{"id":"https://openalex.org/W7212373739","doi":"https://doi.org/10.1007/s00530-026-02663-6","title":"MMNet: multi-scale VSSM and masked image reconstruction network for robust crowd counting","display_name":"MMNet: multi-scale VSSM and masked image reconstruction network for robust crowd counting","publication_year":2026,"publication_date":"2026-09-12","ids":{"openalex":"https://openalex.org/W7212373739","doi":"https://doi.org/10.1007/s00530-026-02663-6"},"language":"en","primary_location":{"id":"doi:10.1007/s00530-026-02663-6","doi":"https://doi.org/10.1007/s00530-026-02663-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00530-026-02663-6","pdf_url":null,"source":{"id":"https://openalex.org/S112262039","display_name":"Multimedia Systems","issn_l":"0942-4962","issn":["0942-4962","1432-1882"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-c","cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Systems","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W7212373739"],"child_works_count":0,"type":"article","is_traditional":true,"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/A5126393444","display_name":"Mingjun Liu","orcid":"https://orcid.org/0009-0003-7913-537X","observed_orcids":["https://orcid.org/0009-0003-7913-537X"]},"institutions":[{"id":"https://openalex.org/I165225704","display_name":"Xizang Minzu University","ror":"https://ror.org/042170a43","country_code":"CN","type":"education","lineage":["https://openalex.org/I165225704"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingjun Liu","raw_affiliation_strings":["School of Cyber Science and Engineering, Xizang Minzu University, Xianyang, 712082, Shaanxi, China"],"raw_orcid":"https://orcid.org/0009-0003-7913-537X","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Xizang Minzu University, Xianyang, 712082, Shaanxi, China","institution_ids":["https://openalex.org/I165225704"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100450829","display_name":"Shuyu Wang","orcid":"https://orcid.org/0000-0002-0032-3868","observed_orcids":["https://orcid.org/0000-0002-0032-3868"]},"institutions":[{"id":"https://openalex.org/I165225704","display_name":"Xizang Minzu University","ror":"https://ror.org/042170a43","country_code":"CN","type":"education","lineage":["https://openalex.org/I165225704"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuyu Wang","raw_affiliation_strings":["School of Cyber Science and Engineering, Xizang Minzu University, Xianyang, 712082, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Xizang Minzu University, Xianyang, 712082, Shaanxi, China","institution_ids":["https://openalex.org/I165225704"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102560806","display_name":"Junfang Song","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I165225704","display_name":"Xizang Minzu University","ror":"https://ror.org/042170a43","country_code":"CN","type":"education","lineage":["https://openalex.org/I165225704"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junfang Song","raw_affiliation_strings":["School of Cyber Science and Engineering, Xizang Minzu University, Xianyang, 712082, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Xizang Minzu University, Xianyang, 712082, Shaanxi, China","institution_ids":["https://openalex.org/I165225704"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139856790","display_name":"Xin Zhang","orcid":"https://orcid.org/0009-0002-7168-3024","observed_orcids":["https://orcid.org/0009-0002-7168-3024"]},"institutions":[{"id":"https://openalex.org/I165225704","display_name":"Xizang Minzu University","ror":"https://ror.org/042170a43","country_code":"CN","type":"education","lineage":["https://openalex.org/I165225704"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Zhang","raw_affiliation_strings":["School of Cyber Science and Engineering, Xizang Minzu University, Xianyang, 712082, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Xizang Minzu University, Xianyang, 712082, Shaanxi, China","institution_ids":["https://openalex.org/I165225704"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024288681","display_name":"Sinuo Fan","orcid":"https://orcid.org/0009-0006-6924-3352","observed_orcids":["https://orcid.org/0009-0006-6924-3352"]},"institutions":[{"id":"https://openalex.org/I165225704","display_name":"Xizang Minzu University","ror":"https://ror.org/042170a43","country_code":"CN","type":"education","lineage":["https://openalex.org/I165225704"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sinuo Fan","raw_affiliation_strings":["School of Cyber Science and Engineering, Xizang Minzu University, Xianyang, 712082, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Xizang Minzu University, Xianyang, 712082, Shaanxi, China","institution_ids":["https://openalex.org/I165225704"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100450829"],"corresponding_institution_ids":["https://openalex.org/I165225704"],"apc_list":{"value":3490,"currency":"USD","value_usd":3490},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"32","issue":"9","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.7383000254631042,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.7383000254631042,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.23600000143051147,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.00279999990016222,"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/crowd-counting","display_name":"crowd counting","score":0.996999979019165},{"id":"https://openalex.org/keywords/visual-state-space-model","display_name":"visual state space model","score":0.9549999833106995},{"id":"https://openalex.org/keywords/multiscale-feature-fusion","display_name":"multi-scale feature fusion","score":0.8759999871253967},{"id":"https://openalex.org/keywords/self-supervised-learning","display_name":"self-supervised learning","score":0.8700000047683716},{"id":"https://openalex.org/keywords/occlusion-robustness","display_name":"occlusion robustness","score":0.8420000076293945},{"id":"https://openalex.org/keywords/selective-scanning","display_name":"selective scanning","score":0.6269999742507935},{"id":"https://openalex.org/keywords/computational-efficiency","display_name":"computational efficiency","score":0.5809999704360962},{"id":"https://openalex.org/keywords/global-receptive-field","display_name":"global receptive field","score":0.33399999141693115}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8087000250816345},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7976999878883362},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6133999824523926},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5343000292778015},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.43389999866485596},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.41839998960494995},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.373199999332428},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.3691999912261963},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3682999908924103},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.36090001463890076},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3359000086784363},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.3328000009059906},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3278999924659729},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.31540000438690186},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3003999888896942},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.28519999980926514},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.27160000801086426},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.2709999978542328},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.25589999556541443},{"id":"https://openalex.org/C159694833","wikidata":"https://www.wikidata.org/wiki/Q2321565","display_name":"Iterative method","level":2,"score":0.25380000472068787}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00530-026-02663-6","doi":"https://doi.org/10.1007/s00530-026-02663-6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00530-026-02663-6","pdf_url":null,"source":{"id":"https://openalex.org/S112262039","display_name":"Multimedia Systems","issn_l":"0942-4962","issn":["0942-4962","1432-1882"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","ccf-c","cwts-core","dongbi-d","jufo-1","ki-jl-1","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W1910776219","https://openalex.org/W2463631526","https://openalex.org/W2883929025","https://openalex.org/W2886443245","https://openalex.org/W2948513880","https://openalex.org/W2964209782","https://openalex.org/W2967069910","https://openalex.org/W3015977732","https://openalex.org/W3025034108","https://openalex.org/W3081099313","https://openalex.org/W3138808092","https://openalex.org/W3189653508","https://openalex.org/W3194523157","https://openalex.org/W3203495278","https://openalex.org/W3213348364","https://openalex.org/W4213188933","https://openalex.org/W4220842679","https://openalex.org/W4223488570","https://openalex.org/W4225264236","https://openalex.org/W4226282018","https://openalex.org/W4226360223","https://openalex.org/W4291424176","https://openalex.org/W4292859076","https://openalex.org/W4307203027","https://openalex.org/W4372311780","https://openalex.org/W4377101865","https://openalex.org/W4385252090","https://openalex.org/W4386025880","https://openalex.org/W4388469838","https://openalex.org/W4388469878","https://openalex.org/W4390874814","https://openalex.org/W4391350360","https://openalex.org/W4392555648","https://openalex.org/W4393171259","https://openalex.org/W4393285834","https://openalex.org/W4397008643","https://openalex.org/W4399241238","https://openalex.org/W4401326156","https://openalex.org/W4401694694","https://openalex.org/W4401831921","https://openalex.org/W4401852625","https://openalex.org/W4402726935","https://openalex.org/W4402952320","https://openalex.org/W4403674740","https://openalex.org/W4403935069","https://openalex.org/W4406676608","https://openalex.org/W4406857697","https://openalex.org/W4406859323","https://openalex.org/W4409291850","https://openalex.org/W4409326045","https://openalex.org/W4410030370","https://openalex.org/W4410393176","https://openalex.org/W4410616445","https://openalex.org/W4410915127","https://openalex.org/W4413144809","https://openalex.org/W4414298178","https://openalex.org/W4414590123","https://openalex.org/W4415796023","https://openalex.org/W4415798456","https://openalex.org/W4415959188","https://openalex.org/W4417470564","https://openalex.org/W7160652039"],"related_works":["https://openalex.org/W3156548163","https://openalex.org/W7203833460","https://openalex.org/W7118194598","https://openalex.org/W4214748560","https://openalex.org/W7221810307","https://openalex.org/W4205830817","https://openalex.org/W4301184482","https://openalex.org/W3032910121","https://openalex.org/W4387012193","https://openalex.org/W3126997258"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-09-13T00:00:00"}