{"id":"https://openalex.org/W4408100190","doi":"https://doi.org/10.1109/access.2025.3546946","title":"DTH-YOLO: Enhanced YOLOv8n With Dynamic Task-Aligned Head for Mousehole Detection","display_name":"DTH-YOLO: Enhanced YOLOv8n With Dynamic Task-Aligned Head for Mousehole Detection","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408100190","doi":"https://doi.org/10.1109/access.2025.3546946"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3546946","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3546946","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3546946","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116482560","display_name":"Zhe Xv","orcid":"https://orcid.org/0009-0007-3463-537X"},"institutions":[{"id":"https://openalex.org/I120379545","display_name":"Inner Mongolia Agricultural University","ror":"https://ror.org/015d0jq83","country_code":"CN","type":"education","lineage":["https://openalex.org/I120379545"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhe Xu","raw_affiliation_strings":["College of Computer and Information Engineering, Inner Mongolia Agricultural University, Hohhot, China"],"raw_orcid":"https://orcid.org/0009-0007-3463-537X","affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Inner Mongolia Agricultural University, Hohhot, China","institution_ids":["https://openalex.org/I120379545"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106823013","display_name":"Xiaoling Luo","orcid":"https://orcid.org/0009-0007-1903-2407"},"institutions":[{"id":"https://openalex.org/I120379545","display_name":"Inner Mongolia Agricultural University","ror":"https://ror.org/015d0jq83","country_code":"CN","type":"education","lineage":["https://openalex.org/I120379545"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoling Luo","raw_affiliation_strings":["College of Computer and Information Engineering, Inner Mongolia Agricultural University, Hohhot, China"],"raw_orcid":"https://orcid.org/0009-0007-1903-2407","affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Inner Mongolia Agricultural University, Hohhot, China","institution_ids":["https://openalex.org/I120379545"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101999855","display_name":"Xiaojing Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I120379545","display_name":"Inner Mongolia Agricultural University","ror":"https://ror.org/015d0jq83","country_code":"CN","type":"education","lineage":["https://openalex.org/I120379545"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojing Gao","raw_affiliation_strings":["College of Computer and Information Engineering, Inner Mongolia Agricultural University, Hohhot, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Inner Mongolia Agricultural University, Hohhot, China","institution_ids":["https://openalex.org/I120379545"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101101383","display_name":"Pan Xin","orcid":"https://orcid.org/0009-0003-4301-6125"},"institutions":[{"id":"https://openalex.org/I120379545","display_name":"Inner Mongolia Agricultural University","ror":"https://ror.org/015d0jq83","country_code":"CN","type":"education","lineage":["https://openalex.org/I120379545"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Pan","raw_affiliation_strings":["College of Computer and Information Engineering, Inner Mongolia Agricultural University, Hohhot, China"],"raw_orcid":"https://orcid.org/0009-0003-4301-6125","affiliations":[{"raw_affiliation_string":"College of Computer and Information Engineering, Inner Mongolia Agricultural University, Hohhot, China","institution_ids":["https://openalex.org/I120379545"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5116482560"],"corresponding_institution_ids":["https://openalex.org/I120379545"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.04271981,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"44912","last_page":"44927"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9650999903678894,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9650999903678894,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10036","display_name":"Advanced Neural Network Applications","score":0.9401000142097473,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.6444947719573975},{"id":"https://openalex.org/keywords/head","display_name":"Head (geology)","score":0.5517699718475342},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5191856622695923},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.41341841220855713},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.0636574923992157}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6444947719573975},{"id":"https://openalex.org/C2780312720","wikidata":"https://www.wikidata.org/wiki/Q5689100","display_name":"Head (geology)","level":2,"score":0.5517699718475342},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5191856622695923},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.41341841220855713},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0636574923992157},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3546946","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3546946","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:317e062f7bea43e9902a9a69cb77aedc","is_oa":true,"landing_page_url":"https://doaj.org/article/317e062f7bea43e9902a9a69cb77aedc","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 44912-44927 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3546946","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3546946","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1932094122","display_name":null,"funder_award_id":"NJZZ22502","funder_id":"https://openalex.org/F4320317803","funder_display_name":"Education Department of Inner Mongolia Autonomous Region"},{"id":"https://openalex.org/G5814415088","display_name":null,"funder_award_id":"2023LHMS06020","funder_id":"https://openalex.org/F4320329862","funder_display_name":"Natural Science Foundation of Tibet Autonomous Region"},{"id":"https://openalex.org/G8734550319","display_name":null,"funder_award_id":"2023LHMS06014","funder_id":"https://openalex.org/F4320329862","funder_display_name":"Natural Science Foundation of Tibet Autonomous Region"}],"funders":[{"id":"https://openalex.org/F4320317803","display_name":"Education Department of Inner Mongolia Autonomous Region","ror":null},{"id":"https://openalex.org/F4320329862","display_name":"Natural Science Foundation of Tibet Autonomous Region","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W2028567333","https://openalex.org/W2102605133","https://openalex.org/W2193145675","https://openalex.org/W2194775991","https://openalex.org/W2288844110","https://openalex.org/W2752782242","https://openalex.org/W2765407302","https://openalex.org/W2785433916","https://openalex.org/W2800935365","https://openalex.org/W2963037989","https://openalex.org/W2963351448","https://openalex.org/W2966926453","https://openalex.org/W2982770724","https://openalex.org/W2993235622","https://openalex.org/W3011097921","https://openalex.org/W3018757597","https://openalex.org/W3035473155","https://openalex.org/W3035694605","https://openalex.org/W3112503277","https://openalex.org/W3167976421","https://openalex.org/W3171660447","https://openalex.org/W3210586215","https://openalex.org/W3216356627","https://openalex.org/W4214507171","https://openalex.org/W4224854590","https://openalex.org/W4311605652","https://openalex.org/W4360831828","https://openalex.org/W4385839827","https://openalex.org/W4386375890","https://openalex.org/W4388145401","https://openalex.org/W4390338791","https://openalex.org/W4392558331","https://openalex.org/W4394858325","https://openalex.org/W4399282820","https://openalex.org/W4399946473","https://openalex.org/W4402703046","https://openalex.org/W6750227808","https://openalex.org/W6796538260","https://openalex.org/W6862000706","https://openalex.org/W6868582632"],"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":{"In":[0],"recent":[1],"years,":[2],"the":[3,24,79,107,115,120,139,143,157,169,189,215,221,231],"increasing":[4],"number":[5],"of":[6,27,48,76,82,89,223],"mouseholes":[7,36],"in":[8,18,71,168,195,200,205,211],"grassland":[9,19],"areas":[10],"has":[11,37,53],"accelerated":[12],"desertification,":[13],"leading":[14],"to":[15,64,98,125,141,214],"a":[16,95,184,197,202,208],"decline":[17],"productivity":[20],"and":[21,31,34,51,78,91,132,151,207],"severely":[22],"impacting":[23],"economic":[25],"benefits":[26],"herders.":[28],"Therefore,":[29],"accurately":[30],"efficiently":[32],"detecting":[33],"locating":[35],"become":[38,55],"an":[39,56,192],"urgent":[40],"research":[41],"problem.":[42],"UAV":[43],"photography,":[44],"with":[45,119],"its":[46],"advantages":[47],"wide":[49],"coverage":[50],"flexibility,":[52],"gradually":[54],"effective":[57],"tool":[58],"for":[59,162,176,230],"mousehole":[60,187],"detection.":[61],"However,":[62],"due":[63],"varying":[65],"flight":[66],"altitudes":[67],"causing":[68],"significant":[69,96],"changes":[70],"target":[72,170],"scale,":[73],"severe":[74],"occlusion":[75],"targets,":[77],"small":[80,177],"size":[81],"burrows,":[83],"aerial":[84,186],"detection":[85,117,134,174],"faces":[86],"high":[87],"rates":[88],"missed":[90],"false":[92],"detections,":[93],"posing":[94],"challenge":[97],"burrow":[99],"identification.":[100],"To":[101],"address":[102],"these":[103],"issues,":[104],"we":[105,113,137,155],"propose":[106],"DTH-YOLO,":[108],"based":[109],"on":[110,183],"YOLOv8n.":[111,216],"First,":[112],"replace":[114],"original":[116],"head":[118],"Dynamic":[121],"Task-Aligned":[122],"Head":[123],"(DTH)":[124],"enhance":[126],"feature":[127,144],"alignment":[128],"across":[129],"different":[130],"tasks":[131],"improve":[133],"accuracy.":[135],"Secondly,":[136],"design":[138],"C2f-RVB":[140],"optimize":[142],"extraction":[145],"process,":[146],"significantly":[147],"reducing":[148],"model":[149],"parameters":[150],"computational":[152],"costs.":[153],"Finally,":[154],"introduce":[156],"Context":[158],"Guided":[159],"Block":[160],"(CGB)":[161],"downsampling,":[163],"effectively":[164],"capturing":[165],"contextual":[166],"information":[167],"area,":[171],"thereby":[172],"improving":[173],"performance":[175],"objects.":[178],"Experimental":[179],"results":[180],"show":[181],"that,":[182],"custom":[185],"dataset,":[188],"DTH-YOLO":[190],"achieves":[191],"8.5%":[193],"increase":[194],"mAP@0.5,":[196],"5.6%":[198],"improvement":[199],"precision,":[201],"42%":[203],"reduction":[204],"parameters,":[206],"22%":[209],"decrease":[210],"GFLOPs":[212],"compared":[213],"Furthermore,":[217],"ablation":[218],"studies":[219],"demonstrate":[220],"effectiveness":[222],"each":[224],"proposed":[225],"module.":[226],"The":[227],"source":[228],"code":[229],"complete":[232],"system":[233],"can":[234],"be":[235],"found":[236],"at":[237],"<uri":[238],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[239],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/xvzhe834/DTH-YOLO</uri>.":[240]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-03-04T00:00:00"}
