{"id":"https://openalex.org/W4365440873","doi":"https://doi.org/10.48550/arxiv.2304.04709","title":"Can SAM Segment Anything? When SAM Meets Camouflaged Object Detection","display_name":"Can SAM Segment Anything? When SAM Meets Camouflaged Object Detection","publication_year":2023,"publication_date":"2023-04-10","ids":{"openalex":"https://openalex.org/W4365440873","doi":"https://doi.org/10.48550/arxiv.2304.04709"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2304.04709","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.04709","pdf_url":"https://arxiv.org/pdf/2304.04709","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2304.04709","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101498637","display_name":"Lv Tang","orcid":"https://orcid.org/0000-0001-7359-1057"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tang, Lv","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080743299","display_name":"Haoke Xiao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiao, Haoke","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100374366","display_name":"Bo Li","orcid":"https://orcid.org/0000-0001-7817-0665"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Bo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":44,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.996399998664856,"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":0.996399998664856,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.933899998664856,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9049999713897705,"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/camouflage","display_name":"Camouflage","score":0.8256243467330933},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.8234128952026367},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7491331100463867},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7239788770675659},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6963281035423279},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.6320246458053589},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5920381546020508},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5370103120803833},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4597937762737274},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10258999466896057},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.08895474672317505},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08710870146751404}],"concepts":[{"id":"https://openalex.org/C2776196576","wikidata":"https://www.wikidata.org/wiki/Q196113","display_name":"Camouflage","level":2,"score":0.8256243467330933},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.8234128952026367},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7491331100463867},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7239788770675659},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6963281035423279},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.6320246458053589},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5920381546020508},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5370103120803833},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4597937762737274},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10258999466896057},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.08895474672317505},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08710870146751404},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2304.04709","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.04709","pdf_url":"https://arxiv.org/pdf/2304.04709","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2304.04709","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2304.04709","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2304.04709","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.04709","pdf_url":"https://arxiv.org/pdf/2304.04709","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4365440873.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2978048274","https://openalex.org/W2348329006","https://openalex.org/W2379031960","https://openalex.org/W2376458710","https://openalex.org/W3085382568","https://openalex.org/W2891575204","https://openalex.org/W4287991909","https://openalex.org/W4390721878","https://openalex.org/W4292830139","https://openalex.org/W4319309705"],"abstract_inverted_index":{"SAM":[0,76,87,116,145],"is":[1,38,129],"a":[2,143],"segmentation":[3,95],"model":[4],"recently":[5],"released":[6],"by":[7,92],"Meta":[8],"AI":[9],"Research":[10],"and":[11,55,66,82,97],"has":[12,56],"been":[13],"gaining":[14],"attention":[15],"quickly":[16],"due":[17],"to":[18,29,31,73,138,141],"its":[19,27,123],"impressive":[20],"performance":[21,85,105,124],"in":[22,60,119,159],"generic":[23,120],"object":[24,42,121],"segmentation.":[25],"However,":[26],"ability":[28],"generalize":[30],"specific":[32],"scenes":[33,37],"such":[34,62],"as":[35,63],"camouflaged":[36],"still":[39],"unknown.":[40],"Camouflaged":[41],"detection":[43],"(COD)":[44],"involves":[45],"identifying":[46],"objects":[47],"that":[48,114,146],"are":[49,157],"seamlessly":[50],"integrated":[51],"into":[52],"their":[53],"surroundings":[54],"numerous":[57],"practical":[58],"applications":[59],"fields":[61],"medicine,":[64],"art,":[65],"agriculture.":[67],"In":[68],"this":[69,155],"study,":[70],"we":[71],"try":[72],"ask":[74],"if":[75],"can":[77],"address":[78,148],"the":[79,84,89,126,149],"COD":[80,90,109,127,150],"task":[81,128],"evaluate":[83],"of":[86,154],"on":[88,125],"benchmark":[91],"employing":[93],"maximum":[94],"evaluation":[96],"camouflage":[98],"location":[99],"evaluation.":[100],"We":[101],"also":[102],"compare":[103],"SAM's":[104],"with":[106],"22":[107],"state-of-the-art":[108],"methods.":[110],"Our":[111],"results":[112,153],"indicate":[113],"while":[115],"shows":[117],"promise":[118],"segmentation,":[122],"limited.":[130],"This":[131],"presents":[132],"an":[133],"opportunity":[134],"for":[135],"further":[136],"research":[137],"explore":[139],"how":[140],"build":[142],"stronger":[144],"may":[147],"task.":[151],"The":[152],"paper":[156],"provided":[158],"\\url{https://github.com/luckybird1994/SAMCOD}.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":12}],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2025-10-10T00:00:00"}
