{"id":"https://openalex.org/W7129676684","doi":"https://doi.org/10.1109/icipw68931.2025.11386210","title":"Black-Mirror Light-Probe Cow Model For Specular Highlight Removal To Improve Holstein Cattle Identification","display_name":"Black-Mirror Light-Probe Cow Model For Specular Highlight Removal To Improve Holstein Cattle Identification","publication_year":2025,"publication_date":"2025-09-14","ids":{"openalex":"https://openalex.org/W7129676684","doi":"https://doi.org/10.1109/icipw68931.2025.11386210"},"language":null,"primary_location":{"id":"doi:10.1109/icipw68931.2025.11386210","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icipw68931.2025.11386210","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Image Processing Workshops (ICIPW)","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/A5035744255","display_name":"Manu Ramesh","orcid":null},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Manu Ramesh","raw_affiliation_strings":["Purdue University,School of Electrical and Computer Engineering,West Lafayette,IN,USA"],"affiliations":[{"raw_affiliation_string":"Purdue University,School of Electrical and Computer Engineering,West Lafayette,IN,USA","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084702125","display_name":"Amy R. Reibman","orcid":"https://orcid.org/0000-0003-1859-1091"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amy R. Reibman","raw_affiliation_strings":["Purdue University,School of Electrical and Computer Engineering,West Lafayette,IN,USA"],"affiliations":[{"raw_affiliation_string":"Purdue University,School of Electrical and Computer Engineering,West Lafayette,IN,USA","institution_ids":["https://openalex.org/I219193219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5035744255"],"corresponding_institution_ids":["https://openalex.org/I219193219"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.8352681,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"316","last_page":"321"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10838","display_name":"Animal Behavior and Welfare Studies","score":0.43540000915527344,"subfield":{"id":"https://openalex.org/subfields/3404","display_name":"Small Animals"},"field":{"id":"https://openalex.org/fields/34","display_name":"Veterinary"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10838","display_name":"Animal Behavior and Welfare Studies","score":0.43540000915527344,"subfield":{"id":"https://openalex.org/subfields/3404","display_name":"Small Animals"},"field":{"id":"https://openalex.org/fields/34","display_name":"Veterinary"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12365","display_name":"Effects of Environmental Stressors on Livestock","score":0.16120000183582306,"subfield":{"id":"https://openalex.org/subfields/1103","display_name":"Animal Science and Zoology"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12486","display_name":"Food Supply Chain Traceability","score":0.08269999921321869,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/specular-reflection","display_name":"Specular reflection","score":0.7267000079154968},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6373000144958496},{"id":"https://openalex.org/keywords/specular-highlight","display_name":"Specular highlight","score":0.5400000214576721},{"id":"https://openalex.org/keywords/holstein-cattle","display_name":"Holstein Cattle","score":0.49570000171661377},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4814000129699707},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.4352000057697296},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.38100001215934753}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.734000027179718},{"id":"https://openalex.org/C118381688","wikidata":"https://www.wikidata.org/wiki/Q1079524","display_name":"Specular reflection","level":2,"score":0.7267000079154968},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6615999937057495},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6373000144958496},{"id":"https://openalex.org/C50045419","wikidata":"https://www.wikidata.org/wiki/Q7575328","display_name":"Specular highlight","level":3,"score":0.5400000214576721},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5092999935150146},{"id":"https://openalex.org/C2909725152","wikidata":"https://www.wikidata.org/wiki/Q58910","display_name":"Holstein Cattle","level":3,"score":0.49570000171661377},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4814000129699707},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.4352000057697296},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.38100001215934753},{"id":"https://openalex.org/C2775972322","wikidata":"https://www.wikidata.org/wiki/Q2334923","display_name":"Odocoileus","level":2,"score":0.3578999936580658},{"id":"https://openalex.org/C56273599","wikidata":"https://www.wikidata.org/wiki/Q3122841","display_name":"White (mutation)","level":3,"score":0.34850001335144043},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3208000063896179},{"id":"https://openalex.org/C152565575","wikidata":"https://www.wikidata.org/wiki/Q1124538","display_name":"Conditional random field","level":2,"score":0.2840999960899353},{"id":"https://openalex.org/C2776977481","wikidata":"https://www.wikidata.org/wiki/Q2915","display_name":"Dairy cattle","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C83248878","wikidata":"https://www.wikidata.org/wiki/Q344000","display_name":"Active appearance model","level":3,"score":0.2667999863624573},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2635999917984009}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icipw68931.2025.11386210","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icipw68931.2025.11386210","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Image Processing Workshops (ICIPW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.497630774974823,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1910823972","https://openalex.org/W2806070179","https://openalex.org/W2916798096","https://openalex.org/W3035522863","https://openalex.org/W4224922075","https://openalex.org/W4236845899","https://openalex.org/W4352990819","https://openalex.org/W4403780069","https://openalex.org/W4403792044","https://openalex.org/W4405002024"],"related_works":[],"abstract_inverted_index":{"Computer-vision":[0],"methods":[1],"for":[2],"identifying":[3],"Holstein":[4],"cattle":[5,167,193],"based":[6],"on":[7,11,21,27,65,131],"their":[8,22],"appearance":[9],"depend":[10],"the":[12,16,39,102,114,118,141,147,155,159,174,177,189],"correct":[13],"distinction":[14],"of":[15,30,101,134,191],"black":[17,28,95,132,160],"and":[18,42,86,104,176],"white":[19,36,156],"regions":[20,29,133,157],"coats.":[23],"Bright":[24],"specular":[25,53,129],"highlights":[26,130],"cows":[31,135],"could":[32],"be":[33],"registered":[34],"as":[35,72,108],"regions,":[37],"confusing":[38],"identification":[40],"algorithm":[41],"leading":[43],"to":[44,58,112,127,153],"misidentifications.":[45],"As":[46],"a":[47,51,66,88,93,99,109,150],"solution,":[48],"we":[49,145],"develop":[50],"per-pixel":[52],"highlight":[54],"removal":[55],"method":[56,171,187],"designed":[57],"handle":[59],"non-uniform":[60],"lighting":[61],"from":[62,158],"multiple":[63],"illuminants":[64],"per-scene":[67],"basis.":[68],"It":[69,83],"is":[70,124],"fast":[71],"it":[73,107],"does":[74],"not":[75],"compute":[76],"image":[77],"statistics":[78],"or":[79],"use":[80],"neural-network":[81],"inference.":[82],"first":[84],"segments":[85],"tracks":[87],"black,":[89],"mirror-like":[90],"object":[91],"-":[92,97],"fully":[94],"cow":[96],"in":[98,140,182],"video":[100],"scene,":[103],"then":[105,125],"uses":[106],"light":[110],"probe":[111],"map":[113,123],"scene":[115],"illumination":[116,122],"at":[117,137],"pixel":[119],"level.":[120],"This":[121],"used":[126],"remove":[128],"appearing":[136],"other":[138],"times":[139],"scene.":[142],"Following":[143],"this,":[144],"binarize":[146],"cow-pixels":[148],"using":[149],"low":[151],"threshold":[152],"separate":[154],"ones.":[161],"When":[162],"coupled":[163],"with":[164],"an":[165],"available":[166],"recognition":[168,184,194],"system,":[169],"our":[170],"outperforms":[172],"both":[173],"traditional":[175],"recent":[178],"deep-learning":[179],"color-constancy":[180],"methods,":[181],"improving":[183],"performance.":[185],"Our":[186],"improves":[188],"performance":[190],"this":[192],"system":[195],"by":[196],"almost":[197],"7%.":[198]},"counts_by_year":[],"updated_date":"2026-02-23T20:09:44.859080","created_date":"2026-02-18T00:00:00"}
