{"id":"https://openalex.org/W4381617895","doi":"https://doi.org/10.3390/s23135789","title":"Edge-Guided Camouflaged Object Detection via Multi-Level Feature Integration","display_name":"Edge-Guided Camouflaged Object Detection via Multi-Level Feature Integration","publication_year":2023,"publication_date":"2023-06-21","ids":{"openalex":"https://openalex.org/W4381617895","doi":"https://doi.org/10.3390/s23135789","pmid":"https://pubmed.ncbi.nlm.nih.gov/37447638"},"language":"en","primary_location":{"id":"doi:10.3390/s23135789","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23135789","pdf_url":"https://www.mdpi.com/1424-8220/23/13/5789/pdf?version=1687342886","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/13/5789/pdf?version=1687342886","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077210450","display_name":"Kangwei Liu","orcid":"https://orcid.org/0009-0006-2807-6199"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kangwei Liu","raw_affiliation_strings":["Key Laboratory of Signal Detection and Processing, Department of Information Science and Engineering, Xinjiang University, Urumqi 830017, China"],"raw_orcid":"https://orcid.org/0009-0006-2807-6199","affiliations":[{"raw_affiliation_string":"Key Laboratory of Signal Detection and Processing, Department of Information Science and Engineering, Xinjiang University, Urumqi 830017, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113310419","display_name":"Tianchi Qiu","orcid":null},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianchi Qiu","raw_affiliation_strings":["Key Laboratory of Signal Detection and Processing, Department of Information Science and Engineering, Xinjiang University, Urumqi 830017, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Signal Detection and Processing, Department of Information Science and Engineering, Xinjiang University, Urumqi 830017, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062830446","display_name":"Yinfeng Yu","orcid":"https://orcid.org/0000-0003-3089-4140"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinfeng Yu","raw_affiliation_strings":["Key Laboratory of Signal Detection and Processing, Department of Information Science and Engineering, Xinjiang University, Urumqi 830017, China"],"raw_orcid":"https://orcid.org/0000-0003-3089-4140","affiliations":[{"raw_affiliation_string":"Key Laboratory of Signal Detection and Processing, Department of Information Science and Engineering, Xinjiang University, Urumqi 830017, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100376092","display_name":"Songlin Li","orcid":"https://orcid.org/0000-0003-4149-5700"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songlin Li","raw_affiliation_strings":["Key Laboratory of Signal Detection and Processing, Department of Information Science and Engineering, Xinjiang University, Urumqi 830017, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Signal Detection and Processing, Department of Information Science and Engineering, Xinjiang University, Urumqi 830017, China","institution_ids":["https://openalex.org/I96908189"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100663885","display_name":"Xiuhong Li","orcid":"https://orcid.org/0000-0002-5327-0907"},"institutions":[{"id":"https://openalex.org/I96908189","display_name":"Xinjiang University","ror":"https://ror.org/059gw8r13","country_code":"CN","type":"education","lineage":["https://openalex.org/I96908189"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiuhong Li","raw_affiliation_strings":["Key Laboratory of Signal Detection and Processing, Department of Information Science and Engineering, Xinjiang University, Urumqi 830017, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Signal Detection and Processing, Department of Information Science and Engineering, Xinjiang University, Urumqi 830017, China","institution_ids":["https://openalex.org/I96908189"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100663885"],"corresponding_institution_ids":["https://openalex.org/I96908189"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":1.1723,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.77497836,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"23","issue":"13","first_page":"5789","last_page":"5789"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9994000196456909,"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"}},{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9832000136375427,"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"}},{"id":"https://openalex.org/T12599","display_name":"Retinal and Optic Conditions","score":0.964900016784668,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7481852173805237},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.735443115234375},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7353134155273438},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6873553991317749},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6085336208343506},{"id":"https://openalex.org/keywords/aggregate","display_name":"Aggregate (composite)","score":0.581027090549469},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5659060478210449},{"id":"https://openalex.org/keywords/boundary","display_name":"Boundary (topology)","score":0.5619779229164124},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5507321953773499},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5204342007637024},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5162860751152039},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.4973500072956085},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4781542718410492},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36157938838005066},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3480835556983948},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09680038690567017},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.0676637589931488}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7481852173805237},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.735443115234375},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7353134155273438},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6873553991317749},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6085336208343506},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.581027090549469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5659060478210449},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.5619779229164124},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5507321953773499},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5204342007637024},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5162860751152039},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4973500072956085},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4781542718410492},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36157938838005066},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3480835556983948},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09680038690567017},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0676637589931488},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.3390/s23135789","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23135789","pdf_url":"https://www.mdpi.com/1424-8220/23/13/5789/pdf?version=1687342886","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:37447638","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37447638","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10346819","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10346819","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10346819/pdf/sensors-23-05789.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:e9f0455e59504c7a8c1e9b5bc07d0407","is_oa":true,"landing_page_url":"https://doaj.org/article/e9f0455e59504c7a8c1e9b5bc07d0407","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":"Sensors, Vol 23, Iss 13, p 5789 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/13/5789/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23135789","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 23; Issue 13; Pages: 5789","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23135789","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23135789","pdf_url":"https://www.mdpi.com/1424-8220/23/13/5789/pdf?version=1687342886","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3167315294","display_name":null,"funder_award_id":"U1911401","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7408906534","display_name":null,"funder_award_id":"U1911401 and 61433012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8208698404","display_name":null,"funder_award_id":"61433012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8946407035","display_name":null,"funder_award_id":"2020D01C026","funder_id":"https://openalex.org/F4320311028","funder_display_name":"Natural Science Foundation of Xinjiang Province"}],"funders":[{"id":"https://openalex.org/F4320311028","display_name":"Natural Science Foundation of Xinjiang Province","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320328898","display_name":"Natural Science Foundation of Xinjiang","ror":null}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4381617895.pdf"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W1818190875","https://openalex.org/W1982075130","https://openalex.org/W1994922096","https://openalex.org/W2008359794","https://openalex.org/W2044712054","https://openalex.org/W2151040689","https://openalex.org/W2407692387","https://openalex.org/W2569272946","https://openalex.org/W2744613561","https://openalex.org/W2753403518","https://openalex.org/W2798791651","https://openalex.org/W2798825526","https://openalex.org/W2884555738","https://openalex.org/W2884585870","https://openalex.org/W2912729634","https://openalex.org/W2928165649","https://openalex.org/W2943545929","https://openalex.org/W2962680827","https://openalex.org/W2963032190","https://openalex.org/W2963112696","https://openalex.org/W2963299740","https://openalex.org/W2963529609","https://openalex.org/W2963868681","https://openalex.org/W2969502377","https://openalex.org/W2970971581","https://openalex.org/W2971858637","https://openalex.org/W2989907986","https://openalex.org/W3016950572","https://openalex.org/W3034684132","https://openalex.org/W3035422681","https://openalex.org/W3035633116","https://openalex.org/W3095586648","https://openalex.org/W3113755791","https://openalex.org/W3129581972","https://openalex.org/W3163197207","https://openalex.org/W3164098653","https://openalex.org/W3168112135","https://openalex.org/W3173782971","https://openalex.org/W3174857663","https://openalex.org/W3176152216","https://openalex.org/W3179443972","https://openalex.org/W3190335749","https://openalex.org/W3203700770","https://openalex.org/W3210073375","https://openalex.org/W4213436958","https://openalex.org/W4283806547","https://openalex.org/W4283813802","https://openalex.org/W4285310685","https://openalex.org/W4308180443","https://openalex.org/W4312258849","https://openalex.org/W4401328675","https://openalex.org/W6809460470"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W2130974462","https://openalex.org/W972276598","https://openalex.org/W4246352526","https://openalex.org/W2028665553","https://openalex.org/W4230315250","https://openalex.org/W4287991909","https://openalex.org/W4390721878"],"abstract_inverted_index":{"Camouflaged":[0],"object":[1,39,75],"detection":[2,29,40],"(COD)":[3],"aims":[4],"to":[5,17,85,105,142,168,176],"segment":[6],"those":[7],"camouflaged":[8,23,38,74,110],"objects":[9,24],"that":[10,189],"blend":[11],"perfectly":[12],"into":[13],"their":[14,26,28],"surroundings.":[15],"Due":[16],"the":[18,35,87,107,123,131,149,154,173,190],"low":[19],"boundary":[20,49,93],"contrast":[21],"between":[22],"and":[25,51,55,101,130,171,198,211],"surroundings,":[27],"poses":[30],"a":[31,66,115,144,162],"significant":[32],"challenge.":[33],"Despite":[34],"numerous":[36],"excellent":[37],"methods":[41],"developed":[42],"in":[43,138,203],"recent":[44],"years,":[45],"issues":[46],"such":[47],"as":[48],"refinement":[50,165],"multi-level":[52,68,116],"feature":[53,69,117,146],"extraction":[54],"fusion":[56],"still":[57],"need":[58],"further":[59],"exploration.":[60],"In":[61],"this":[62],"paper,":[63],"we":[64,78,113,160],"propose":[65,114,161],"novel":[67],"integration":[70,118],"network":[71],"(MFNet)":[72],"for":[73,148],"detection.":[76],"Firstly,":[77],"design":[79],"an":[80,194],"edge":[81],"guidance":[82],"module":[83,119,166],"(EGM)":[84],"improve":[86],"COD":[88,196],"performance":[89],"by":[90,96],"providing":[91],"additional":[92],"semantic":[94,99,157],"information":[95,100,126,134],"combining":[97],"high-level":[98,136],"low-level":[102,128],"spatial":[103],"details":[104],"model":[106,192,197],"edges":[108],"of":[109,127,135],"objects.":[111],"Additionally,":[112],"(MFIM),":[120],"which":[121],"leverages":[122],"fine":[124],"local":[125],"features":[129,137,141,175],"rich":[132],"global":[133],"adjacent":[139],"three-level":[140],"provide":[143],"supplementary":[145],"representation":[147],"current-level":[150],"features,":[151],"effectively":[152],"integrating":[153],"full":[155],"context":[156,163],"information.":[158],"Finally,":[159],"aggregation":[164],"(CARM)":[167],"efficiently":[169],"aggregate":[170],"refine":[172],"cross-level":[174],"obtain":[177],"clear":[178],"prediction":[179],"maps.":[180],"Our":[181],"extensive":[182],"experiments":[183],"on":[184],"three":[185],"benchmark":[186],"datasets":[187],"show":[188],"MFNet":[191],"is":[193],"effective":[195],"outperforms":[199],"other":[200],"state-of-the-art":[201],"models":[202],"all":[204],"four":[205],"evaluation":[206],"metrics":[207],"(S\u03b1,":[208],"E\u03d5,":[209],"F\u03b2w,":[210],"MAE).":[212]},"counts_by_year":[{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
