{"id":"https://openalex.org/W4400569726","doi":"https://doi.org/10.1007/s11042-024-19818-0","title":"Disaster assessment from social media using multimodal deep learning","display_name":"Disaster assessment from social media using multimodal deep learning","publication_year":2024,"publication_date":"2024-07-11","ids":{"openalex":"https://openalex.org/W4400569726","doi":"https://doi.org/10.1007/s11042-024-19818-0"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-024-19818-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-024-19818-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-024-19818-0.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11042-024-19818-0.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004645143","display_name":"Nisha P. Shetty","orcid":"https://orcid.org/0000-0002-4738-4713"},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nisha P. Shetty","raw_affiliation_strings":["Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India"],"raw_orcid":"https://orcid.org/0000-0002-4738-4713","affiliations":[{"raw_affiliation_string":"Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091937430","display_name":"Yash Bijalwan","orcid":"https://orcid.org/0009-0006-2812-8032"},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Yash Bijalwan","raw_affiliation_strings":["Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016300899","display_name":"Pranav Chaudhari","orcid":"https://orcid.org/0009-0008-2463-2447"},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pranav Chaudhari","raw_affiliation_strings":["Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053802758","display_name":"Jayashree Shetty","orcid":null},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jayashree Shetty","raw_affiliation_strings":["Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India","institution_ids":["https://openalex.org/I164861460"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030599123","display_name":"Balachandra Muniyal","orcid":null},"institutions":[{"id":"https://openalex.org/I164861460","display_name":"Manipal Academy of Higher Education","ror":"https://ror.org/02xzytt36","country_code":"IN","type":"education","lineage":["https://openalex.org/I164861460"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Balachandra Muniyal","raw_affiliation_strings":["Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, 576104, India","institution_ids":["https://openalex.org/I164861460"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":17.4069,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.99371016,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"84","issue":"18","first_page":"18829","last_page":"18854"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11121","display_name":"Public Relations and Crisis Communication","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11121","display_name":"Public Relations and Crisis Communication","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10747","display_name":"Disaster Management and Resilience","score":0.9866999983787537,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.9861999750137329,"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/computer-science","display_name":"Computer science","score":0.8770444393157959},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.5592329502105713},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5582383275032043},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.552600085735321},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5382506847381592},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.45194295048713684},{"id":"https://openalex.org/keywords/natural-disaster","display_name":"Natural disaster","score":0.44745582342147827},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.43359896540641785},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4129427671432495},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.381820410490036},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.32617878913879395},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.14938601851463318}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8770444393157959},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.5592329502105713},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5582383275032043},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.552600085735321},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5382506847381592},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.45194295048713684},{"id":"https://openalex.org/C166566181","wikidata":"https://www.wikidata.org/wiki/Q8065","display_name":"Natural disaster","level":2,"score":0.44745582342147827},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.43359896540641785},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4129427671432495},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.381820410490036},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.32617878913879395},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14938601851463318},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11042-024-19818-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-024-19818-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-024-19818-0.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11042-024-19818-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-024-19818-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-024-19818-0.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5799999833106995,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4400569726.pdf"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W2121879602","https://openalex.org/W2194775991","https://openalex.org/W2792198542","https://openalex.org/W2798683079","https://openalex.org/W2897198377","https://openalex.org/W2920820407","https://openalex.org/W2961472507","https://openalex.org/W2962784628","https://openalex.org/W2966905984","https://openalex.org/W2972687021","https://openalex.org/W3002511705","https://openalex.org/W3009260245","https://openalex.org/W3015811708","https://openalex.org/W3033691877","https://openalex.org/W3035207996","https://openalex.org/W3048744847","https://openalex.org/W3093051361","https://openalex.org/W3104186312","https://openalex.org/W3139191952","https://openalex.org/W3156213164","https://openalex.org/W3166154295","https://openalex.org/W3170414516","https://openalex.org/W3193983737","https://openalex.org/W3204868648","https://openalex.org/W4229069247","https://openalex.org/W4281660807","https://openalex.org/W4304693606","https://openalex.org/W4311463220","https://openalex.org/W4366085876","https://openalex.org/W4378083042","https://openalex.org/W4385215686","https://openalex.org/W4391909577","https://openalex.org/W4392903825"],"related_works":["https://openalex.org/W2185469136","https://openalex.org/W2011264131","https://openalex.org/W4306353150","https://openalex.org/W2026860389","https://openalex.org/W8219677","https://openalex.org/W3216879894","https://openalex.org/W2890132085","https://openalex.org/W2168054807","https://openalex.org/W2058990474","https://openalex.org/W3207883763"],"abstract_inverted_index":{"Abstract":[0],"Real-time":[1],"global":[2],"event":[3],"detection":[4],"particularly":[5],"catastrophic":[6],"events":[7],"has":[8,54],"benefited":[9],"significantly":[10],"due":[11],"to":[12,77,167,198],"the":[13,62,91,127,139,147,171,180,195],"ubiquitous":[14],"adoption":[15],"of":[16,35,93,122,160],"social":[17],"media":[18,30],"platforms":[19],"and":[20,25,46,75,83,106,115,124,129,153],"advancements":[21],"in":[22,99,126,146,163,188],"image":[23,60,82,154],"classification":[24],"natural":[26],"language":[27],"processing.":[28],"Social":[29],"is":[31,137],"a":[32,66,185],"rich":[33],"repository":[34],"multimedia":[36],"content":[37],"during":[38],"disasters,":[39],"encompassing":[40],"reports":[41],"on":[42,57,170],"casualties,":[43],"infrastructure":[44],"damage,":[45],"information":[47,102],"about":[48,161],"missing":[49],"individuals.":[50],"While":[51],"previous":[52],"research":[53],"predominantly":[55],"concentrated":[56],"textual":[58,105,152],"or":[59],"analysis,":[61,155],"proposed":[63,95,109],"study":[64,136],"presents":[65],"multimodal":[67],"middle":[68,96],"fusion":[69,97,117],"paradigm":[70,98],"that":[71,141,177],"includes":[72],"Cross-modal":[73],"attention":[74],"Self-attention":[76],"improve":[78],"learning":[79],"from":[80,103],"both":[81,104],"text":[84],"modalities.":[85],"Through":[86],"rigorous":[87],"experimentation,":[88],"we":[89],"validate":[90],"effectiveness":[92],"our":[94],"leveraging":[100],"complementary":[101],"visual":[107],"sources.The":[108],"intermediate":[110],"design":[111],"outperforms":[112,179],"current":[113],"late":[114],"early":[116],"structures,":[118],"achieving":[119],"an":[120,157],"accuracy":[121,165],"91.53%":[123],"91.07%":[125],"informativeness":[128],"disaster":[130],"type":[131],"recognition":[132],"categories,":[133],"respectively.":[134],"This":[135],"among":[138],"few":[140],"examine":[142],"all":[143],"three":[144],"tasks":[145],"CrisisMMD":[148],"dataset":[149],"by":[150,203],"combining":[151],"demonstrating":[156],"approximate":[158],"improvement":[159],"2%":[162],"prediction":[164,189],"compared":[166],"similar":[168],"studies":[169,175],"same":[172],"dataset.Additionally,":[173],"ablation":[174],"indicate":[176],"it":[178],"best-selected":[181],"unimodal":[182],"classifiers,":[183],"with":[184],"3-5%":[186],"increase":[187],"accuracies":[190],"across":[191],"various":[192],"tasks.":[193],"Thus,":[194],"method":[196],"aims":[197],"bolster":[199],"emergency":[200],"response":[201],"capabilities":[202],"offering":[204],"more":[205],"precise":[206],"insights":[207],"into":[208],"evolving":[209],"events.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":11}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}