{"id":"https://openalex.org/W2062617944","doi":"https://doi.org/10.1109/icip.2011.6116528","title":"A Belief Propagation algorithm for bias field estimation and image segmentation","display_name":"A Belief Propagation algorithm for bias field estimation and image segmentation","publication_year":2011,"publication_date":"2011-09-01","ids":{"openalex":"https://openalex.org/W2062617944","doi":"https://doi.org/10.1109/icip.2011.6116528","mag":"2062617944"},"language":"en","primary_location":{"id":"doi:10.1109/icip.2011.6116528","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2011.6116528","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 18th IEEE International Conference on Image Processing","raw_type":"proceedings-article"},"type":"conference-paper","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/A5029499523","display_name":"Rui Huang","orcid":"https://orcid.org/0000-0002-7950-1662"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Rui Huang","raw_affiliation_strings":["Department of Computer Science, State University of New Jersey, Rutgers, USA","Institute for Pattern Recognition and Artificial Intelligence, Huazhong University of Science and Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, State University of New Jersey, Rutgers, USA","institution_ids":["https://openalex.org/I102322142"]},{"raw_affiliation_string":"Institute for Pattern Recognition and Artificial Intelligence, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013734579","display_name":"Nong Sang","orcid":"https://orcid.org/0000-0002-9167-1496"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nong Sang","raw_affiliation_strings":["Institute for Pattern Recognition and Artificial Intelligence, Huazhong University of Science and Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Pattern Recognition and Artificial Intelligence, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020368096","display_name":"Vladimir Pavlovi\u0107","orcid":"https://orcid.org/0000-0003-3979-1236"},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vladimir Pavlovic","raw_affiliation_strings":["Department of Computer Science, State University of New Jersey, Rutgers, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, State University of New Jersey, Rutgers, USA","institution_ids":["https://openalex.org/I102322142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109600054","display_name":"Dimitris Metaxas","orcid":null},"institutions":[{"id":"https://openalex.org/I102322142","display_name":"Rutgers, The State University of New Jersey","ror":"https://ror.org/05vt9qd57","country_code":"US","type":"education","lineage":["https://openalex.org/I102322142"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dimitris Metaxas","raw_affiliation_strings":["Department of Computer Science, State University of New Jersey, Rutgers, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, State University of New Jersey, Rutgers, USA","institution_ids":["https://openalex.org/I102322142"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14719775,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"48","issue":null,"first_page":"37","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9966999888420105,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9966999888420105,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9883999824523926,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.978600025177002,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/belief-propagation","display_name":"Belief propagation","score":0.8917475938796997},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.6483715772628784},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6398775577545166},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6237471103668213},{"id":"https://openalex.org/keywords/graphical-model","display_name":"Graphical model","score":0.6215182542800903},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5863632559776306},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5755404829978943},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5718233585357666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5343676209449768},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.5279449820518494},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5109040141105652},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.48879215121269226},{"id":"https://openalex.org/keywords/expectation-propagation","display_name":"Expectation propagation","score":0.4489995241165161},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3583677411079407},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3391398787498474},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3212020993232727},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.23635715246200562},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.06882268190383911}],"concepts":[{"id":"https://openalex.org/C152948882","wikidata":"https://www.wikidata.org/wiki/Q4060686","display_name":"Belief propagation","level":3,"score":0.8917475938796997},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.6483715772628784},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6398775577545166},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6237471103668213},{"id":"https://openalex.org/C155846161","wikidata":"https://www.wikidata.org/wiki/Q1143367","display_name":"Graphical model","level":2,"score":0.6215182542800903},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5863632559776306},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5755404829978943},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5718233585357666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5343676209449768},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.5279449820518494},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5109040141105652},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.48879215121269226},{"id":"https://openalex.org/C2779363554","wikidata":"https://www.wikidata.org/wiki/Q5420835","display_name":"Expectation propagation","level":4,"score":0.4489995241165161},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3583677411079407},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3391398787498474},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3212020993232727},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.23635715246200562},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.06882268190383911},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icip.2011.6116528","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip.2011.6116528","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 18th IEEE International Conference on Image Processing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1554544485","https://openalex.org/W1600397135","https://openalex.org/W1997063559","https://openalex.org/W2019599312","https://openalex.org/W2019635781","https://openalex.org/W2020999234","https://openalex.org/W2022495783","https://openalex.org/W2117530999","https://openalex.org/W2130686832","https://openalex.org/W2136573752","https://openalex.org/W2136748901","https://openalex.org/W2143516773","https://openalex.org/W2159080219","https://openalex.org/W2161591846","https://openalex.org/W2162630772","https://openalex.org/W2167343814","https://openalex.org/W2171493089","https://openalex.org/W3102998284","https://openalex.org/W4249533638","https://openalex.org/W6633362792","https://openalex.org/W6655383422"],"related_works":["https://openalex.org/W2129270363","https://openalex.org/W959529772","https://openalex.org/W2612895134","https://openalex.org/W4297812452","https://openalex.org/W4388627352","https://openalex.org/W4368755698","https://openalex.org/W2606077302","https://openalex.org/W2140575283","https://openalex.org/W1520194733","https://openalex.org/W4286382505"],"abstract_inverted_index":{"Intensity-based":[0],"image":[1],"segmentation":[2,43],"is":[3,71],"often":[4],"plagued":[5],"by":[6,16,80],"the":[7,17,20,24,31,41,56,67,108],"spatial":[8],"intensity":[9],"inhomogeneities":[10],"(or":[11],"non-uniformities)":[12],"that":[13],"are":[14],"caused":[15],"imperfection":[18],"of":[19,40,66,107],"imaging":[21],"devices":[22],"and":[23,44,49,78,84,89,98,101],"varying":[25],"operating":[26],"conditions,":[27],"also":[28],"known":[29],"as":[30],"bias":[32,45],"field.":[33],"We":[34,91],"present":[35],"a":[36,81,85],"graphical":[37,69],"model":[38,70],"representation":[39],"joint":[42,63],"field":[46],"estimation":[47,76],"problem":[48,65],"propose":[50],"an":[51],"iterative":[52],"solver":[53],"based":[54],"on":[55],"Belief":[57],"Propagation":[58],"(BP)":[59],"algorithm.":[60],"The":[61],"intractable":[62],"inference":[64],"original":[68],"decoupled":[72],"into":[73],"two":[74],"MRF-MAP":[75],"problems":[77],"solved":[79],"discrete-valued":[82],"BP":[83],"Gaussian":[86],"BP,":[87],"respectively":[88],"iteratively.":[90],"validate":[92],"our":[93],"method":[94],"using":[95],"both":[96],"simulated":[97],"real":[99],"data":[100],"show":[102],"its":[103],"connection":[104],"to":[105],"some":[106],"classical":[109],"filtering-based":[110],"approaches.":[111]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
