{"id":"https://openalex.org/W4403635754","doi":"https://doi.org/10.1109/tip.2024.3482189","title":"Sparse Coding Inspired LSTM and Self-Attention Integration for Medical Image Segmentation","display_name":"Sparse Coding Inspired LSTM and Self-Attention Integration for Medical Image Segmentation","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403635754","doi":"https://doi.org/10.1109/tip.2024.3482189","pmid":"https://pubmed.ncbi.nlm.nih.gov/39437296"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2024.3482189","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2024.3482189","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5044758681","display_name":"Zexuan Ji","orcid":"https://orcid.org/0000-0003-1665-0270"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zexuan Ji","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-1665-0270","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007505678","display_name":"Shunlong Ye","orcid":"https://orcid.org/0009-0003-0008-4988"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shunlong Ye","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0003-0008-4988","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017254269","display_name":"Xiao Ma","orcid":"https://orcid.org/0000-0002-1842-5029"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Ma","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-1842-5029","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5044758681"],"corresponding_institution_ids":["https://openalex.org/I36399199"],"apc_list":null,"apc_paid":null,"fwci":1.9046,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.87496338,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"33","issue":null,"first_page":"6098","last_page":"6113"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9097999930381775,"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":0.9097999930381775,"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/image-segmentation","display_name":"Image segmentation","score":0.6959102749824524},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6699627041816711},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6681653261184692},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5412381291389465},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.49547064304351807},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.48731836676597595},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.457663357257843},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4399120509624481},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.40518394112586975},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17014038562774658}],"concepts":[{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6959102749824524},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6699627041816711},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6681653261184692},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5412381291389465},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.49547064304351807},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.48731836676597595},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.457663357257843},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4399120509624481},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.40518394112586975},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17014038562774658},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016208","descriptor_name":"Databases, Factual","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D044962","descriptor_name":"Data Compression","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D044962","descriptor_name":"Data Compression","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D044962","descriptor_name":"Data Compression","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D044962","descriptor_name":"Data Compression","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2024.3482189","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2024.3482189","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},{"id":"pmid:39437296","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39437296","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2979113009","display_name":null,"funder_award_id":"62072241","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":88,"referenced_works":["https://openalex.org/W1507780841","https://openalex.org/W1550071438","https://openalex.org/W1689711448","https://openalex.org/W1901129140","https://openalex.org/W1980454827","https://openalex.org/W2008359794","https://openalex.org/W2029115635","https://openalex.org/W2064675550","https://openalex.org/W2132504201","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2319319550","https://openalex.org/W2417807929","https://openalex.org/W2466763797","https://openalex.org/W2526842628","https://openalex.org/W2531409750","https://openalex.org/W2561238782","https://openalex.org/W2618587140","https://openalex.org/W2763160469","https://openalex.org/W2788495591","https://openalex.org/W2788906943","https://openalex.org/W2794825826","https://openalex.org/W2799597343","https://openalex.org/W2883190781","https://openalex.org/W2884436604","https://openalex.org/W2891278843","https://openalex.org/W2921406441","https://openalex.org/W2963946669","https://openalex.org/W2968857032","https://openalex.org/W3013198566","https://openalex.org/W3087644100","https://openalex.org/W3095207884","https://openalex.org/W3097282414","https://openalex.org/W3102785203","https://openalex.org/W3104061658","https://openalex.org/W3127751679","https://openalex.org/W3133281654","https://openalex.org/W3134390471","https://openalex.org/W3148874463","https://openalex.org/W3166409449","https://openalex.org/W3171488657","https://openalex.org/W3212933375","https://openalex.org/W4211031152","https://openalex.org/W4211186538","https://openalex.org/W4226068227","https://openalex.org/W4283789746","https://openalex.org/W4287225564","https://openalex.org/W4294226146","https://openalex.org/W4294691359","https://openalex.org/W4295915728","https://openalex.org/W4297847477","https://openalex.org/W4312568229","https://openalex.org/W4317748844","https://openalex.org/W4319216049","https://openalex.org/W4319300365","https://openalex.org/W4319300502","https://openalex.org/W4321232185","https://openalex.org/W4324030711","https://openalex.org/W4361807184","https://openalex.org/W4363650233","https://openalex.org/W4385245566","https://openalex.org/W4387055738","https://openalex.org/W4387430177","https://openalex.org/W4387799461","https://openalex.org/W4387799704","https://openalex.org/W4389524555","https://openalex.org/W4390204489","https://openalex.org/W4390871945","https://openalex.org/W4390874575","https://openalex.org/W4391109864","https://openalex.org/W4391759498","https://openalex.org/W4391770602","https://openalex.org/W4392240693","https://openalex.org/W4392405525","https://openalex.org/W4392883897","https://openalex.org/W4393118434","https://openalex.org/W4394708938","https://openalex.org/W4401751299","https://openalex.org/W4401819803","https://openalex.org/W6719948980","https://openalex.org/W6730179637","https://openalex.org/W6843492781","https://openalex.org/W6848376745","https://openalex.org/W6854203514","https://openalex.org/W6856968270","https://openalex.org/W6857094047","https://openalex.org/W6863311094","https://openalex.org/W6865518848"],"related_works":["https://openalex.org/W4379231730","https://openalex.org/W4389858081","https://openalex.org/W2501551404","https://openalex.org/W4298131179","https://openalex.org/W2113201962","https://openalex.org/W4385583601","https://openalex.org/W4395685956","https://openalex.org/W2799953226","https://openalex.org/W4398146871","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Accurate":[0],"and":[1,14,37,94,105,133,167,193],"automatic":[2],"segmentation":[3,203],"of":[4,29,72,87,116],"medical":[5,195,201],"images":[6],"plays":[7],"an":[8],"essential":[9],"role":[10],"in":[11,47,156],"clinical":[12],"diagnosis":[13],"analysis.":[15],"It":[16,83],"has":[17],"been":[18,42,58],"established":[19],"that":[20,121,146,206,229],"integrating":[21],"contextual":[22,233],"relationships":[23],"substantially":[24],"enhances":[25],"the":[26,70,114,148,152,183],"representational":[27],"ability":[28,128],"neural":[30,186],"networks.":[31],"Conventionally,":[32],"Long":[33],"Short-Term":[34],"Memory":[35],"(LSTM)":[36],"Self-Attention":[38],"(SA)":[39],"mechanisms":[40,55],"have":[41,56,230],"recognized":[43],"for":[44,90,102,189],"their":[45],"proficiency":[46],"capturing":[48],"global":[49,135,165],"dependencies":[50,166],"within":[51],"data.":[52],"However,":[53],"these":[54],"typically":[57],"viewed":[59],"as":[60,79],"distinct":[61,157],"modules":[62,145,178,209],"without":[63,172],"a":[64,80],"direct":[65],"linkage.":[66],"This":[67,109],"paper":[68],"presents":[69],"integration":[71],"LSTM":[73,88,153,160],"design":[74,155],"with":[75,170],"SA":[76,149,171],"sparse":[77,118,131],"coding":[78,119,132],"key":[81],"innovation.":[82],"uses":[84],"linear":[85],"combinations":[86],"states":[89],"SA's":[91,127],"query,":[92],"key,":[93],"value":[95],"(QKV)":[96],"matrices":[97],"to":[98,112,129,161],"leverage":[99],"LSTM's":[100],"capability":[101],"state":[103,154],"compression":[104],"historical":[106],"data":[107],"retention.":[108],"approach":[110],"aims":[111],"rectify":[113],"shortcomings":[115],"conventional":[117],"methods":[120],"overlook":[122],"temporal":[123],"information,":[124],"thereby":[125],"enhancing":[126],"do":[130],"capture":[134],"dependencies.":[136],"Building":[137],"upon":[138],"this":[139],"premise,":[140],"we":[141],"introduce":[142],"two":[143],"innovative":[144],"weave":[147],"matrix":[150],"into":[151,182],"manners,":[158],"enabling":[159],"more":[162],"adeptly":[163],"model":[164],"meld":[168],"seamlessly":[169],"accruing":[173],"extra":[174],"computational":[175],"demands.":[176],"Both":[177],"are":[179],"separately":[180],"embedded":[181],"U-shaped":[184],"convolutional":[185],"network":[187],"architecture":[188],"handling":[190],"both":[191],"2D":[192],"3D":[194],"images.":[196],"Experimental":[197],"evaluations":[198],"on":[199,213,227],"downstream":[200],"image":[202],"tasks":[204],"reveal":[205],"our":[207],"proposed":[208],"not":[210],"only":[211],"excel":[212],"four":[214],"extensively":[215],"utilized":[216],"datasets":[217],"across":[218],"various":[219],"baselines":[220,228],"but":[221],"also":[222],"enhance":[223],"prediction":[224],"accuracy,":[225],"even":[226],"already":[231],"incorporated":[232],"modules.":[234],"Code":[235],"is":[236],"available":[237],"at":[238],"https://github.com/yeshunlong/SALSTM.":[239]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}