{"id":"https://openalex.org/W4406238235","doi":"https://doi.org/10.1109/bibm62325.2024.10822037","title":"SSD-MIR: Towards Medical Image Restoration With Structured Visual State Space Duality","display_name":"SSD-MIR: Towards Medical Image Restoration With Structured Visual State Space Duality","publication_year":2024,"publication_date":"2024-12-03","ids":{"openalex":"https://openalex.org/W4406238235","doi":"https://doi.org/10.1109/bibm62325.2024.10822037"},"language":"en","primary_location":{"id":"doi:10.1109/bibm62325.2024.10822037","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822037","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","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/A5073302114","display_name":"Binghong Chen","orcid":"https://orcid.org/0000-0001-9090-3489"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Binghong Chen","raw_affiliation_strings":["Harbin Institute of Technology,School of Mathematics School of Computer Science and Technology,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Mathematics School of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047615206","display_name":"Zhengqian Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengqian Zhang","raw_affiliation_strings":["Harbin Institute of Technology,School of Mathematics School of Computer Science and Technology,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Mathematics School of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115694856","display_name":"Haiyu Wang","orcid":"https://orcid.org/0000-0002-6712-3078"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiyu Wang","raw_affiliation_strings":["Harbin Institute of Technology,Department of Fundamental Education,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,Department of Fundamental Education,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057697869","display_name":"Tao Yu","orcid":"https://orcid.org/0000-0002-0143-261X"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tianshuo Yu","raw_affiliation_strings":["University of Glasgow,James Watt School of Engineering,Glasgow,United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Glasgow,James Watt School of Engineering,Glasgow,United Kingdom","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100776546","display_name":"Dong Wang","orcid":"https://orcid.org/0000-0002-1511-9499"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Wang","raw_affiliation_strings":["Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101549365","display_name":"Jialiang Wang","orcid":"https://orcid.org/0009-0002-6523-0213"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jialiang Wang","raw_affiliation_strings":["Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053733327","display_name":"Junjun Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjun Ren","raw_affiliation_strings":["Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Computer Science and Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009730904","display_name":"Yongzhuang Liu","orcid":"https://orcid.org/0000-0002-2572-7420"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongzhuang Liu","raw_affiliation_strings":["Harbin Institute of Technology,School of Computer Science and Technology School of Mathematics,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Computer Science and Technology School of Mathematics,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049542745","display_name":"Wei Jiang","orcid":"https://orcid.org/0000-0002-1049-7239"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Jiang","raw_affiliation_strings":["Harbin Institute of Technology,School of Computer Science and Technology School of Mathematics,Harbin,China"],"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,School of Computer Science and Technology School of Mathematics,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5073302114"],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26058145,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5187","last_page":"5193"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.989799976348877,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.989799976348877,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9785000085830688,"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":0.9663000106811523,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/duality","display_name":"Duality (order theory)","score":0.7220263481140137},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6345378160476685},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5238621234893799},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5049563050270081},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.485739529132843},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43804770708084106},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.41010066866874695},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.3783372938632965},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.25365132093429565},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1766616404056549},{"id":"https://openalex.org/keywords/pure-mathematics","display_name":"Pure mathematics","score":0.14770469069480896},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.084766685962677}],"concepts":[{"id":"https://openalex.org/C2778023678","wikidata":"https://www.wikidata.org/wiki/Q554403","display_name":"Duality (order theory)","level":2,"score":0.7220263481140137},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6345378160476685},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5238621234893799},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5049563050270081},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.485739529132843},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43804770708084106},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.41010066866874695},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3783372938632965},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.25365132093429565},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1766616404056549},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.14770469069480896},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.084766685962677}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm62325.2024.10822037","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm62325.2024.10822037","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.7599999904632568,"display_name":"Sustainable cities and communities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327280","display_name":"Heilongjiang Provincial Science and Technology Department","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1885185971","https://openalex.org/W2056370875","https://openalex.org/W2103559027","https://openalex.org/W2126926806","https://openalex.org/W2150134853","https://openalex.org/W2508457857","https://openalex.org/W2527841944","https://openalex.org/W2946539594","https://openalex.org/W2963091558","https://openalex.org/W2963372104","https://openalex.org/W3136736661","https://openalex.org/W3202223141","https://openalex.org/W3202624106","https://openalex.org/W3204971388","https://openalex.org/W3207918547","https://openalex.org/W4225672218","https://openalex.org/W4312373367","https://openalex.org/W4312812783","https://openalex.org/W4312820606","https://openalex.org/W4313261772","https://openalex.org/W4322622372","https://openalex.org/W4385245566","https://openalex.org/W4388035146","https://openalex.org/W4402952320","https://openalex.org/W6762030719","https://openalex.org/W6803444062","https://openalex.org/W6859298233","https://openalex.org/W6861342692","https://openalex.org/W6868789466"],"related_works":["https://openalex.org/W2357322570","https://openalex.org/W2997591215","https://openalex.org/W2227541280","https://openalex.org/W2593555778","https://openalex.org/W4253372294","https://openalex.org/W2029783634","https://openalex.org/W88297779","https://openalex.org/W2974904990","https://openalex.org/W2365681766","https://openalex.org/W2393963626"],"abstract_inverted_index":{"In":[0,156],"the":[1,24,75,104,129,147,157,188,205,223,228,231],"field":[2],"of":[3,106,174,207,235],"Medical":[4],"image":[5,219],"processing,":[6],"Transformers":[7],"and":[8,14,31,66,91,117,125,145,152,178,210,222,233],"CNNs":[9],"bring":[10],"filter-based":[11],"local":[12],"sensing":[13],"attention-based":[15],"global":[16],"modelling,":[17],"which":[18],"strengthened":[19],"their":[20],"dominant":[21],"position.":[22],"However,":[23],"scales":[25],"required":[26],"in":[27,44,48,201],"different":[28],"applications":[29],"vary,":[30],"improper":[32],"usage":[33,206],"or":[34],"selection":[35],"on":[36,216],"models":[37],"can":[38],"lead":[39],"to":[40,70,134,141,186,227],"performance":[41],"decrease,":[42],"resulting":[43],"more":[45],"serious":[46],"consequences":[47],"downstream":[49],"tasks.":[50],"The":[51,78,195],"recent":[52],"advanced":[53],"Structured":[54],"State":[55],"Space":[56],"Model":[57],"has":[58],"shown":[59],"its":[60,83],"potential":[61],"as":[62,171],"a":[63,100],"baseline":[64],"model,":[65,137],"is":[67,139,165,184,199],"further":[68],"proved":[69],"maintaining":[71],"implicit":[72],"duality":[73,109],"with":[74,87,204],"attention":[76],"mechanism,":[77],"corresponding":[79,196],"model":[80,142],"Mamba2":[81],"shows":[82],"long-range":[84,143],"modelling":[85],"ability":[86],"optimized":[88,180],"long-term":[89],"memory":[90],"linear":[92],"computational":[93],"complexity.In":[94],"this":[95],"paper,":[96],"we":[97],"propose":[98],"SSD-MIR,":[99],"novel":[101],"architecture":[102],"leveraging":[103],"advantages":[105],"state":[107,191],"space":[108,192],"mechanism.":[110],"SSD-MIR":[111],"includes":[112],"three":[113,130],"parts:":[114],"input":[115,151],"projection":[116,124],"feature":[118,121,126,160,169],"representation,":[119],"deep":[120,159],"transformation,":[122],"output":[123,154],"inversion.":[127],"With":[128],"components":[131],"sequentially":[132],"connected":[133],"form":[135,187],"our":[136,236],"it":[138],"able":[140],"dependencies":[144],"learn":[146],"mapping":[148,170],"between":[149],"low-quality":[150],"high-quality":[153],"simultaneously.":[155],"main":[158],"transformation":[161],"part,":[162],"depthwise":[163],"convolution":[164],"used":[166],"for":[167],"additional":[168],"an":[172,179],"alternative":[173],"1D":[175],"causal":[176],"convolution,":[177],"quad-direction":[181],"scanning":[182],"mechanism":[183],"implemented":[185],"overall":[189],"2D":[190],"dual":[193],"module.":[194],"wrapper":[197],"module":[198],"built":[200],"MetaFormer":[202],"style":[203],"residual":[208],"connection":[209],"LayerNorm.":[211],"We":[212],"perform":[213],"extensive":[214],"experiments":[215],"multiple":[217],"medical":[218],"restoration":[220],"tasks,":[221],"results":[224],"are":[225],"superior":[226],"state-of-the-arts,":[229],"demonstrating":[230],"strength":[232],"efficacy":[234],"model.":[237]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
