316022168","https://openalex.org/W4385413338","https://openalex.org/W4385801334","https://openalex.org/W4385805019","https://openalex.org/W4385815581","https://openalex.org/W4386083034","https://openalex.org/W4386266673","https://openalex.org/W4389610328","https://openalex.org/W4390706297","https://openalex.org/W4391696975","https://openalex.org/W4392909834","https://openalex.org/W4394938955","https://openalex.org/W4395097710","https://openalex.org/W4399039718","https://openalex.org/W4399618753","https://openalex.org/W4400810737","https://openalex.org/W4401725555","https://openalex.org/W4402917182","https://openalex.org/W4402952320","https://openalex.org/W4406611003","https://openalex.org/W4408352254"],"related_works":[],"abstract_inverted_index":{"Stereo":[0,174],"image":[1,7,24,59,93,210],"Super-Resolution":[2],"(SR)":[3],"aims":[4],"to":[5,35,73,97,158,190,218,226],"enhance":[6,168],"resolution":[8],"by":[9],"leveraging":[10],"complementary":[11],"information":[12],"in":[13,22,53,105,162],"stereo":[14,23,41,58,92,106,169,192,209],"pairs.":[15,107],"Convolutional":[16],"Neural":[17],"Networks":[18],"(CNNs),":[19],"widely":[20],"used":[21],"SR":[25,60,94,211],"for":[26,40,57],"their":[27,63],"strong":[28],"local":[29,101,130],"pattern":[30],"extraction":[31],"capabilities,":[32],"often":[33],"fail":[34],"capture":[36,99,159],"long-range":[37,55],"dependencies":[38,56,104],"critical":[39],"correspondence.":[42],"On":[43],"the":[44,69,109,163],"other":[45],"hand,":[46],"Swin":[47],"Transformers":[48],"have":[49],"demonstrated":[50],"superior":[51],"performance":[52,204],"modeling":[54],"tasks.":[61],"However,":[62],"computational":[64,81,134],"complexity":[65],"scales":[66],"quadratically":[67],"with":[68],"window":[70],"size,":[71],"leading":[72],"a":[74,90,137,151,173],"trade-off":[75],"between":[76],"global":[77,103,128,160],"receptive":[78],"fields":[79],"and":[80,102,126,129,147,150,186,207],"efficiency.":[82],"To":[83,166],"tackle":[84],"these":[85],"challenges,":[86],"we":[87,171],"propose":[88],"StereoMamba+,":[89],"novel":[91],"method":[95,201],"designed":[96],"adaptively":[98],"both":[100,184],"Leveraging":[108],"Mamba":[110],"architecture":[111],"as":[112],"its":[113],"backbone,":[114],"StereoMamba+":[115,200],"integrates":[116],"an":[117],"Adaptive":[118],"State":[119],"Space":[120],"Module":[121,178],"(ASSM)":[122],"that":[123,197],"efficiently":[124],"extracts":[125],"fuses":[127],"features,":[131],"maintaining":[132,221],"linear":[133],"complexity.":[135],"Additionally,":[136],"Gated":[138],"Enhanced":[139],"Feed-Forward":[140],"Network":[141],"(GEFN)":[142],"selectively":[143],"amplifies":[144],"essential":[145],"features":[146,161,182],"depth":[148],"cues,":[149],"Residual":[152],"Frequency":[153],"Block":[154],"(RFB)":[155],"is":[156],"employed":[157],"frequency":[164],"domain.":[165],"further":[167],"correspondence,":[170],"introduce":[172],"Bi-Directional":[175],"Cross":[176],"Attention":[177],"(SBCAM),":[179],"aligning":[180],"unique":[181],"along":[183],"horizontal":[185],"vertical":[187],"epipolar":[188],"lines":[189],"improve":[191],"consistency.":[193],"Extensive":[194],"experiments":[195],"demonstrate":[196],"our":[198],"proposed":[199],"achieves":[202],"state-of-the-art":[203],"on":[205],"2\u00d7":[206],"4\u00d7":[208],"tasks,":[212],"delivering":[213],"PSNR":[214],"improvements":[215],"of":[216],"up":[217],"0.45dB,":[219],"while":[220],"competitive":[222],"parameter":[223],"efficiency":[224],"compared":[225],"existing":[227],"methods.":[228]},"counts_by_year":[],"updated_date":"2026-03-09T07:00:12.390032","created_date":"2025-12-18T00:00:00"}