{"id":"https://openalex.org/W4404179586","doi":"https://doi.org/10.1109/tgrs.2024.3494723","title":"Self-Supervised Transfer Learning POCS-Net for Seismic Data Interpolation","display_name":"Self-Supervised Transfer Learning POCS-Net for Seismic Data Interpolation","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4404179586","doi":"https://doi.org/10.1109/tgrs.2024.3494723"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3494723","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3494723","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Transactions on Geoscience and Remote Sensing","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/A5115589602","display_name":"Yao Chen","orcid":"https://orcid.org/0000-0001-5534-7907"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao Chen","raw_affiliation_strings":["School of Mathematics, Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068775552","display_name":"Siwei Yu","orcid":"https://orcid.org/0000-0001-5237-0837"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siwei Yu","raw_affiliation_strings":["School of Mathematics, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0001-5237-0837","affiliations":[{"raw_affiliation_string":"School of Mathematics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088896401","display_name":"Rongzhi Lin","orcid":"https://orcid.org/0000-0003-2383-6882"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongzhi Lin","raw_affiliation_strings":["School of Mathematics, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0003-2383-6882","affiliations":[{"raw_affiliation_string":"School of Mathematics, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":1.3034,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.78823092,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9447000026702881,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9447000026702881,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9337999820709229,"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/T13018","display_name":"Seismology and Earthquake Studies","score":0.9283000230789185,"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/computer-science","display_name":"Computer science","score":0.6469265222549438},{"id":"https://openalex.org/keywords/interpolation","display_name":"Interpolation (computer graphics)","score":0.5975083112716675},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5562484264373779},{"id":"https://openalex.org/keywords/net","display_name":"Net (polyhedron)","score":0.4960833489894867},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43647706508636475},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3851815462112427},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.32974129915237427},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3255884051322937},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.09137007594108582},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0884084403514862}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6469265222549438},{"id":"https://openalex.org/C137800194","wikidata":"https://www.wikidata.org/wiki/Q11713455","display_name":"Interpolation (computer graphics)","level":3,"score":0.5975083112716675},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5562484264373779},{"id":"https://openalex.org/C14166107","wikidata":"https://www.wikidata.org/wiki/Q253829","display_name":"Net (polyhedron)","level":2,"score":0.4960833489894867},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43647706508636475},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3851815462112427},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.32974129915237427},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3255884051322937},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.09137007594108582},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0884084403514862},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3494723","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3494723","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5400000214576721,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G180278202","display_name":null,"funder_award_id":"2021YFA1003502","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G2244346050","display_name":null,"funder_award_id":"HT.OCEF.2023029","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2334919773","display_name":null,"funder_award_id":"42074156","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3488686030","display_name":null,"funder_award_id":"2022FRFK060027","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4615861606","display_name":null,"funder_award_id":"2022FRFK060027","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G748136845","display_name":null,"funder_award_id":"HIT.OCEF.2023029","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W1498924937","https://openalex.org/W1822012234","https://openalex.org/W1901129140","https://openalex.org/W1981607562","https://openalex.org/W1990498189","https://openalex.org/W2021203793","https://openalex.org/W2030144655","https://openalex.org/W2037585564","https://openalex.org/W2056160384","https://openalex.org/W2097935747","https://openalex.org/W2105519919","https://openalex.org/W2124769970","https://openalex.org/W2132978155","https://openalex.org/W2133629708","https://openalex.org/W2136655611","https://openalex.org/W2141953966","https://openalex.org/W2149507090","https://openalex.org/W2900781915","https://openalex.org/W2912059545","https://openalex.org/W2928781249","https://openalex.org/W2930688509","https://openalex.org/W2964013315","https://openalex.org/W2967307435","https://openalex.org/W2991580101","https://openalex.org/W3045320078","https://openalex.org/W3089585697","https://openalex.org/W3089863729","https://openalex.org/W3096831136","https://openalex.org/W3112984493","https://openalex.org/W3113715007","https://openalex.org/W3121689249","https://openalex.org/W3122351001","https://openalex.org/W3158619653","https://openalex.org/W3171735190","https://openalex.org/W3174601636","https://openalex.org/W3175147126","https://openalex.org/W3196585657","https://openalex.org/W3199586615","https://openalex.org/W3211881915","https://openalex.org/W3213964222","https://openalex.org/W4213190624","https://openalex.org/W4281651561","https://openalex.org/W4302028744","https://openalex.org/W4313555777","https://openalex.org/W4316812910","https://openalex.org/W4320001442","https://openalex.org/W4320916178","https://openalex.org/W4322576542","https://openalex.org/W4366148662","https://openalex.org/W4366148845","https://openalex.org/W4368232822","https://openalex.org/W4376611389","https://openalex.org/W4377029552","https://openalex.org/W4382203377","https://openalex.org/W4382407278","https://openalex.org/W4385194932","https://openalex.org/W4385245566","https://openalex.org/W4385324798","https://openalex.org/W4385486429","https://openalex.org/W4385696594","https://openalex.org/W4385976222","https://openalex.org/W4386858174","https://openalex.org/W4388074445","https://openalex.org/W4392706340","https://openalex.org/W4398237000","https://openalex.org/W6759398695","https://openalex.org/W6766978945","https://openalex.org/W6791353385"],"related_works":["https://openalex.org/W2912321008","https://openalex.org/W1998607122","https://openalex.org/W2324368075","https://openalex.org/W2972124131","https://openalex.org/W338149487","https://openalex.org/W3201126466","https://openalex.org/W4403012196","https://openalex.org/W2972032537","https://openalex.org/W150363521","https://openalex.org/W3154107650"],"abstract_inverted_index":{"Deep":[0],"learning":[1,45,76,100,158],"has":[2],"been":[3],"widely":[4],"applied":[5],"to":[6,111,156],"seismic":[7],"data":[8,172],"interpolation.":[9],"However,":[10],"most":[11],"existing":[12,153],"methods":[13],"are":[14,108],"based":[15],"on":[16,141],"supervised":[17,99,157],"learning,":[18],"suffering":[19],"from":[20,105],"limitations":[21],"such":[22],"as":[23],"low":[24],"generalization":[25],"ability":[26],"and":[27,69,144,169],"the":[28,63,86,89,113,118,121,129,162],"necessity":[29],"for":[30],"a":[31,41,67,74,98],"labeled":[32],"training":[33,95,122],"dataset.":[34],"To":[35,58],"address":[36],"these":[37],"issues,":[38],"we":[39],"propose":[40],"novel":[42],"self-supervised":[43,75],"transfer":[44,115],"framework.":[46,101],"The":[47,78,102,133],"backbone":[48],"network":[49,56,90],"used":[50,110],"is":[51,124,136],"our":[52,59],"previously":[53],"developed":[54],"projection-onto-convex-sets":[55],"(POCS-Net).":[57],"knowledge,":[60],"this":[61,106],"represents":[62],"first":[64,87],"integration":[65],"of":[66,82,166],"data-":[68],"model-driven":[70],"dual":[71],"approach":[72,80],"with":[73,93],"method.":[77],"proposed":[79,134],"consists":[81],"two":[83],"steps.":[84],"In":[85,117],"step,":[88,120],"undergoes":[91],"pretraining":[92,107],"synthetic":[94,143,160,168],"samples":[96],"using":[97,159],"parameters":[103],"obtained":[104],"then":[109],"initialize":[112],"following":[114],"training.":[116],"second":[119],"dataset":[123],"constructed":[125],"by":[126,174],"further":[127],"downsampling":[128],"already":[130],"corrupt":[131],"data.":[132],"framework":[135],"evaluated":[137],"through":[138],"numerical":[139],"experiments":[140],"2-D":[142,167],"3-D":[145,170],"field":[146,171],"prestack":[147],"data,":[148],"demonstrating":[149],"its":[150],"superiority":[151],"over":[152],"methods.":[154],"Compared":[155],"dataset,":[161],"signal-to-noise":[163],"($S/N$)":[164],"ratio":[165],"improves":[173],"about":[175],"9":[176],"dB.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
