{"id":"https://openalex.org/W2165459999","doi":"https://doi.org/10.1109/cvprw.2008.4563012","title":"Variational shape detection in microscope images based on joint shape and image feature statistics","display_name":"Variational shape detection in microscope images based on joint shape and image feature statistics","publication_year":2008,"publication_date":"2008-06-01","ids":{"openalex":"https://openalex.org/W2165459999","doi":"https://doi.org/10.1109/cvprw.2008.4563012","mag":"2165459999"},"language":"en","primary_location":{"id":"doi:10.1109/cvprw.2008.4563012","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvprw.2008.4563012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops","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/A5022547510","display_name":"Matthias Fuchs","orcid":"https://orcid.org/0000-0003-3964-2716"},"institutions":[{"id":"https://openalex.org/I190249584","display_name":"Universit\u00e4t Innsbruck","ror":"https://ror.org/054pv6659","country_code":"AT","type":"education","lineage":["https://openalex.org/I190249584"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Matthias Fuchs","raw_affiliation_strings":["Infmath Imaging, University of Innsbruck, Innsbruck, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Infmath Imaging, University of Innsbruck, Innsbruck, Austria","institution_ids":["https://openalex.org/I190249584"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060672357","display_name":"Samuel Gerber","orcid":"https://orcid.org/0000-0002-7561-538X"},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samuel Gerber","raw_affiliation_strings":["SCI Institute, University of Utah, Salt Lake, UT, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SCI Institute, University of Utah, Salt Lake, UT, USA","institution_ids":["https://openalex.org/I223532165"]}]}],"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":1,"citation_normalized_percentile":{"value":0.24600555,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9975000023841858,"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":0.9975000023841858,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/regularization","display_name":"Regularization (linguistics)","score":0.7244737148284912},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6811209917068481},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6244608163833618},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6237366199493408},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6013116836547852},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.5132007598876953},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.4886668026447296},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4881787896156311},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.48307231068611145},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.47304290533065796},{"id":"https://openalex.org/keywords/energy-minimization","display_name":"Energy minimization","score":0.43060675263404846},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.41430583596229553},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2988967001438141},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08781275153160095},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06428810954093933}],"concepts":[{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.7244737148284912},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6811209917068481},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6244608163833618},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6237366199493408},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6013116836547852},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.5132007598876953},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.4886668026447296},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4881787896156311},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.48307231068611145},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.47304290533065796},{"id":"https://openalex.org/C14961307","wikidata":"https://www.wikidata.org/wiki/Q5377176","display_name":"Energy minimization","level":2,"score":0.43060675263404846},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.41430583596229553},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2988967001438141},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08781275153160095},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06428810954093933},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/cvprw.2008.4563012","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvprw.2008.4563012","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.140.3258","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.140.3258","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.utah.edu/projects/sci/publications/fuchs08/Fuchs_MMBIA08.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.420.1944","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.420.1944","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://mplab.ucsd.edu/wp-content/uploads/CVPR2008/WorkShops/data/papers/063.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8899999856948853,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1480873147","https://openalex.org/W1506879382","https://openalex.org/W1540871397","https://openalex.org/W1543363024","https://openalex.org/W2026732121","https://openalex.org/W2038952578","https://openalex.org/W2063616949","https://openalex.org/W2082541576","https://openalex.org/W2101139283","https://openalex.org/W2103672814","https://openalex.org/W2104095591","https://openalex.org/W2111548551","https://openalex.org/W2114487471","https://openalex.org/W2116040950","https://openalex.org/W2120073691","https://openalex.org/W2129905273","https://openalex.org/W2147427282","https://openalex.org/W2147484997","https://openalex.org/W2159961414","https://openalex.org/W2161914416","https://openalex.org/W2167338900","https://openalex.org/W2172803778","https://openalex.org/W2425246132","https://openalex.org/W2505680244","https://openalex.org/W4233014035","https://openalex.org/W4243753773","https://openalex.org/W6628806528","https://openalex.org/W6682634897","https://openalex.org/W6684637696"],"related_works":["https://openalex.org/W3147584709","https://openalex.org/W2977677679","https://openalex.org/W1992327129","https://openalex.org/W2381986121","https://openalex.org/W4254199101","https://openalex.org/W2370918718","https://openalex.org/W1670153145","https://openalex.org/W2256933480","https://openalex.org/W4299904075","https://openalex.org/W2790241549"],"abstract_inverted_index":{"This":[0,100],"paper":[1],"presents":[2],"a":[3,42,46,113,142],"novel":[4],"variational":[5],"formulation":[6],"incorporating":[7],"statistical":[8],"knowledge":[9],"to":[10,17,34,56,61,103,131,135,149],"detect":[11],"shapes":[12],"in":[13,121],"images.":[14],"We":[15,139],"propose":[16],"train":[18],"an":[19],"energy":[20,82,144],"based":[21],"on":[22,86,112],"joint":[23],"shape":[24,35,76],"and":[25,45,145],"feature":[26,43,50],"statistics":[27],"inferred":[28],"from":[29],"training":[30,117],"data.":[31],"Variational":[32],"approaches":[33],"detection":[36,120],"traditionally":[37],"involve":[38],"energies":[39],"consisting":[40],"of":[41,77,96,116,127],"term":[44,51,73],"regularization":[47,72],"term.":[48],"The":[49],"forces":[52],"the":[53,71,75,78,93,125,128,150],"detected":[54],"object":[55],"be":[57],"optimal":[58],"with":[59],"respect":[60],"image":[62,107,137],"properties":[63],"such":[64],"as":[65],"contrast,":[66],"pattern":[67],"or":[68],"edges":[69],"whereas":[70],"stabilizes":[74],"object.":[79],"Our":[80],"trained":[81],"does":[83],"not":[84],"rely":[85],"these":[87],"two":[88],"separate":[89],"terms,":[90],"hence":[91],"avoids":[92],"non-trivial":[94],"task":[95],"balancing":[97],"them":[98],"properly.":[99],"enables":[101],"us":[102],"incorporate":[104],"more":[105],"complex":[106],"features":[108],"while":[109],"still":[110],"relying":[111],"moderate":[114],"number":[115],"samples.":[118],"Cell":[119],"microscope":[122],"images":[123],"illustrates":[124],"capability":[126],"proposed":[129],"method":[130],"automatically":[132],"adapt":[133],"itself":[134],"different":[136],"features.":[138],"also":[140],"introduce":[141],"nonlinear":[143],"exemplarily":[146],"compare":[147],"it":[148],"linear":[151],"approach.":[152]},"counts_by_year":[{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}