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ICIP 2024 ICIP 2024
IF 9.4 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-20 DOI: 10.1109/MSP.2024.3439828
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引用次数: 0
IEEE Feedback IEEE 反馈
IF 9.4 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-20 DOI: 10.1109/MSP.2024.3437464
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引用次数: 0
Meeting the Challenges of a Growing ICASSP: Highlights from ICASSP 2024 [Conference Highlights] 迎接不断发展的国际科学理事会的挑战:国际科学理事会2024年会议要点[会议要点]
IF 9.4 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-20 DOI: 10.1109/MSP.2024.3420491
Hanseok Ko;Monson Hayes;John Hansen
When we set out to host ICASSP 2024, in Seoul, South Korea, we had three goals in mind: organize an outstanding technical program, provide an excellent and engaging venue to foster meetings to exchange ideas, and deliver the most welcoming experience to our attendees. With the hard work and commitment from the outstanding organizing committee (OC), we were able to achieve these goals. The culturally rich and vibrant city of Seoul welcomed ICASSP attendees and the IEEE Signal Processing Society (SPS) community with open arms and “jeong,” which embodies the warm and friendly spirit of the Korean people. Seoul is a city where tradition and technology coexist and support each other, showing a true sense of rich Korean culture.
当我们着手在韩国首尔举办2024年国际科学和技术促进发展会议时,我们有三个目标:组织一个出色的技术项目,提供一个卓越和吸引人的场所以促进会议交流,并为与会者提供最温馨的体验。在出色的组委会(OC)的努力工作和承诺下,我们实现了这些目标。首尔这座文化丰富、充满活力的城市张开双臂欢迎 ICASSP 与会者和 IEEE 信号处理学会 (SPS) 社区,"jeong "体现了韩国人民热情友好的精神。首尔是一座传统与技术共存并相互支持的城市,展现了真正意义上的丰富韩国文化。
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引用次数: 0
ILN Online Course ILN 在线课程
IF 9.4 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-20 DOI: 10.1109/MSP.2024.3439908
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引用次数: 0
Hypercomplex Signal and Image Processing: Part 2 [From the Guest Editors] 超复杂信号和图像处理:第 2 部分 [特邀编辑寄语]
IF 9.4 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-20 DOI: 10.1109/MSP.2024.3415248
Nektarios A. Valous;Eckhard Hitzer;Salvatore Vitabile;Swanhild Bernstein;Carlile Lavor;Derek Abbott;Maria Elena Luna-Elizarrarás;Wilder Lopes
Hypercomplex signal and image processing extends upon conventional methods by using hypercomplex numbers in a unified framework for algebra and geometry. The special issue is divided into two parts and is focused on current advances and applications in computational signal and image processing in the hypercomplex domain. The first part offered well-rounded coverage of the field, with seven articles that focused on overviews of current research, color image processing, signal filtering, and machine learning.
超复数信号和图像处理在传统方法的基础上进行了扩展,在代数和几何的统一框架内使用超复数。特刊分为两部分,重点关注超复数领域计算信号和图像处理的最新进展和应用。第一部分对该领域进行了全面的报道,共收录了七篇文章,分别侧重于当前研究综述、彩色图像处理、信号滤波和机器学习。
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引用次数: 0
Calendar [Dates Ahead] 日历 [日期在前]
IF 9.4 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-20 DOI: 10.1109/MSP.2024.3420048
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引用次数: 0
Deep Hypercomplex Networks for Spatiotemporal Data Processing: Parameter efficiency and superior performance [Hypercomplex Signal and Image Processing] 用于时空数据处理的深度超复杂网络:参数效率和卓越性能[超复杂信号和图像处理]
IF 9.4 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-20 DOI: 10.1109/MSP.2024.3381808
Alabi Bojesomo;Panos Liatsis;Hasan Al Marzouqi
Hypercomplex numbers, such as quaternions and octonions, have recently gained attention because of their advantageous properties over real numbers, e.g., in the development of parameter-efficient neural networks. For instance, the 16-component sedenion has the capacity to reduce the number of network parameters by a factor of 16. Moreover, hypercomplex neural networks offer advantages in the processing of spatiotemporal data as they are able to represent variable temporal data divisions through the hypercomplex components. Similarly, they support multimodal learning, with each component representing an individual modality. In this article, the key components of deep learning in the hypercomplex domain are introduced, encompassing concatenation, activation functions, convolution, and batch normalization. The use of the backpropagation algorithm for training hypercomplex networks is discussed in the context of hypercomplex algebra. These concepts are brought together in the design of a ResNet backbone using hypercomplex convolution, which is integrated within a U-Net configuration and applied in weather and traffic forecasting problems. The results demonstrate the superior performance of hypercomplex networks compared to their real-valued counterparts, given a fixed parameter budget, highlighting their potential in spatiotemporal data processing.
超复数(如四元数和八元数)因其优于实数的特性而受到关注,例如在开发参数效率高的神经网络方面。例如,16 分量的四元数能够将网络参数数量减少 16 倍。此外,超复杂神经网络在处理时空数据方面具有优势,因为它们能够通过超复杂分量来表示可变的时间数据分部。同样,它们也支持多模态学习,每个分量代表一种单独的模态。本文介绍了超复杂领域深度学习的关键组件,包括连接、激活函数、卷积和批量归一化。在超复杂代数的背景下,讨论了使用反向传播算法训练超复杂网络的问题。在使用超复杂卷积设计 ResNet 骨干网时,将这些概念结合在一起,并将其集成到 U-Net 配置中,应用于天气和交通预报问题。结果表明,在参数预算固定的情况下,超复数网络的性能优于实值网络,突出了它们在时空数据处理方面的潜力。
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引用次数: 0
SPS Resource Center SPS 资源中心
IF 9.4 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-20 DOI: 10.1109/MSP.2024.3439895
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引用次数: 0
SPS Technical Committees SPS 技术委员会
IF 9.4 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-20 DOI: 10.1109/MSP.2024.3439893
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引用次数: 0
SPS Social Media SPS 社交媒体
IF 9.4 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-20 DOI: 10.1109/MSP.2024.3437488
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引用次数: 0
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IEEE Signal Processing Magazine
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