{"id":"https://openalex.org/W4405755250","doi":"https://doi.org/10.1109/tmm.2024.3521808","title":"Towards Better Distortion Feature Learning for Object Detection in Top-View Fisheye Cameras","display_name":"Towards Better Distortion Feature Learning for Object Detection in Top-View Fisheye Cameras","publication_year":2024,"publication_date":"2024-12-24","ids":{"openalex":"https://openalex.org/W4405755250","doi":"https://doi.org/10.1109/tmm.2024.3521808"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2024.3521808","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521808","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"journal-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/A5114132078","display_name":"Pengbo Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pengbo Guo","raw_affiliation_strings":["School of Software Engineering, Xi'an Jiaotong University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019927202","display_name":"Chengxu Liu","orcid":"https://orcid.org/0000-0001-8023-9465"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengxu Liu","raw_affiliation_strings":["School of Information and Communication Engineering, Xi'an Jiaotong University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101810514","display_name":"Xingsong Hou","orcid":"https://orcid.org/0000-0002-7229-6002"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingsong Hou","raw_affiliation_strings":["School of Information and Communication Engineering, Xi'an Jiaotong University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014825654","display_name":"Xueming Qian","orcid":"https://orcid.org/0000-0002-3173-6307"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueming Qian","raw_affiliation_strings":["Ministry of Education Key Laboratory for Intelligent Networks and Network Security, School of Information and Communication Engineering, and SMILES LAB, Xi'an Jiaotong University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Ministry of Education Key Laboratory for Intelligent Networks and Network Security, School of Information and Communication Engineering, and SMILES LAB, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5114132078"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":2.6022,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.9241863,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"28","issue":null,"first_page":"2106","last_page":"2118"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9523000121116638,"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"}},"topics":[{"id":"https://openalex.org/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9523000121116638,"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"}},{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9363999962806702,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9337999820709229,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8573055863380432},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7212433815002441},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6708176136016846},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.6201560497283936},{"id":"https://openalex.org/keywords/distortion","display_name":"Distortion (music)","score":0.6012995839118958},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5730809569358826},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5529433488845825},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.45992857217788696},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4472547173500061},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.10031601786613464},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.07564878463745117}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8573055863380432},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7212433815002441},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6708176136016846},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6201560497283936},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.6012995839118958},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5730809569358826},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5529433488845825},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.45992857217788696},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4472547173500061},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.10031601786613464},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.07564878463745117},{"id":"https://openalex.org/C194257627","wikidata":"https://www.wikidata.org/wiki/Q211554","display_name":"Amplifier","level":3,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2024.3521808","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521808","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3147584709","https://openalex.org/W2737719445","https://openalex.org/W2328889547","https://openalex.org/W4239098401","https://openalex.org/W2977677679","https://openalex.org/W1992327129","https://openalex.org/W2898210368","https://openalex.org/W3003858543","https://openalex.org/W4292830139","https://openalex.org/W4319309705"],"abstract_inverted_index":{"With":[0],"the":[1,9,24,28,46,49,55,58,65,125,131,139,142,183],"development":[2],"of":[3,11,48,57,67,98,101,114,118,141,148],"deep":[4],"learning":[5,66],"in":[6,33],"recent":[7],"years,":[8],"performance":[10,153],"object":[12],"detection":[13,86],"under":[14],"conventional":[15],"cameras":[16],"has":[17],"been":[18],"significantly":[19],"improved.":[20],"Nevertheless,":[21],"due":[22],"to":[23,52,88,106,137,173],"distortion":[25,69,90,109,134],"caused":[26],"by":[27],"fisheye":[29,84,149,174,190],"cameras,":[30],"detecting":[31],"objects":[32],"this":[34,78],"scenario":[35],"remains":[36],"a":[37,82,99,157],"significant":[38],"challenge.":[39],"The":[40],"dominant":[41],"approaches":[42],"focus":[43],"on":[44,130,152,182],"modifying":[45],"shape":[47],"bounding":[50],"box":[51],"better":[53],"align":[54],"boundaries":[56],"distorted":[59],"object.":[60],"However,":[61],"these":[62,178],"methods":[63],"neglect":[64],"spatial":[68,108,146],"information,":[70],"which":[71,103],"prevents":[72],"them":[73],"from":[74],"satisfactory":[75],"results.":[76],"In":[77],"paper,":[79],"we":[80,155],"propose":[81,156],"novel":[83],"camera":[85],"network":[87],"learn":[89,107],"features":[91],"better,":[92],"dubbed":[93],"SDANet.":[94],"SDANet":[95],"is":[96],"composed":[97],"series":[100],"SDABlocks,":[102],"are":[104],"designed":[105],"features.":[110],"Each":[111],"SDABlock":[112],"consists":[113],"multiple":[115],"convolution":[116],"kernels":[117],"different":[119],"sizes,":[120],"and":[121,144,188],"it":[122],"can":[123,169],"generate":[124],"most":[126],"suitable":[127],"kernel":[128],"based":[129],"current":[132],"input's":[133],"characteristics.":[135],"Moreover,":[136],"address":[138],"limitations":[140],"scarcity":[143],"uneven":[145],"distribution":[147],"image":[150,191],"datasets":[151,192],"improvement,":[154],"dedicated":[158],"data":[159],"augmentation":[160],"strategy":[161],"called":[162],"Prominent":[163],"Fisheye":[164],"Distortion":[165],"Augmentation":[166],"(PFDAug).":[167],"PFDAug":[168],"further":[170],"introduce":[171],"distortions":[172],"images,":[175],"effectively":[176],"alleviating":[177],"problems.":[179],"Experimental":[180],"results":[181],"CEPDOF,":[184],"MW-R,":[185],"HABBOF,":[186],"LOAF,":[187],"FishEye8k":[189],"demonstrate":[193],"that":[194],"our":[195],"method":[196],"achieves":[197],"state-ofthe-art":[198],"performance.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-26T06:05:38.182114","created_date":"2025-10-10T00:00:00"}