{"id":"https://openalex.org/W2107229886","doi":"https://doi.org/10.1162/08997660360675071","title":"Learning the Gestalt Rule of Collinearity from Object Motion","display_name":"Learning the Gestalt Rule of Collinearity from Object Motion","publication_year":2003,"publication_date":"2003-07-16","ids":{"openalex":"https://openalex.org/W2107229886","doi":"https://doi.org/10.1162/08997660360675071","mag":"2107229886","pmid":"https://pubmed.ncbi.nlm.nih.gov/14511516"},"language":"en","primary_location":{"id":"doi:10.1162/08997660360675071","is_oa":false,"landing_page_url":"https://doi.org/10.1162/08997660360675071","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5058871994","display_name":"Carsten Prod\u00f6hl","orcid":null},"institutions":[{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Carsten Prod\u00f6hl","raw_affiliation_strings":["Institut f\u00fcr Neuroinformatik, Ruhr-Universit\u00e4t Bochum, D-44780 Bochum, Germany,"],"affiliations":[{"raw_affiliation_string":"Institut f\u00fcr Neuroinformatik, Ruhr-Universit\u00e4t Bochum, D-44780 Bochum, Germany,","institution_ids":["https://openalex.org/I904495901"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015247231","display_name":"Rolf P. W\u00fcrtz","orcid":"https://orcid.org/0000-0002-7160-4157"},"institutions":[{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rolf P. W\u00fcrtz","raw_affiliation_strings":["Institut f\u00fcr Neuroinformatik, Ruhr-Universit\u00e4t Bochum, D-44780 Bochum, Germany,"],"affiliations":[{"raw_affiliation_string":"Institut f\u00fcr Neuroinformatik, Ruhr-Universit\u00e4t Bochum, D-44780 Bochum, Germany,","institution_ids":["https://openalex.org/I904495901"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113464292","display_name":"Christoph von der Malsburg","orcid":"https://orcid.org/0000-0003-2978-6900"},"institutions":[{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christoph von der Malsburg","raw_affiliation_strings":["Institut f\u00fcr Neuroinformatik, Ruhr-Universit\u00e4t Bochum, D-44780 Bochum, Germany,"],"affiliations":[{"raw_affiliation_string":"Institut f\u00fcr Neuroinformatik, Ruhr-Universit\u00e4t Bochum, D-44780 Bochum, Germany,","institution_ids":["https://openalex.org/I904495901"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5058871994"],"corresponding_institution_ids":["https://openalex.org/I904495901"],"apc_list":null,"apc_paid":null,"fwci":1.6541,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.82130549,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"15","issue":"8","first_page":"1865","last_page":"1896"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10427","display_name":"Visual perception and processing mechanisms","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10427","display_name":"Visual perception and processing mechanisms","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10691","display_name":"Retinal Development and Disorders","score":0.9921000003814697,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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"}}],"keywords":[{"id":"https://openalex.org/keywords/gestalt-psychology","display_name":"Gestalt psychology","score":0.8647866249084473},{"id":"https://openalex.org/keywords/hebbian-theory","display_name":"Hebbian theory","score":0.8555724620819092},{"id":"https://openalex.org/keywords/collinearity","display_name":"Collinearity","score":0.7859059572219849},{"id":"https://openalex.org/keywords/visual-cortex","display_name":"Visual cortex","score":0.6328584551811218},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6265522241592407},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5843774676322937},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.5064479112625122},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.49828362464904785},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.474178671836853},{"id":"https://openalex.org/keywords/learning-rule","display_name":"Learning rule","score":0.4718960225582123},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.4479507803916931},{"id":"https://openalex.org/keywords/connection","display_name":"Connection (principal bundle)","score":0.4405588209629059},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4327337443828583},{"id":"https://openalex.org/keywords/cognitive-neuroscience-of-visual-object-recognition","display_name":"Cognitive neuroscience of visual object recognition","score":0.4281523823738098},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3379514217376709},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2845138907432556},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2090253233909607},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09670346975326538}],"concepts":[{"id":"https://openalex.org/C27362006","wikidata":"https://www.wikidata.org/wiki/Q272021","display_name":"Gestalt psychology","level":3,"score":0.8647866249084473},{"id":"https://openalex.org/C111437709","wikidata":"https://www.wikidata.org/wiki/Q1277874","display_name":"Hebbian theory","level":3,"score":0.8555724620819092},{"id":"https://openalex.org/C106192678","wikidata":"https://www.wikidata.org/wiki/Q1419761","display_name":"Collinearity","level":2,"score":0.7859059572219849},{"id":"https://openalex.org/C2779345533","wikidata":"https://www.wikidata.org/wiki/Q75785","display_name":"Visual cortex","level":2,"score":0.6328584551811218},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6265522241592407},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5843774676322937},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.5064479112625122},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.49828362464904785},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.474178671836853},{"id":"https://openalex.org/C2779127903","wikidata":"https://www.wikidata.org/wiki/Q6510194","display_name":"Learning rule","level":3,"score":0.4718960225582123},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.4479507803916931},{"id":"https://openalex.org/C13355873","wikidata":"https://www.wikidata.org/wiki/Q2920850","display_name":"Connection (principal bundle)","level":2,"score":0.4405588209629059},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4327337443828583},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.4281523823738098},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3379514217376709},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2845138907432556},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2090253233909607},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09670346975326538},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D005863","descriptor_name":"Gestalt Theory","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005863","descriptor_name":"Gestalt Theory","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005863","descriptor_name":"Gestalt Theory","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009039","descriptor_name":"Motion Perception","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009039","descriptor_name":"Motion Perception","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009039","descriptor_name":"Motion Perception","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000166","qualifier_name":"cytology","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000166","qualifier_name":"cytology","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000166","qualifier_name":"cytology","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012160","descriptor_name":"Retina","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012165","descriptor_name":"Retinal Ganglion Cells","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012165","descriptor_name":"Retinal Ganglion Cells","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D012165","descriptor_name":"Retinal Ganglion Cells","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020419","descriptor_name":"Photoreceptor Cells, Vertebrate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D020419","descriptor_name":"Photoreceptor Cells, Vertebrate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D020419","descriptor_name":"Photoreceptor Cells, Vertebrate","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1162/08997660360675071","is_oa":false,"landing_page_url":"https://doi.org/10.1162/08997660360675071","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},{"id":"pmid:14511516","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/14511516","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":"Neural computation","raw_type":null},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.7.5526","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.7.5526","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ftp://ftp.neuroinformatik.ruhr-uni-bochum.de/pub/manuscripts/articles/rolf-gestalt2001.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W126033927","https://openalex.org/W1479882924","https://openalex.org/W1523029967","https://openalex.org/W1546734161","https://openalex.org/W1587665519","https://openalex.org/W1597739853","https://openalex.org/W1616765149","https://openalex.org/W1821468701","https://openalex.org/W1867287134","https://openalex.org/W1894492586","https://openalex.org/W1963955769","https://openalex.org/W1965942077","https://openalex.org/W1979637432","https://openalex.org/W1980299678","https://openalex.org/W1981268965","https://openalex.org/W1985511308","https://openalex.org/W2002303002","https://openalex.org/W2013821013","https://openalex.org/W2017252689","https://openalex.org/W2017537431","https://openalex.org/W2023279139","https://openalex.org/W2025690001","https://openalex.org/W2033943155","https://openalex.org/W2036700264","https://openalex.org/W2040951115","https://openalex.org/W2041067282","https://openalex.org/W2043006464","https://openalex.org/W2050357426","https://openalex.org/W2054573168","https://openalex.org/W2056908494","https://openalex.org/W2060565253","https://openalex.org/W2064660979","https://openalex.org/W2070653320","https://openalex.org/W2075724496","https://openalex.org/W2077856986","https://openalex.org/W2081899278","https://openalex.org/W2087584984","https://openalex.org/W2088854491","https://openalex.org/W2089858428","https://openalex.org/W2090358323","https://openalex.org/W2091662199","https://openalex.org/W2094130009","https://openalex.org/W2096273483","https://openalex.org/W2101510149","https://openalex.org/W2107535167","https://openalex.org/W2110205508","https://openalex.org/W2115277751","https://openalex.org/W2121951993","https://openalex.org/W2122741244","https://openalex.org/W2123295213","https://openalex.org/W2130954011","https://openalex.org/W2131689618","https://openalex.org/W2134394617","https://openalex.org/W2135191721","https://openalex.org/W2137234026","https://openalex.org/W2139783870","https://openalex.org/W2140966579","https://openalex.org/W2145889472","https://openalex.org/W2148705846","https://openalex.org/W2151035455","https://openalex.org/W2158126393","https://openalex.org/W2162182804","https://openalex.org/W2172444777","https://openalex.org/W4240929025","https://openalex.org/W4242138561","https://openalex.org/W4245577102","https://openalex.org/W4246091849","https://openalex.org/W4248836963","https://openalex.org/W4248995476","https://openalex.org/W4249796959"],"related_works":["https://openalex.org/W2019283726","https://openalex.org/W4321853849","https://openalex.org/W2590565095","https://openalex.org/W2896927215","https://openalex.org/W3180828476","https://openalex.org/W1950019275","https://openalex.org/W1993110512","https://openalex.org/W4285340753","https://openalex.org/W1991841905","https://openalex.org/W1520894008"],"abstract_inverted_index":{"The":[0,68,118],"Gestalt":[1],"principle":[2],"of":[3,97,102,115,124,128,148],"collinearity":[4],"(and":[5],"curvilinearity)":[6],"is":[7,75,88,138],"widely":[8],"regarded":[9],"as":[10],"being":[11],"mediated":[12],"by":[13,150],"the":[14,24,81,95,98,103,125,131,136,145],"long-range":[15],"connection":[16],"structure":[17],"in":[18,57,80],"primary":[19],"visual":[20,37,82],"cortex.":[21],"We":[22,46,84],"review":[23],"neurophysiological":[25],"and":[26],"psychophysical":[27],"literature":[28],"to":[29,78,93],"argue":[30],"that":[31,53,86,144],"these":[32,55],"connections":[33,56],"are":[34],"developed":[35],"from":[36,64],"experience":[38,151],"after":[39],"birth,":[40],"relying":[41],"on":[42],"coherent":[43],"object":[44],"motion.":[45],"then":[47],"present":[48],"a":[49,107,121,133],"neural":[50],"network":[51],"model":[52,69,119],"learns":[54],"an":[58],"unsupervised":[59],"Hebbian":[60],"fashion":[61],"with":[62,112,140],"input":[63],"real":[65],"camera":[66],"sequences.":[67],"uses":[70],"spatiotemporal":[71],"retinal":[72],"filtering,":[73],"which":[74],"very":[76],"sensitive":[77],"changes":[79],"input.":[83],"show":[85],"it":[87],"crucial":[89],"for":[90],"successful":[91],"learning":[92,109],"use":[94],"correlation":[96],"transient":[99],"responses":[100],"instead":[101],"sustained":[104],"ones.":[105],"As":[106],"consequence,":[108],"works":[110],"best":[111],"video":[113],"sequences":[114],"moving":[116],"objects.":[117],"addresses":[120],"special":[122],"case":[123],"fundamental":[126],"question":[127],"what":[129],"represents":[130],"necessary":[132],"priori":[134],"knowledge":[135],"brain":[137],"equipped":[139],"at":[141],"birth":[142],"so":[143],"self-organized":[146],"process":[147],"structuring":[149],"can":[152],"be":[153],"successful.":[154]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2014,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
