{"id":"https://openalex.org/W3152475593","doi":"https://doi.org/10.1109/asonam49781.2020.9381294","title":"Deep Learning Benchmarks and Datasets for Social Media Image Classification for Disaster Response","display_name":"Deep Learning Benchmarks and Datasets for Social Media Image Classification for Disaster Response","publication_year":2020,"publication_date":"2020-12-07","ids":{"openalex":"https://openalex.org/W3152475593","doi":"https://doi.org/10.1109/asonam49781.2020.9381294","mag":"3152475593"},"language":"en","primary_location":{"id":"doi:10.1109/asonam49781.2020.9381294","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asonam49781.2020.9381294","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)","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/A5053436179","display_name":"Firoj Alam","orcid":"https://orcid.org/0000-0001-7172-1997"},"institutions":[{"id":"https://openalex.org/I1301390666","display_name":"Qatar Airways (Qatar)","ror":"https://ror.org/01hx00y13","country_code":"QA","type":"company","lineage":["https://openalex.org/I1301390666"]}],"countries":["QA"],"is_corresponding":true,"raw_author_name":"Firoj Alam","raw_affiliation_strings":["Qatar Computing Research Institute, HBKU, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Qatar Computing Research Institute, HBKU, Doha, Qatar","institution_ids":["https://openalex.org/I1301390666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091382678","display_name":"Ferda Ofli","orcid":"https://orcid.org/0000-0003-3918-3230"},"institutions":[{"id":"https://openalex.org/I1301390666","display_name":"Qatar Airways (Qatar)","ror":"https://ror.org/01hx00y13","country_code":"QA","type":"company","lineage":["https://openalex.org/I1301390666"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Ferda Ofli","raw_affiliation_strings":["Qatar Computing Research Institute, HBKU, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Qatar Computing Research Institute, HBKU, Doha, Qatar","institution_ids":["https://openalex.org/I1301390666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100643225","display_name":"Muhammad Imran","orcid":"https://orcid.org/0000-0001-7882-5502"},"institutions":[{"id":"https://openalex.org/I1301390666","display_name":"Qatar Airways (Qatar)","ror":"https://ror.org/01hx00y13","country_code":"QA","type":"company","lineage":["https://openalex.org/I1301390666"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Muhammad Imran","raw_affiliation_strings":["Qatar Computing Research Institute, HBKU, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Qatar Computing Research Institute, HBKU, Doha, Qatar","institution_ids":["https://openalex.org/I1301390666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045927406","display_name":"Md Tanvirul Alam","orcid":"https://orcid.org/0000-0003-4284-2743"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tanvirul Alam","raw_affiliation_strings":["BJIT Limited, Dhaka, Bangladesh"],"affiliations":[{"raw_affiliation_string":"BJIT Limited, Dhaka, Bangladesh","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085450033","display_name":"Umair Qazi","orcid":"https://orcid.org/0000-0002-2448-9694"},"institutions":[{"id":"https://openalex.org/I1301390666","display_name":"Qatar Airways (Qatar)","ror":"https://ror.org/01hx00y13","country_code":"QA","type":"company","lineage":["https://openalex.org/I1301390666"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Umair Qazi","raw_affiliation_strings":["Qatar Computing Research Institute, HBKU, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Qatar Computing Research Institute, HBKU, Doha, Qatar","institution_ids":["https://openalex.org/I1301390666"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5053436179"],"corresponding_institution_ids":["https://openalex.org/I1301390666"],"apc_list":null,"apc_paid":null,"fwci":12.5798,"has_fulltext":false,"cited_by_count":77,"citation_normalized_percentile":{"value":0.98653175,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"151","last_page":"158"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11121","display_name":"Public Relations and Crisis Communication","score":0.9968000054359436,"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":0.9968000054359436,"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":0.9890000224113464,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9861999750137329,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.84416264295578},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7428529262542725},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6976569890975952},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.666163444519043},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6033148169517517},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5743901133537292},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5159943103790283},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4666941463947296},{"id":"https://openalex.org/keywords/damages","display_name":"Damages","score":0.4421462416648865},{"id":"https://openalex.org/keywords/informatics","display_name":"Informatics","score":0.43218836188316345},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.0977506935596466}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.84416264295578},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7428529262542725},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6976569890975952},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.666163444519043},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6033148169517517},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5743901133537292},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5159943103790283},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4666941463947296},{"id":"https://openalex.org/C2777381055","wikidata":"https://www.wikidata.org/wiki/Q308922","display_name":"Damages","level":2,"score":0.4421462416648865},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.43218836188316345},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0977506935596466},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/asonam49781.2020.9381294","is_oa":false,"landing_page_url":"https://doi.org/10.1109/asonam49781.2020.9381294","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7699999809265137,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W641710284","https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W1861492603","https://openalex.org/W1934362406","https://openalex.org/W2015725037","https://openalex.org/W2062118960","https://openalex.org/W2108598243","https://openalex.org/W2149933564","https://openalex.org/W2161381512","https://openalex.org/W2163605009","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2250734828","https://openalex.org/W2279098554","https://openalex.org/W2525602827","https://openalex.org/W2528176169","https://openalex.org/W2549975402","https://openalex.org/W2575992509","https://openalex.org/W2605839414","https://openalex.org/W2612445135","https://openalex.org/W2768447691","https://openalex.org/W2768697515","https://openalex.org/W2786973690","https://openalex.org/W2792198542","https://openalex.org/W2798683079","https://openalex.org/W2916855211","https://openalex.org/W2923040790","https://openalex.org/W2929141656","https://openalex.org/W2955425717","https://openalex.org/W2962870381","https://openalex.org/W2963446712","https://openalex.org/W2963555187","https://openalex.org/W2963947170","https://openalex.org/W2964110369","https://openalex.org/W2964121744","https://openalex.org/W3035207996","https://openalex.org/W3088241762","https://openalex.org/W4297775537","https://openalex.org/W4299518610","https://openalex.org/W6620989551","https://openalex.org/W6631190155","https://openalex.org/W6639102338","https://openalex.org/W6682132143","https://openalex.org/W6684191040","https://openalex.org/W6728006117","https://openalex.org/W6729089581","https://openalex.org/W6732152819","https://openalex.org/W6736893961","https://openalex.org/W6751043516","https://openalex.org/W6759201172","https://openalex.org/W6761141514","https://openalex.org/W6783400344","https://openalex.org/W6829703879","https://openalex.org/W7067770701"],"related_works":["https://openalex.org/W4205240985","https://openalex.org/W2314597598","https://openalex.org/W1527183021","https://openalex.org/W3125296675","https://openalex.org/W4235320026","https://openalex.org/W3124239800","https://openalex.org/W2365977737","https://openalex.org/W1577024311","https://openalex.org/W4387399630","https://openalex.org/W2170856278"],"abstract_inverted_index":{"During":[0],"a":[1,43],"disaster":[2,95],"event,":[3],"images":[4,55],"shared":[5],"on":[6],"social":[7],"media":[8],"helps":[9],"crisis":[10,49,169],"managers":[11],"gain":[12],"situational":[13],"awareness":[14],"and":[15,28,60,98,101,118,125,144,152],"assess":[16],"incurred":[17],"damages,":[18],"among":[19],"other":[20],"response":[21],"tasks.":[22,114],"Recent":[23],"advances":[24],"in":[25,167],"computer":[26],"vision":[27],"deep":[29,84,141],"neural":[30],"networks":[31],"have":[32],"enabled":[33],"the":[34,62,168],"development":[35],"of":[36,45,64],"models":[37,143,153],"for":[38,42,94,112],"real-time":[39],"image":[40],"classification":[41],"number":[44],"tasks,":[46],"including":[47],"detecting":[48],"incidents,":[50],"filtering":[51],"irrelevant":[52],"images,":[53],"classifying":[54],"into":[56],"specific":[57],"humanitarian":[58],"categories,":[59],"assessing":[61],"severity":[63,103],"damage.":[65],"Despite":[66],"several":[67,139],"efforts,":[68],"past":[69],"works":[70],"mainly":[71],"suffer":[72],"from":[73],"limited":[74],"resources":[75],"(i.e.,":[76],"labeled":[77],"images)":[78],"available":[79,110],"to":[80,120,129,156,163],"train":[81],"more":[82],"robust":[83],"learning":[85,142],"models.":[86],"In":[87,133],"this":[88],"study,":[89],"we":[90,106,137],"propose":[91],"new":[92,113],"datasets":[93,111,151],"type":[96],"detection,":[97],"informativeness":[99],"classification,":[100],"damage":[102],"assessment.":[104],"Moreover,":[105],"relabel":[107],"existing":[108],"publicly":[109],"We":[115,148],"identify":[116],"exact-":[117],"near-duplicates":[119],"form":[121],"non-overlapping":[122],"data":[123],"splits,":[124],"finally":[126],"consolidate":[127],"them":[128],"create":[130],"larger":[131],"datasets.":[132],"our":[134,150],"extensive":[135],"experiments,":[136],"benchmark":[138],"state-of-the-art":[140],"achieve":[145],"promising":[146],"results.":[147],"release":[149],"publicly,":[154],"aiming":[155],"provide":[157],"proper":[158],"baselines":[159],"as":[160,162],"well":[161],"spur":[164],"further":[165],"research":[166],"informatics":[170],"community.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":6}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}
