{"id":"https://openalex.org/W4410536399","doi":"https://doi.org/10.1109/tgrs.2025.3571390","title":"A Self-Supervised Method for Attenuating Seismic Random and Tracewise Coherent Noise Under the Nonpixelwise Independence Assumption","display_name":"A Self-Supervised Method for Attenuating Seismic Random and Tracewise Coherent Noise Under the Nonpixelwise Independence Assumption","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410536399","doi":"https://doi.org/10.1109/tgrs.2025.3571390"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3571390","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3571390","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/A5033209812","display_name":"Chuangji Meng","orcid":"https://orcid.org/0000-0002-4663-4645"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chuangji Meng","raw_affiliation_strings":["School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077552109","display_name":"Jinghuai Gao","orcid":"https://orcid.org/0000-0002-0448-8555"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinghuai Gao","raw_affiliation_strings":["School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101845584","display_name":"Wenting Shang","orcid":"https://orcid.org/0000-0002-7315-388X"},"institutions":[{"id":"https://openalex.org/I4210136859","display_name":"Xi\u2019an University of Posts and Telecommunications","ror":"https://ror.org/04jn0td46","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210136859"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenting Shang","raw_affiliation_strings":["School of Computer Science and Technology, Xi’an University of Posts and Telecommunications, Xi’an, China","Xi’an University of Posts and Telecommunications, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi’an University of Posts and Telecommunications, Xi’an, China","institution_ids":["https://openalex.org/I4210136859"]},{"raw_affiliation_string":"Xi’an University of Posts and Telecommunications, Xi’an, China","institution_ids":["https://openalex.org/I4210136859"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044599355","display_name":"Yajun Tian","orcid":"https://orcid.org/0000-0003-0237-0657"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yajun Tian","raw_affiliation_strings":["School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5033209812"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13389231,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.992900013923645,"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":0.992900013923645,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9857000112533569,"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/T13018","display_name":"Seismology and Earthquake Studies","score":0.9463000297546387,"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/independence","display_name":"Independence (probability theory)","score":0.5883219242095947},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5167117118835449},{"id":"https://openalex.org/keywords/random-noise","display_name":"Random noise","score":0.49224939942359924},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44508031010627747},{"id":"https://openalex.org/keywords/stochastic-process","display_name":"Stochastic process","score":0.4142799377441406},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3065921366214752},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27380019426345825},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23985934257507324},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.20153117179870605},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.10518017411231995}],"concepts":[{"id":"https://openalex.org/C35651441","wikidata":"https://www.wikidata.org/wiki/Q625303","display_name":"Independence (probability theory)","level":2,"score":0.5883219242095947},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5167117118835449},{"id":"https://openalex.org/C2986577269","wikidata":"https://www.wikidata.org/wiki/Q11306265","display_name":"Random noise","level":2,"score":0.49224939942359924},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44508031010627747},{"id":"https://openalex.org/C8272713","wikidata":"https://www.wikidata.org/wiki/Q176737","display_name":"Stochastic process","level":2,"score":0.4142799377441406},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3065921366214752},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27380019426345825},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23985934257507324},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.20153117179870605},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.10518017411231995}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3571390","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3571390","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":0.7599999904632568,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G2286357082","display_name":null,"funder_award_id":"2020YFA0713403","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6859690189","display_name":null,"funder_award_id":"xzy012024089","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7685781024","display_name":null,"funder_award_id":"2020YFA0713400","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W615386562","https://openalex.org/W1901129140","https://openalex.org/W2020205028","https://openalex.org/W2021734622","https://openalex.org/W2076393573","https://openalex.org/W2132454757","https://openalex.org/W2138507544","https://openalex.org/W2141953966","https://openalex.org/W2165412225","https://openalex.org/W2518468762","https://openalex.org/W2620739668","https://openalex.org/W2866634454","https://openalex.org/W2902857081","https://openalex.org/W2904005001","https://openalex.org/W2964013315","https://openalex.org/W2965510524","https://openalex.org/W3033208643","https://openalex.org/W3087783885","https://openalex.org/W3118476727","https://openalex.org/W3195481585","https://openalex.org/W3212113934","https://openalex.org/W3212329611","https://openalex.org/W4205599898","https://openalex.org/W4207043770","https://openalex.org/W4285201903","https://openalex.org/W4285208947","https://openalex.org/W4285256183","https://openalex.org/W4296844863","https://openalex.org/W4311197471","https://openalex.org/W4312403916","https://openalex.org/W4366377597","https://openalex.org/W4385237229","https://openalex.org/W4385945405","https://openalex.org/W4386075601","https://openalex.org/W4386090489","https://openalex.org/W4388203499","https://openalex.org/W4391279373","https://openalex.org/W6631190155","https://openalex.org/W6726497184","https://openalex.org/W6759001153","https://openalex.org/W6762734363","https://openalex.org/W6767022471"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W3125750421","https://openalex.org/W4409439182","https://openalex.org/W2053286651","https://openalex.org/W68147753","https://openalex.org/W2181743346","https://openalex.org/W2949765904","https://openalex.org/W219781853","https://openalex.org/W3126050462"],"abstract_inverted_index":{"The":[0,107],"attenuation":[1,63,157],"of":[2,77,167,175],"seismic":[3,36,155],"field":[4,35,78],"noise":[5,37,62,102,124,144,156,176],"using":[6],"self-supervised":[7,21,60],"deep":[8],"learning":[9],"has":[10],"gained":[11],"attention":[12],"due":[13,44],"to":[14,45,85,121,135],"its":[15],"label-free":[16],"training":[17],"process.":[18],"However,":[19],"common":[20],"methods":[22],"are":[23],"limited":[24],"by":[25,98],"the":[26,67,73,82,92,165,172],"pixelwise":[27],"independence":[28,69],"assumption,":[29],"which":[30],"does":[31],"not":[32,96],"align":[33],"with":[34,101,125],"characteristics,":[38],"and":[39,147,160,177],"suffer":[40],"from":[41],"signal":[42,136,148,180],"leakage":[43],"receptive":[46],"fields":[47],"containing":[48],"inherent":[49],"blind":[50,83,88,108,131],"spots":[51],"or":[52],"traces.":[53],"In":[54],"this":[55],"paper,":[56],"we":[57,80,138],"propose":[58],"a":[59,86],"random":[61,123,159],"method":[64,120,169],"based":[65],"on":[66,153],"non-pixelwise":[68],"assumption.":[70],"By":[71],"considering":[72],"spatial":[74,114,127,173],"correlation":[75,103,115,145],"map":[76],"noise,":[79],"extend":[81],"spot":[84],"generalized":[87],"neighborhood,":[89],"ensuring":[90],"that":[91],"prediction":[93],"pixel":[94],"is":[95,116],"influenced":[97],"neighboring":[99],"pixels":[100],"greater":[104],"than":[105],"zero.":[106],"neighborhood":[109],"size":[110],"controls":[111],"how":[112],"much":[113],"disrupted,":[117],"allowing":[118],"our":[119,168],"handle":[122],"varying":[126],"correlation.":[128],"Since":[129],"larger":[130],"neighborhoods":[132],"may":[133],"lead":[134],"loss,":[137],"introduce":[139],"an":[140],"automatic":[141],"trade-off":[142],"between":[143],"disruption":[146],"preservation":[149],"during":[150],"training.":[151],"Experiments":[152],"real":[154],"(including":[158],"tracewise":[161],"coherent":[162],"noise)":[163],"demonstrate":[164],"superiority":[166],"in":[170],"destroying":[171],"coherence":[174],"preventing":[178],"useful":[179],"leakage.":[181]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}