{"id":"https://openalex.org/W4407737487","doi":"https://doi.org/10.1109/whispers65427.2024.10876497","title":"Hyperspectral Object Tracking with Low-Rank Adaptation","display_name":"Hyperspectral Object Tracking with Low-Rank Adaptation","publication_year":2024,"publication_date":"2024-12-09","ids":{"openalex":"https://openalex.org/W4407737487","doi":"https://doi.org/10.1109/whispers65427.2024.10876497"},"language":"en","primary_location":{"id":"doi:10.1109/whispers65427.2024.10876497","is_oa":false,"landing_page_url":"https://doi.org/10.1109/whispers65427.2024.10876497","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 14th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS)","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/A5087479779","display_name":"Langkun Chen","orcid":"https://orcid.org/0009-0005-9615-1333"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Langkun Chen","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University,Xi'an,China,710071"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University,Xi'an,China,710071","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100755779","display_name":"Yunhe Zhang","orcid":"https://orcid.org/0000-0001-8483-6486"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunhe Zhang","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University,Xi'an,China,710071"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University,Xi'an,China,710071","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061285256","display_name":"Ke Yang","orcid":"https://orcid.org/0000-0002-1617-5986"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuze Ke","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University,Xi'an,China,710071"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University,Xi'an,China,710071","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101986952","display_name":"Long Gao","orcid":"https://orcid.org/0000-0003-1617-1325"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Gao","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University,Xi'an,China,710071"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University,Xi'an,China,710071","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052163069","display_name":"Weiying Xie","orcid":"https://orcid.org/0000-0001-8310-024X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiying Xie","raw_affiliation_strings":["State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University,Xi'an,China,710071"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Service Networks, School of Telecommunications Engineering, Xidian University,Xi'an,China,710071","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5087479779"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.40585226,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9772999882698059,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9772999882698059,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9747999906539917,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.9125794172286987},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6495436429977417},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6144893169403076},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5812257528305054},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5327565670013428},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.5257842540740967},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5239829421043396},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.503745973110199},{"id":"https://openalex.org/keywords/video-tracking","display_name":"Video tracking","score":0.4108673334121704},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3253765106201172},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1720212697982788},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.0559842586517334}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.9125794172286987},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6495436429977417},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6144893169403076},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5812257528305054},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5327565670013428},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.5257842540740967},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5239829421043396},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.503745973110199},{"id":"https://openalex.org/C202474056","wikidata":"https://www.wikidata.org/wiki/Q1931635","display_name":"Video tracking","level":3,"score":0.4108673334121704},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3253765106201172},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1720212697982788},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0559842586517334},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/whispers65427.2024.10876497","is_oa":false,"landing_page_url":"https://doi.org/10.1109/whispers65427.2024.10876497","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 14th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2147800946","https://openalex.org/W2999482976","https://openalex.org/W4205577874","https://openalex.org/W4304098539","https://openalex.org/W4377000481","https://openalex.org/W4386066081","https://openalex.org/W4386075647","https://openalex.org/W4387717517","https://openalex.org/W4390357303","https://openalex.org/W4391876866","https://openalex.org/W4391948632","https://openalex.org/W4394595160","https://openalex.org/W4400073491","https://openalex.org/W6796581206"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W4285271403","https://openalex.org/W2542007731","https://openalex.org/W2968379562","https://openalex.org/W2091015105","https://openalex.org/W4388689193","https://openalex.org/W2110899030","https://openalex.org/W29633852","https://openalex.org/W2985362983","https://openalex.org/W4327670844"],"abstract_inverted_index":{"Hyperspectral":[0,55],"data,":[1,12],"with":[2,65,88],"its":[3,162],"rich":[4,89],"material":[5],"information,":[6],"offers":[7],"significant":[8],"advantages":[9],"over":[10],"RGB":[11],"leading":[13],"to":[14,70,125,164],"an":[15,79],"increased":[16],"focus":[17],"on":[18,145],"hyperspectral":[19,27,86],"object":[20],"tracking.":[21],"However,":[22],"the":[23,35,96,99,105,108,117,123,128,132,146,153,157],"limited":[24],"availability":[25],"of":[26,37,98,107,116,131,159],"tracking":[28,41,129,169],"datasets":[29],"presents":[30],"a":[31,49,61,66],"major":[32],"challenge,":[33],"hindering":[34],"development":[36],"robust":[38,166],"deep":[39],"learning-based":[40],"algorithms.":[42],"To":[43],"address":[44],"this":[45],"issue,":[46],"we":[47,59,77,94],"propose":[48,60],"novel":[50],"method":[51],"called":[52],"Low-Rank":[53],"Adaptation-based":[54],"Tracking":[56],"(LA-HST).":[57],"Initially,":[58],"spectral":[62,72,90,173],"enhancement":[63],"module":[64],"low":[67],"intrinsic":[68],"dimension":[69],"enhance":[71],"details":[73],"in":[74],"images.":[75],"Additionally,":[76],"introduce":[78],"adapted":[80],"transformer":[81],"encoder":[82],"that":[83],"effectively":[84],"extracts":[85],"features":[87],"information.":[91],"During":[92],"training,":[93],"freeze":[95],"parameters":[97,106],"pre-trained":[100,133],"network":[101,134],"and":[102,140,149,167],"only":[103],"train":[104],"proposed":[109],"modules,":[110],"which":[111],"account":[112],"for":[113],"just":[114],"0.5%":[115],"total":[118],"parameters.":[119],"This":[120],"approach":[121],"allows":[122],"model":[124],"fully":[126],"leverage":[127],"capabilities":[130],"while":[135],"significantly":[136],"enhancing":[137],"training":[138],"efficiency":[139],"improving":[141],"generalization.":[142],"Extensive":[143],"experiments":[144],"VIS,":[147],"NIR,":[148],"RedNIR":[150],"videos":[151],"from":[152],"HOTC2024":[154],"dataset":[155],"validate":[156],"effectiveness":[158],"LAHST,":[160],"demonstrating":[161],"ability":[163],"deliver":[165],"efficient":[168],"performance":[170],"across":[171],"diverse":[172],"bands.":[174]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}