Andreas Triantafyllopoulos;Iosif Tsangko;Alexander Gebhard;Annamaria Mesaros;Tuomas Virtanen;Björn W. Schuller
{"title":"Computer Audition: From Task-Specific Machine Learning to Foundation Models","authors":"Andreas Triantafyllopoulos;Iosif Tsangko;Alexander Gebhard;Annamaria Mesaros;Tuomas Virtanen;Björn W. Schuller","doi":"10.1109/JPROC.2025.3593952","DOIUrl":"10.1109/JPROC.2025.3593952","url":null,"abstract":"Foundation models (FMs) are increasingly spearheading recent advances on a variety of tasks that fall under the purview of computer audition—i.e., the use of machines to understand sounds. They feature several advantages over traditional pipelines: among others, the ability to consolidate multiple tasks in a single model, the option to leverage knowledge from other modalities, and the readily available interaction with human users. Naturally, these promises have created substantial excitement in the audio community and have led to a wave of early attempts to build new, generalpurpose FMs for audio. In the present contribution, we give an overview of computational audio analysis as it transitions from traditional pipelines toward auditory FMs. Our work highlights the key operating principles that underpin those models and showcases how they can accommodate multiple tasks that the audio community previously tackled separately.","PeriodicalId":20556,"journal":{"name":"Proceedings of the IEEE","volume":"113 4","pages":"317-343"},"PeriodicalIF":25.9,"publicationDate":"2025-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11124350","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144850727","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
William J. Blackwell, Scott A. Braun, George R. Alvey, Robert Atlas, Ralf Bennartz, Jessica Braun, Kerri Cahoy, Ruiyao Chen, Galina Chirokova, Brittany Dahl, James Darlow, Mark DeMaria, Michael Diliberto, Jason P. Dunion, Patrick Duran, Thomas J. Greenwald, Sarah Griffin, Zachary Griffith, Derrick Herndon, Jeffrey D. Hawkins, Satya Kalluri, C. Kidd, Min-Jeong Kim, R. Vincent Leslie, Frank Marks, Toshi Matsui, W. McCarty, Adam Milstein, Glenn Perras, Michael L. Pieper, Robert Rogers, Christopher Velden, Yalei You, Nick V. Zorn
{"title":"High Revisit-Rate Tropical Cyclone Observations From the NASA TROPICS Satellite Constellation Mission","authors":"William J. Blackwell, Scott A. Braun, George R. Alvey, Robert Atlas, Ralf Bennartz, Jessica Braun, Kerri Cahoy, Ruiyao Chen, Galina Chirokova, Brittany Dahl, James Darlow, Mark DeMaria, Michael Diliberto, Jason P. Dunion, Patrick Duran, Thomas J. Greenwald, Sarah Griffin, Zachary Griffith, Derrick Herndon, Jeffrey D. Hawkins, Satya Kalluri, C. Kidd, Min-Jeong Kim, R. Vincent Leslie, Frank Marks, Toshi Matsui, W. McCarty, Adam Milstein, Glenn Perras, Michael L. Pieper, Robert Rogers, Christopher Velden, Yalei You, Nick V. Zorn","doi":"10.1109/jproc.2025.3582502","DOIUrl":"https://doi.org/10.1109/jproc.2025.3582502","url":null,"abstract":"","PeriodicalId":20556,"journal":{"name":"Proceedings of the IEEE","volume":"26 1","pages":""},"PeriodicalIF":20.6,"publicationDate":"2025-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144747636","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Future Special Issues/Special Sections of the Proceedings","authors":"","doi":"10.1109/JPROC.2025.3587420","DOIUrl":"https://doi.org/10.1109/JPROC.2025.3587420","url":null,"abstract":"","PeriodicalId":20556,"journal":{"name":"Proceedings of the IEEE","volume":"113 3","pages":"312-312"},"PeriodicalIF":23.2,"publicationDate":"2025-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11098582","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144716199","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Proceedings of the IEEE Publication Information","authors":"","doi":"10.1109/JPROC.2025.3587416","DOIUrl":"https://doi.org/10.1109/JPROC.2025.3587416","url":null,"abstract":"","PeriodicalId":20556,"journal":{"name":"Proceedings of the IEEE","volume":"113 3","pages":"C2-C2"},"PeriodicalIF":23.2,"publicationDate":"2025-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11098583","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144716252","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Scanning the Issue","authors":"","doi":"10.1109/JPROC.2025.3583866","DOIUrl":"https://doi.org/10.1109/JPROC.2025.3583866","url":null,"abstract":"Summary form only: Abstracts of articles presented in this issue of the publication.","PeriodicalId":20556,"journal":{"name":"Proceedings of the IEEE","volume":"113 3","pages":"210-212"},"PeriodicalIF":23.2,"publicationDate":"2025-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11098578","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144716253","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"IEEE Membership","authors":"","doi":"10.1109/JPROC.2025.3587422","DOIUrl":"https://doi.org/10.1109/JPROC.2025.3587422","url":null,"abstract":"","PeriodicalId":20556,"journal":{"name":"Proceedings of the IEEE","volume":"113 3","pages":"C3-C3"},"PeriodicalIF":23.2,"publicationDate":"2025-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11098581","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144716255","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Proceedings of the IEEE: Stay Informed. Become Inspired.","authors":"","doi":"10.1109/JPROC.2025.3587424","DOIUrl":"https://doi.org/10.1109/JPROC.2025.3587424","url":null,"abstract":"","PeriodicalId":20556,"journal":{"name":"Proceedings of the IEEE","volume":"113 3","pages":"C4-C4"},"PeriodicalIF":23.2,"publicationDate":"2025-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11098580","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144716256","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"IEEE Membership","authors":"","doi":"10.1109/JPROC.2025.3580189","DOIUrl":"https://doi.org/10.1109/JPROC.2025.3580189","url":null,"abstract":"","PeriodicalId":20556,"journal":{"name":"Proceedings of the IEEE","volume":"113 2","pages":"C3-C3"},"PeriodicalIF":23.2,"publicationDate":"2025-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11082634","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144646647","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Proceedings of the IEEE Publication Information","authors":"","doi":"10.1109/JPROC.2025.3580183","DOIUrl":"https://doi.org/10.1109/JPROC.2025.3580183","url":null,"abstract":"","PeriodicalId":20556,"journal":{"name":"Proceedings of the IEEE","volume":"113 2","pages":"C2-C2"},"PeriodicalIF":23.2,"publicationDate":"2025-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11082637","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144646551","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Future Special Issues/Special Sections of the Proceedings","authors":"","doi":"10.1109/JPROC.2025.3580187","DOIUrl":"https://doi.org/10.1109/JPROC.2025.3580187","url":null,"abstract":"","PeriodicalId":20556,"journal":{"name":"Proceedings of the IEEE","volume":"113 2","pages":"208-208"},"PeriodicalIF":23.2,"publicationDate":"2025-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11082636","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144646555","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}