{"id":"https://openalex.org/W4408352392","doi":"https://doi.org/10.1109/icassp49660.2025.10888428","title":"Lenna: Language Enhanced Reasoning Detection Assistant","display_name":"Lenna: Language Enhanced Reasoning Detection Assistant","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408352392","doi":"https://doi.org/10.1109/icassp49660.2025.10888428"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10888428","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10888428","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5087764024","display_name":"Fei Wei","orcid":"https://orcid.org/0000-0002-8675-7973"},"institutions":[{"id":"https://openalex.org/I4210092862","display_name":"Arctic Monitoring And Assessment Programme","ror":"https://ror.org/00hgq1a05","country_code":"NO","type":"other","lineage":["https://openalex.org/I4210092862"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Fei Wei","raw_affiliation_strings":["AMAP"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AMAP","institution_ids":["https://openalex.org/I4210092862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115590724","display_name":"Xinyu Zhang","orcid":"https://orcid.org/0009-0003-2475-4317"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xinyu Zhang","raw_affiliation_strings":["Meituan Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Meituan Inc","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100764071","display_name":"Ailing Zhang","orcid":"https://orcid.org/0000-0002-8743-480X"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ailing Zhang","raw_affiliation_strings":["Peking University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peking University","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100335215","display_name":"Bo Zhang","orcid":"https://orcid.org/0000-0001-9172-698X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bo Zhang","raw_affiliation_strings":["Meituan Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Meituan Inc","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101512474","display_name":"Xiangxiang Chu","orcid":"https://orcid.org/0000-0003-2548-0605"},"institutions":[{"id":"https://openalex.org/I4210092862","display_name":"Arctic Monitoring And Assessment Programme","ror":"https://ror.org/00hgq1a05","country_code":"NO","type":"other","lineage":["https://openalex.org/I4210092862"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Xiangxiang Chu","raw_affiliation_strings":["AMAP"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AMAP","institution_ids":["https://openalex.org/I4210092862"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.3651,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.97423134,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.4072999954223633,"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"}},"topics":[{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.4072999954223633,"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"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.4027000069618225,"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":0.7431200742721558},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.4257068932056427}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7431200742721558},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.4257068932056427}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10888428","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10888428","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2251512949","https://openalex.org/W2962766617","https://openalex.org/W2963109634","https://openalex.org/W3090449556","https://openalex.org/W3138516171","https://openalex.org/W3159619744","https://openalex.org/W4214490042","https://openalex.org/W4285294723","https://openalex.org/W4312567319","https://openalex.org/W4312956471","https://openalex.org/W4382464354","https://openalex.org/W4385567175","https://openalex.org/W4389519620","https://openalex.org/W4402754134","https://openalex.org/W4402781286","https://openalex.org/W4404612908","https://openalex.org/W4410536678","https://openalex.org/W6755207826","https://openalex.org/W6757817989","https://openalex.org/W6779473860","https://openalex.org/W6791353385","https://openalex.org/W6792695861","https://openalex.org/W6794345597","https://openalex.org/W6796581206","https://openalex.org/W6797397777","https://openalex.org/W6800139874","https://openalex.org/W6810334672","https://openalex.org/W6839015040","https://openalex.org/W6846002521","https://openalex.org/W6847118041","https://openalex.org/W6849177959","https://openalex.org/W6850015000","https://openalex.org/W6851592950","https://openalex.org/W6851950068","https://openalex.org/W6852999659","https://openalex.org/W6854262950","https://openalex.org/W6854866820","https://openalex.org/W6855350031","https://openalex.org/W6857247053","https://openalex.org/W6857872576"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"With":[0],"the":[1,24,32,61,82,98,102,107],"fast-paced":[2],"development":[3],"of":[4,66,88,110],"multimodal":[5,63],"large":[6,33],"language":[7,34],"models":[8,35],"(MLLMs),":[9],"we":[10,50,112],"can":[11],"now":[12],"converse":[13],"with":[14,133],"AI":[15],"systems":[16],"in":[17,31,81],"natural":[18],"languages":[19],"to":[20,100,117,146],"understand":[21],"images.":[22],"However,":[23],"reasoning":[25,56,108],"power":[26],"and":[27,41,131],"world":[28],"knowledge":[29],"embedded":[30],"have":[36],"been":[37],"much":[38],"less":[39],"investigated":[40],"exploited":[42],"for":[43,72,97],"image":[44],"perception":[45],"tasks.":[46,148],"In":[47],"this":[48],"paper,":[49],"propose":[51],"Lenna,":[52,111],"a":[53,95,114],"Language":[54],"enhanced":[55],"detection":[57],"assistant,":[58],"which":[59],"utilizes":[60],"robust":[62],"feature":[64],"representation":[65],"MLLMs,":[67],"while":[68],"preserving":[69],"location":[70],"information":[71],"detection.":[73,123],"This":[74],"is":[75,86],"achieved":[76],"by":[77],"incorporating":[78],"an":[79],"additionaltoken":[80],"MLLM":[83],"vocabulary":[84],"that":[85],"free":[87],"explicit":[89],"semantic":[90],"context":[91],"but":[92],"serves":[93],"as":[94],"prompt":[96],"detector":[99],"identify":[101],"corresponding":[103],"position.":[104],"To":[105],"evaluate":[106],"capability":[109],"construct":[113],"ReasonDet":[115,130],"dataset":[116],"measure":[118],"its":[119],"performance":[120,128],"on":[121,129],"reasoning-based":[122],"Remarkably,":[124],"Lenna":[125],"demonstrates":[126],"outstanding":[127],"comes":[132],"significantly":[134],"low":[135],"training":[136],"costs.":[137],"It":[138],"also":[139],"incurs":[140],"minimal":[141],"transferring":[142],"overhead":[143],"when":[144],"extended":[145],"other":[147]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
