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Computer Audition: From Task-Specific Machine Learning to Foundation Models 计算机试听:从特定任务的机器学习到基础模型
IF 25.9 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-08-13 DOI: 10.1109/JPROC.2025.3593952
Andreas Triantafyllopoulos;Iosif Tsangko;Alexander Gebhard;Annamaria Mesaros;Tuomas Virtanen;Björn W. Schuller
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.
基础模型(FMs)越来越多地引领着计算机测试范围内的各种任务的最新进展。使用机器来理解声音。与传统管道相比,它们具有几个优势:其中,在单个模型中合并多个任务的能力,利用其他模式的知识的选项,以及与人类用户随时可用的交互。当然,这些承诺在音频社区中引起了极大的兴奋,并引发了一波为音频构建新的通用fm的早期尝试。在目前的贡献中,我们给出了计算音频分析的概述,因为它从传统的管道过渡到听觉fm。我们的工作突出了支撑这些模型的关键操作原则,并展示了它们如何适应音频社区之前单独处理的多个任务。
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引用次数: 0
High Revisit-Rate Tropical Cyclone Observations From the NASA TROPICS Satellite Constellation Mission 来自NASA热带卫星星座任务的高重访率热带气旋观测
IF 20.6 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-30 DOI: 10.1109/jproc.2025.3582502
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
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引用次数: 0
Future Special Issues/Special Sections of the Proceedings 未来的特刊/会议记录的特别部分
IF 23.2 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-28 DOI: 10.1109/JPROC.2025.3587420
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引用次数: 0
Proceedings of the IEEE Publication Information IEEE出版信息学报
IF 23.2 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-28 DOI: 10.1109/JPROC.2025.3587416
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引用次数: 0
Scanning the Issue 扫描问题
IF 23.2 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-28 DOI: 10.1109/JPROC.2025.3583866
Summary form only: Abstracts of articles presented in this issue of the publication.
仅以摘要形式提供:本刊发表的文章摘要。
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引用次数: 0
IEEE Membership IEEE会员
IF 23.2 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-28 DOI: 10.1109/JPROC.2025.3587422
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引用次数: 0
Proceedings of the IEEE: Stay Informed. Become Inspired. IEEE会刊:保持信息灵通。成为灵感。
IF 23.2 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-28 DOI: 10.1109/JPROC.2025.3587424
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引用次数: 0
IEEE Membership IEEE会员
IF 23.2 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-17 DOI: 10.1109/JPROC.2025.3580189
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引用次数: 0
Proceedings of the IEEE Publication Information IEEE出版信息学报
IF 23.2 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-17 DOI: 10.1109/JPROC.2025.3580183
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引用次数: 0
Future Special Issues/Special Sections of the Proceedings 未来的特刊/会议记录的特别部分
IF 23.2 1区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-07-17 DOI: 10.1109/JPROC.2025.3580187
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引用次数: 0
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