{"id":"https://openalex.org/W4388286258","doi":"https://doi.org/10.1109/lgrs.2023.3328837","title":"Multitask Training as Regularization Strategy for Seismic Image Segmentation","display_name":"Multitask Training as Regularization Strategy for Seismic Image Segmentation","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4388286258","doi":"https://doi.org/10.1109/lgrs.2023.3328837"},"language":"en","primary_location":{"id":"doi:10.1109/lgrs.2023.3328837","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2023.3328837","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Geoscience and Remote Sensing Letters","raw_type":"journal-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/A5039908626","display_name":"S. Saha","orcid":"https://orcid.org/0000-0003-0198-0189"},"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":true,"raw_author_name":"Surojit Saha","raw_affiliation_strings":["Scientific Computing and Imaging Institute, Kahlert School of Computing, The University of Utah,, Salt Lake City, UT, USA"],"affiliations":[{"raw_affiliation_string":"Scientific Computing and Imaging Institute, Kahlert School of Computing, The University of Utah,, Salt Lake City, UT, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wasim Gazi","orcid":null},"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":"Wasim Gazi","raw_affiliation_strings":["Scientific Computing and Imaging Institute, Kahlert School of Computing, The University of Utah,, Salt Lake City, UT, USA"],"affiliations":[{"raw_affiliation_string":"Scientific Computing and Imaging Institute, Kahlert School of Computing, The University of Utah,, Salt Lake City, UT, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113038658","display_name":"Rehman Mohammed","orcid":null},"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":"Rehman Mohammed","raw_affiliation_strings":["Scientific Computing and Imaging Institute, Kahlert School of Computing, The University of Utah,, Salt Lake City, UT, USA"],"affiliations":[{"raw_affiliation_string":"Scientific Computing and Imaging Institute, Kahlert School of Computing, The University of Utah,, Salt Lake City, UT, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014120139","display_name":"Thomas Rapstine","orcid":"https://orcid.org/0000-0001-5939-9587"},"institutions":[{"id":"https://openalex.org/I923382979","display_name":"ExxonMobil (United States)","ror":"https://ror.org/01xcepn55","country_code":"US","type":"company","lineage":["https://openalex.org/I923382979"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thomas Rapstine","raw_affiliation_strings":["ExxonMobil Upstream Integrated Solutions Company, Houston, TX, USA"],"affiliations":[{"raw_affiliation_string":"ExxonMobil Upstream Integrated Solutions Company, Houston, TX, USA","institution_ids":["https://openalex.org/I923382979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021610353","display_name":"Hayden Powers","orcid":null},"institutions":[{"id":"https://openalex.org/I923382979","display_name":"ExxonMobil (United States)","ror":"https://ror.org/01xcepn55","country_code":"US","type":"company","lineage":["https://openalex.org/I923382979"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hayden Powers","raw_affiliation_strings":["ExxonMobil Upstream Integrated Solutions Company, Houston, TX, USA"],"affiliations":[{"raw_affiliation_string":"ExxonMobil Upstream Integrated Solutions Company, Houston, TX, USA","institution_ids":["https://openalex.org/I923382979"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109840277","display_name":"Ross Whitaker","orcid":null},"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":"Ross Whitaker","raw_affiliation_strings":["Scientific Computing and Imaging Institute, Kahlert School of Computing, The University of Utah,, Salt Lake City, UT, USA"],"affiliations":[{"raw_affiliation_string":"Scientific Computing and Imaging Institute, Kahlert School of Computing, The University of Utah,, Salt Lake City, UT, USA","institution_ids":["https://openalex.org/I223532165"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5039908626"],"corresponding_institution_ids":["https://openalex.org/I223532165"],"apc_list":null,"apc_paid":null,"fwci":0.5803,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65014967,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"20","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10635","display_name":"Hydraulic Fracturing and Reservoir Analysis","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11609","display_name":"Geophysical Methods and Applications","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"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/regularization","display_name":"Regularization (linguistics)","score":0.795596718788147},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.731690526008606},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.6645566821098328},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6528353691101074},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6216599941253662},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.559997022151947},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.536410391330719},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5299903750419617},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.5203946828842163},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.47615596652030945},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4746045470237732},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4498516619205475},{"id":"https://openalex.org/keywords/co-training","display_name":"Co-training","score":0.4408803880214691},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.4365655183792114},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-supervised learning","score":0.2369561791419983},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1349867880344391},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06519407033920288}],"concepts":[{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.795596718788147},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.731690526008606},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.6645566821098328},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6528353691101074},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6216599941253662},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.559997022151947},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.536410391330719},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5299903750419617},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.5203946828842163},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.47615596652030945},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4746045470237732},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4498516619205475},{"id":"https://openalex.org/C2776959682","wikidata":"https://www.wikidata.org/wiki/Q17005296","display_name":"Co-training","level":3,"score":0.4408803880214691},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.4365655183792114},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.2369561791419983},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1349867880344391},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06519407033920288},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lgrs.2023.3328837","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2023.3328837","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Geoscience and Remote Sensing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320332434","display_name":"ExxonMobil Research and Engineering Company","ror":"https://ror.org/01xcepn55"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1494192115","https://openalex.org/W1543268313","https://openalex.org/W1901129140","https://openalex.org/W1910657905","https://openalex.org/W2014758788","https://openalex.org/W2028826327","https://openalex.org/W2068840375","https://openalex.org/W2095137761","https://openalex.org/W2106664122","https://openalex.org/W2106921281","https://openalex.org/W2126097500","https://openalex.org/W2130667099","https://openalex.org/W2287189760","https://openalex.org/W2588053692","https://openalex.org/W2911424749","https://openalex.org/W2913340405","https://openalex.org/W2923484039","https://openalex.org/W2963420272","https://openalex.org/W3128210037","https://openalex.org/W3153782991","https://openalex.org/W4320913379","https://openalex.org/W6639780620","https://openalex.org/W6688325169"],"related_works":["https://openalex.org/W2948333011","https://openalex.org/W4386619269","https://openalex.org/W4312745891","https://openalex.org/W1942758450","https://openalex.org/W2994972936","https://openalex.org/W2922338626","https://openalex.org/W4303645333","https://openalex.org/W3088045114","https://openalex.org/W2108010283","https://openalex.org/W4388286258"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"multi-task":[3,54,76],"learning":[4,77],"as":[5,21],"a":[6],"regularization":[7],"method":[8],"for":[9,34],"segmentation":[10],"tasks":[11],"in":[12,57],"seismic":[13],"images.":[14],"We":[15,51],"examine":[16],"application-specific":[17],"auxiliary":[18],"tasks,":[19],"such":[20,70],"the":[22,85],"estimation/detection":[23],"of":[24,36],"horizons,":[25],"dip":[26],"angle,":[27],"and":[28,66],"amplitude":[29],"that":[30,53,75],"geophysicists":[31],"consider":[32],"relevant":[33],"identification":[35],"channels":[37],"(a":[38],"geological":[39],"feature),":[40],"which":[41],"is":[42],"currently":[43],"done":[44],"through":[45],"painstaking":[46],"outlining":[47],"by":[48],"qualified":[49],"experts.":[50],"show":[52,74],"training":[55],"helps":[56],"better":[58,79],"generalization":[59],"on":[60,80],"test":[61],"datasets":[62,82],"with":[63],"very":[64],"similar":[65],"different":[67],"structure/statistics.":[68],"In":[69],"settings,":[71],"we":[72],"also":[73],"performs":[78],"unseen":[81],"relative":[83],"to":[84],"baseline.":[86]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}