{"id":"https://openalex.org/W2982699143","doi":"https://doi.org/10.1109/iceee.2019.8884498","title":"Markov Random Field Function minimized by Stochastic Gradient Descent","display_name":"Markov Random Field Function minimized by Stochastic Gradient Descent","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2982699143","doi":"https://doi.org/10.1109/iceee.2019.8884498","mag":"2982699143"},"language":"en","primary_location":{"id":"doi:10.1109/iceee.2019.8884498","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceee.2019.8884498","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 16th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","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/A5047859464","display_name":"Luis-Rogelio Roman-Rivera","orcid":"https://orcid.org/0000-0002-1832-5407"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Luis Rogelio Roman Rivera","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico"],"affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042447268","display_name":"Jes\u00fas Carlos Pedraza\u2010Ortega","orcid":"https://orcid.org/0000-0001-5125-8907"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jesus Carlos Pedraza Ortega","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico"],"affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036529804","display_name":"Marco Antonio Aceves-Fern\u00e1ndez","orcid":"https://orcid.org/0000-0002-5455-0329"},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Marco Antonio Aceves Fernandez","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico"],"affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113877068","display_name":"Juan Manuel Ramos Arregu\u00edn","orcid":null},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Juan Manuel Ramos Arreguin","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico"],"affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109907399","display_name":"Efr\u00e9n Gorrostieta Hurtado","orcid":null},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Efren Gorrostieta Hurtado","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico"],"affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico","institution_ids":["https://openalex.org/I157492648"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102174758","display_name":"Jos\u00e9 Emilio Vargas Soto","orcid":null},"institutions":[{"id":"https://openalex.org/I157492648","display_name":"Autonomous University of Queretaro","ror":"https://ror.org/00v8fdc16","country_code":"MX","type":"education","lineage":["https://openalex.org/I157492648"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Jose Emilio Vargas Soto","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico"],"affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad Aut\u00f3noma de Quer\u00e9taro, Quer\u00e9taro, Mexico","institution_ids":["https://openalex.org/I157492648"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5047859464"],"corresponding_institution_ids":["https://openalex.org/I157492648"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12174746,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12549","display_name":"Image and Object Detection Techniques","score":0.9988999962806702,"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/T12549","display_name":"Image and Object Detection Techniques","score":0.9988999962806702,"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/T10191","display_name":"Robotics and Sensor-Based Localization","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10531","display_name":"Advanced Vision and Imaging","score":0.998199999332428,"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/markov-random-field","display_name":"Markov random field","score":0.7596193552017212},{"id":"https://openalex.org/keywords/stochastic-gradient-descent","display_name":"Stochastic gradient descent","score":0.7204026579856873},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.7179745435714722},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.656146764755249},{"id":"https://openalex.org/keywords/optical-flow","display_name":"Optical flow","score":0.6425851583480835},{"id":"https://openalex.org/keywords/gradient-descent","display_name":"Gradient descent","score":0.5854902863502502},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5268491506576538},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5110455751419067},{"id":"https://openalex.org/keywords/random-field","display_name":"Random field","score":0.5002179145812988},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4777930676937103},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4685436487197876},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.4681197702884674},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.4584164321422577},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.44677168130874634},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.43265509605407715},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.4146215319633484},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36975857615470886},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.32692939043045044},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.22558468580245972},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.09468063712120056},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08770081400871277}],"concepts":[{"id":"https://openalex.org/C2778045648","wikidata":"https://www.wikidata.org/wiki/Q176827","display_name":"Markov random field","level":4,"score":0.7596193552017212},{"id":"https://openalex.org/C206688291","wikidata":"https://www.wikidata.org/wiki/Q7617819","display_name":"Stochastic gradient descent","level":3,"score":0.7204026579856873},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.7179745435714722},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.656146764755249},{"id":"https://openalex.org/C155542232","wikidata":"https://www.wikidata.org/wiki/Q736111","display_name":"Optical flow","level":3,"score":0.6425851583480835},{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.5854902863502502},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5268491506576538},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5110455751419067},{"id":"https://openalex.org/C130402806","wikidata":"https://www.wikidata.org/wiki/Q5361768","display_name":"Random field","level":2,"score":0.5002179145812988},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4777930676937103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4685436487197876},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.4681197702884674},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.4584164321422577},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.44677168130874634},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.43265509605407715},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.4146215319633484},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36975857615470886},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.32692939043045044},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.22558468580245972},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.09468063712120056},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08770081400871277},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iceee.2019.8884498","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceee.2019.8884498","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 16th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W160299708","https://openalex.org/W1651266332","https://openalex.org/W2114358147","https://openalex.org/W2461104673","https://openalex.org/W2474281075","https://openalex.org/W2523246573","https://openalex.org/W2562054208","https://openalex.org/W2758772066","https://openalex.org/W4213262319"],"related_works":["https://openalex.org/W4206903459","https://openalex.org/W2754816816","https://openalex.org/W4366280654","https://openalex.org/W3160167280","https://openalex.org/W4231621013","https://openalex.org/W4362706668","https://openalex.org/W3008318776","https://openalex.org/W1977633006","https://openalex.org/W2041416246","https://openalex.org/W3020853991"],"abstract_inverted_index":{"A":[0,140],"Markov":[1,74],"Random":[2,75],"Field":[3,76],"Function":[4],"(MRF)":[5],"is":[6,62,91,106,142,172,181],"used":[7,92,113,182,204],"to":[8,20,30,68,86,93,98,183],"evaluate":[9],"optical":[10,35,169,221],"flow":[11,36,170,222],"from":[12,123,144],"two":[13],"consecutive":[14],"images":[15,117],"in":[16,28,42,51,72,81,152,177,223,227],"time,":[17],"it":[18,161,217],"requires":[19],"be":[21,99,203,213],"minimized":[22,69],"or":[23,32],"maximized":[24],"an":[25,65,163],"error":[26,71,166,187],"output":[27],"order":[29],"accept":[31],"reject":[33],"a":[34,48,88,109,114,195,224],"value":[37,97,171,188],"for":[38,205],"one":[39,121,127],"pixel":[40,49,141,229],"intensity":[41,50],"the":[43,52,56,70,73,95,102,124,131,145,150,153,157,178,209,220,228,232],"first":[44,146,233],"image":[45,128,138,155],"with":[46,133,156],"respect":[47,108],"second":[53,154],"one.":[54],"In":[55],"present":[57,179],"paper,":[58],"Stochastic":[59,190],"Gradient":[60,191],"Descent":[61,192],"proposed":[63,176,210],"as":[64,194],"optimization":[66],"method":[67,175,211],"Function,":[77,159],"Gradients":[78],"are":[79],"computed":[80],"horizontal":[82],"and":[83,135,168,208],"vertical":[84],"axis":[85],"get":[87],"direction":[89],"which":[90],"compute":[94,184],"following":[96],"evaluated":[100],"by":[101],"function":[103],"until":[104],"convergence":[105],"reach":[107],"stop":[110],"condition.":[111],"Experiments":[112],"pair":[115],"of":[116,231],"taken":[118,129],"using":[119,189],"only":[120],"camera":[122],"same":[125],"scene,":[126],"after":[130],"other":[132],"overlapping":[134,137],"non":[136],"sections.":[139],"selected":[143],"image,":[147],"then":[148],"evaluating":[149],"correspondence":[151],"MRF":[158],"if":[160],"returns":[162],"aceptable":[164],"minimum":[165,186],"value,":[167],"obtained.":[173],"The":[174],"paper":[180],"this":[185,206],"(SGD)":[193],"minimization":[196],"method,":[197],"experiments":[198],"will":[199,212],"probe":[200],"SGD":[201],"can":[202],"goal":[207],"discussed":[214],"describing":[215],"how":[216],"works":[218],"locating":[219],"localized":[225],"area":[226],"neighborhood":[230],"image.":[234]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}