IEEE Signal Processing Magazine

Article	Citations
Federated Learning: Challenges, Methods, and Future Directions	2015
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing	487
Lidar for Autonomous Driving: The Principles, Challenges, and Trends for Automotive Lidar and Perception Systems	278
MIMO Radar for Advanced Driver-Assistance Systems and Autonomous Driving: Advantages and Challenges	278
Joint Radar-Communication Strategies for Autonomous Vehicles: Combining Two Key Automotive Technologies	223
Reconfigurable Intelligent Surfaces: A signal processing perspective with wireless applications	157
Snapshot Compressive Imaging: Theory, Algorithms, and Applications	155
Event-Based Neuromorphic Vision for Autonomous Driving: A Paradigm Shift for Bio-Inspired Visual Sensing and Perception	143
3D Point Cloud Processing and Learning for Autonomous Driving: Impacting Map Creation, Localization, and Perception	101
Self-Supervised Representation Learning: Introduction, advances, and challenges	97
Object Detection Under Rainy Conditions for Autonomous Vehicles: A Review of State-of-the-Art and Emerging Techniques	87
Single-Particle Cryo-Electron Microscopy: Mathematical Theory, Computational Challenges, and Opportunities	82
Distributed Gradient Methods for Convex Machine Learning Problems in Networks: Distributed Optimization	81
Graphs, Convolutions, and Neural Networks: From Graph Filters to Graph Neural Networks	80
Harnessing Sparsity Over the Continuum: Atomic norm minimization for superresolution	78
Sampling Signals on Graphs: From Theory to Applications	76
Radar Interference Mitigation for Automated Driving: Exploring Proactive Strategies	71
Graph Signal Processing for Machine Learning: A Review and New Perspectives	71
Sound Event Detection: A tutorial	70
Decentralized Stochastic Optimization and Machine Learning: A Unified Variance-Reduction Framework for Robust Performance and Fast Convergence	69
Advances in Single-Photon Lidar for Autonomous Vehicles: Working Principles, Challenges, and Recent Advances	68
The Bussgang Decomposition of Nonlinear Systems: Basic Theory and MIMO Extensions [Lecture Notes]	65
Rethinking Bayesian Learning for Data Analysis: The art of prior and inference in sparsity-aware modeling	63
Deep Learning for Seismic Inverse Problems: Toward the Acceleration of Geophysical Analysis Workflows	63
Multitask Learning Over Graphs: An Approach for Distributed, Streaming Machine Learning	56

Present and Future of Reconfigurable Intelligent Surface-Empowered Communications [Perspectives]	53
Electroencephalography-Based Auditory Attention Decoding: Toward Neurosteered Hearing Devices	51
A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning: Principals, Recent Advances, and Applications	51
Emotion Recognition From Multiple Modalities: Fundamentals and methodologies	51
Federated Learning: A signal processing perspective	50
Optimization for Reinforcement Learning: From a single agent to cooperative agents	48
Adversary-Resilient Distributed and Decentralized Statistical Inference and Machine Learning: An Overview of Recent Advances Under the Byzantine Threat Model	48
Artificial Intelligence Internet of Things for the Elderly: From Assisted Living to Health-Care Monitoring	44
A Physics-Informed Neural Network for Quantifying the Microstructural Properties of Polycrystalline Nickel Using Ultrasound Data: A promising approach for solving inverse problems	43
Optimization and Learning With Information Streams: Time-varying algorithms and applications	41
Two Applications of Deep Learning in the Physical Layer of Communication Systems [Lecture Notes]	41
Toward Open-World Electroencephalogram Decoding Via Deep Learning: A comprehensive survey	40
Deep Inverse Reinforcement Learning for Behavior Prediction in Autonomous Driving: Accurate Forecasts of Vehicle Motion	40
Music Emotion Recognition: Toward new, robust standards in personalized and context-sensitive applications	39
Nonconvex Min-Max Optimization: Applications, Challenges, and Recent Theoretical Advances	37
Noninvasive Neural Interfacing With Wearable Muscle Sensors: Combining Convolutive Blind Source Separation Methods and Deep Learning Techniques for Neural Decoding	36
Distributed Learning in the Nonconvex World: From batch data to streaming and beyond	36
Personalized Education in the Artificial Intelligence Era: What to Expect Next	36
Graph Signal Processing and Deep Learning: Convolution, Pooling, and Topology	34
Facial-Video-Based Physiological Signal Measurement: Recent advances and affective applications	32
Robust Explainability: A tutorial on gradient-based attribution methods for deep neural networks	31
Localized Spectral Graph Filter Frames: A Unifying Framework, Survey of Design Considerations, and Numerical Comparison	31
Unsupervised Deep Learning Methods for Biological Image Reconstruction and Enhancement: An overview from a signal processing perspective	31
Toward Explainable Artificial Intelligence for Regression Models: A methodological perspective	29
Plug-and-Play Methods for Integrating Physical and Learned Models in Computational Imaging: Theory, algorithms, and applications	28
Signal Processing on Directed Graphs: The Role of Edge Directionality When Processing and Learning From Network Data	28
A User Guide to Low-Pass Graph Signal Processing and Its Applications: Tools and Applications	26
The Global Landscape of Neural Networks: An Overview	26
An Overview of the MPEG-5 Essential Video Coding Standard [Standards in a Nutshell]	25
Straggler-Resistant Distributed Matrix Computation via Coding Theory: Removing a Bottleneck in Large-Scale Data Processing	25
Human Machine Interfaces in Upper-Limb Prosthesis Control: A Survey of Techniques for Preprocessing and Processing of Biosignals	25
Toward Robust Sensing for Autonomous Vehicles: An Adversarial Perspective	25
Deep Learning in Neuroimaging: Promises and challenges	23
The Vulnerability of Semantic Segmentation Networks to Adversarial Attacks in Autonomous Driving: Enhancing Extensive Environment Sensing	22
More Real Than Real: A Study on Human Visual Perception of Synthetic Faces [Applications Corner]	22
The Cramér–Rao Bound for Signal Parameter Estimation From Quantized Data [Lecture Notes]	21
Submodularity in Action: From Machine Learning to Signal Processing Applications	20
Integrating the Role of Computational Intelligence and Digital Signal Processing in Education: Emerging Technologies and Mathematical Tools	19
Asymptotic Network Independence in Distributed Stochastic Optimization for Machine Learning: Examining Distributed and Centralized Stochastic Gradient Descent	19
Internet-of-Things Devices and Assistive Technologies for Health Care: Applications, Challenges, and Opportunities	19
Physics-Driven Synthetic Data Learning for Biomedical Magnetic Resonance: The imaging physics-based data synthesis paradigm for artificial intelligence	19
Novel Arithmetics in Deep Neural Networks Signal Processing for Autonomous Driving: Challenges and Opportunities	18
Understanding Notions of Stationarity in Nonsmooth Optimization: A Guided Tour of Various Constructions of Subdifferential for Nonsmooth Functions	18
Distributed Training of Deep Neural Network Acoustic Models for Automatic Speech Recognition: A comparison of current training strategies	18
Twenty-Five Years of Advances in Beamforming: From convex and nonconvex optimization to learning techniques	17
Radio Map Estimation: A data-driven approach to spectrum cartography	17
Signal Processing and Machine Learning Techniques for Terahertz Sensing: An overview	17
Deep Learning for Mobile Mental Health: Challenges and recent advances	16
Real-Time Interactive 4D-STEM Phase-Contrast Imaging From Electron Event Representation Data: Less computation with the right representation	16
Interactive Learning of Signal Processing Through Music: Making Fourier Analysis Concrete for Students	15

Topological Signal Processing: Making Sense of Data Building on Multiway Relations	15
Multiway Graph Signal Processing on Tensors: Integrative Analysis of Irregular Geometries	15
Diagnosis/Prognosis of COVID-19 Chest Images via Machine Learning and Hypersignal Processing: Challenges, opportunities, and applications	14
Deep Representation Learning for Affective Speech Signal Analysis and Processing: Preventing unwanted signal disparities	14
Integration of Physics-Based and Data-Driven Models for Hyperspectral Image Unmixing: A summary of current methods	14
Adaptive Stochastic Optimization: A Framework for Analyzing Stochastic Optimization Algorithms	14
Reproducibility in Matrix and Tensor Decompositions: Focus on model match, interpretability, and uniqueness	13
Graph Signal Processing: Foundations and Emerging Directions [From the Guest Editors]	13
Augmented/Mixed Reality Audio for Hearables: Sensing, control, and rendering	13
Seventy Years of Radar and Communications: The road from separation to integration	13
Teaching Differently: The Digital Signal Processing of Multimedia Content Through the Use of Liberal Arts	13
Machine Learning for the Control of Prosthetic Arms: Using Electromyographic Signals for Improved Performance	12
Physics-Inspired Compressive Sensing: Beyond deep unrolling	12
Machine Learning From Distributed, Streaming Data [From the Guest Editors]	12
Interpreting Brain Biomarkers: Challenges and solutions in interpreting machine learning-based predictive neuroimaging	12
Explainable Artificial Intelligence for Magnetic Resonance Imaging Aging Brainprints: Grounds and challenges	12
Deep Optical Coding Design in Computational Imaging: A data-driven framework	11
Physics-Embedded Machine Learning for Electromagnetic Data Imaging: Examining three types of data-driven imaging methods	11
Reconfigurable Intelligent Surface-Assisted Massive MIMO: Favorable propagation, channel hardening, and rank deficiency [Lecture Notes]	11
Computing Large-Scale Matrix and Tensor Decomposition With Structured Factors: A Unified Nonconvex Optimization Perspective	11
Free Energy Minimization: A Unified Framework for Modeling, Inference, Learning, and Optimization [Lecture Notes]	10
An Efficient Algorithm for Maneuvering Target Tracking [Tips & Tricks]	10
Physics-/Model-Based and Data-Driven Methods for Low-Dose Computed Tomography: A survey	10
Phase Retrieval: From Computational Imaging to Machine Learning: A tutorial	10
The Challenge: From MPEG Intellectual Property Rights Ontologies to Smart Contracts and Blockchains [Standards in a Nutshell]	10
The Hitchhiker’s Guide to Bias and Fairness in Facial Affective Signal Processing: Overview and techniques	10
Deep Unrolled Recovery in Sparse Biological Imaging: Achieving fast, accurate results	10
Self-Supervised Learning for Autonomous Vehicles Perception: A Conciliation Between Analytical and Learning Methods	10
Learning Nonlocal Sparse and Low-Rank Models for Image Compressive Sensing: Nonlocal sparse and low-rank modeling	10
Discriminative and Generative Learning for the Linear Estimation of Random Signals [Lecture Notes]	10
Communications and Sensing: An Opportunity for Automotive Systems [From the Editor]	9
Improvements to the Sliding Discrete Fourier Transform Algorithm [Tips & Tricks]	9
Integrating Psychometrics and Computing Perspectives on Bias and Fairness in Affective Computing: A case study of automated video interviews	9
Deep Neural Network Perception Models and Robust Autonomous Driving Systems: Practical Solutions for Mitigation and Improvement	9
ℓ 2 and ℓ 1 Trend Filtering: A Kalman Filter Approach [Lecture Notes]	9
Nonconvex Structured Phase Retrieval: A Focus on Provably Correct Approaches	9
Integrated Sensing and Communications With Reconfigurable Intelligent Surfaces: From signal modeling to processing	8
Sketching Data Sets for Large-Scale Learning: Keeping only what you need	8
Learned Reconstruction Methods With Convergence Guarantees: A survey of concepts and applications	8
On the Evolution of Speech Representations for Affective Computing: A brief history and critical overview	8
Neural Target Speech Extraction: An overview	8
Algorithm-Driven Advances for Scientific CT Instruments: From model-based to deep learning-based approaches	8
Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging: Combining physics and machine learning for improved medical imaging	8
Explaining Artificial Intelligence Generation and Creativity: Human interpretability for novel ideas and artifacts	8
An Observer-Based Adaptive Fourier Analysis [Tips & Tricks]	7
Distributed No-Regret Learning in Multiagent Systems: Challenges and Recent Developments	7
Twenty-Five Years of Sensor Array and Multichannel Signal Processing: A review of progress to date and potential research directions	7
Proper Definition and Handling of Dirac Delta Functions [Lecture Notes]	7
Physics-Guided Data-Driven Seismic Inversion: Recent progress and future opportunities in full-waveform inversion	7
Community-Aware Graph Signal Processing: Modularity Defines New Ways of Processing Graph Signals	6
Signal Processing on Signed Graphs: Fundamentals and Potentials	6
Blue-Noise Sampling of Graph and Multigraph Signals: Dithering on Non-Euclidean Domains	6
Signal Processing for Neurorehabilitation and Assistive Technologies [From the Guest Editors]	6
Light-Field Microscopy for the Optical Imaging of Neuronal Activity: When model-based methods meet data-driven approaches	6
Interpretability, Reproducibility, and Replicability [From the Guest Editors]	6
Graph Signal Processing: History, development, impact, and outlook	6
Rethinking Engineering Education: Policy, Pedagogy, and Assessment During Crises	6
Optimally Compressed Nonparametric Online Learning: Tradeoffs between memory and consistency	6
Simulating the Autonomous Future: A Look at Virtual Vehicle Environments and How to Validate Simulation Using Public Data Sets	6
The Transition From White Box to Black Box: Challenges and Opportunities in Signal Processing Education	5
Intelligent Signal Processing for Affective Computing [From the Guest Editors]	5
Geometry, Manifolds, and Nonconvex Optimization: How Geometry Can Help Optimization	5
Deep Learning in Biological Image and Signal Processing [From the Guest Editors]	5
Polynomial Eigenvalue Decomposition for Multichannel Broadband Signal Processing: A mathematical technique offering new insights and solutions	5
Unfolding-Aided Bootstrapped Phase Retrieval in Optical Imaging: Explainable AI reveals new imaging frontiers	5
A Survey of Artificial Intelligence in Fashion	5
Random Node-Asynchronous Graph Computations: Novel Opportunities for Discrete-Time State-Space Recursions	5
Autonomous Driving: Part 1-Sensing and Perception [From the Guest Editors]	5
A Practical Guide to Supervised Deep Learning for Bioimage Analysis: Challenges and good practices	4
What Were They Thinking?: Refining Conceptual Assessments Using Think-Aloud Problem Solving	4
Miniaturized Advanced Driver Assistance Systems: A Low-Cost Educational Platform for Advanced Driver Assistance Systems and Autonomous Driving	4
Deep Learning for Object Detection in Materials-Science Images: A tutorial	4
Kalman Filtering in Non-Gaussian Model Errors: A New Perspective [Tips & Tricks]	4
Automated Vehicular Safety Systems: Robust Function and Sensor Design	4
Post Hoc Explainability for Time Series Classification: Toward a signal processing perspective	4
Cooperative Wireless Mobile Caching: A Signal Processing Perspective	4
Teaching Signal Processing Through Frequent and Diverse Design: A Pedagogical Approach	3
Lensless X-Ray Nanoimaging: Revolutions and opportunities	3
In Situ Transmission Electron Microscopy: Signal processing challenges and examples	3
Nonconvex Optimization for Signal Processing and Machine Learning [From the Guest Editors]	3

Galvanic Vestibular Stimulation: Data Analysis and Applications in Neurorehabilitation	3
Understanding the Basis of Graph Convolutional Neural Networks via an Intuitive Matched Filtering Approach [Lecture Notes]	3
Simple Multiple Precision Algorithms for Exponential Functions [Tips & Tricks]	3
Networked Signal and Information Processing: Learning by multiagent systems	3
Neural Networks, Hypersurfaces, and the Generalized Radon Transform [Lecture Notes]	3
Explanatory Paradigms in Neural Networks: Towards relevant and contextual explanations	3
Privacy-Aware Human Activity Recognition From a Wearable Camera: Highlights From the IEEE Video And Image Processing Cup 2019 Student Competition [SP Competitions]	3
Imaging With Equivariant Deep Learning: From unrolled network design to fully unsupervised learning	3
Physics-Guided Terahertz Computational Imaging: A tutorial on state-of-the-art techniques	3
The Monte-Carlo Sampling Approach to Model Selection: A Primer [Lecture Notes]	3
Affects in Groups: A review on automated affect processing and estimation in groups	3
Three More Decades in Array Signal Processing Research: An optimization and structure exploitation perspective	3
Configuring an Intelligent Reflecting Surface for Wireless Communications: Highlights from the 2021 IEEE Signal Processing Cup student competition [SP Competitions]	3
Alternative Data Paths for the Cascaded Integrator-Comb Decimator [Tips & Tricks]	3
Reinforcement Learning in Reproducing Kernel Hilbert Spaces	3
A Trick for Designing Composite Filters With Sharp Transition Bands and Highly Suppressed Stopbands [Tips & Tricks]	3
Synthesis of Fast-Decaying Window Functions [Lecture Notes]	3
Closed-Form Output Response of Discrete-Time Linear Time-Invariant Systems Using Intermediate Auxiliary Functions [Lecture Notes]	3
Physics-Driven Deep Learning Methods for Fast Quantitative Magnetic Resonance Imaging: Performance improvements through integration with deep neural networks	2
Surfing Virtual Waves to Thermal Tomography: From model- to deep learning-based reconstructions	2
Information Forensics and Security: A quarter-century-long journey	2
Generative Models for Inverse Imaging Problems: From mathematical foundations to physics-driven applications	2
Physics-Driven Machine Learning for Computational Imaging [From the Guest Editor]	2
Reflections After 50-Plus Years in the Classroom [Reflections]	2
Update on the CIC Multistage Decimation Filter With a Minimum Number of Additions per Output Sample (APOS): Can We Still Decrease the Number of APOS? [Tips & Tricks]	2
Automatic Medical Image Diagnosis: Highlights from the 2021 IEEE 5-Minute Video Clip Contest [SP Competitions]	2
Demystifying Lie Group Methods for Signal Processing: A Tutorial	2
Three New Imaging Technologies That Are Worth a Look: Aided by Signal Processing, Advanced Imaging Research Projects Are Opening Doors to New Vistas [Special Reports]	2
The Importance of Continuity for Linear Time-Invariant Systems [Lecture Notes]	2
Deep Learning Meets Sparse Regularization: A signal processing perspective	2
IEEE Signal Processing Society PROGRESS: Support for Underrepresented Talent in the Field of Signal Processing [Conference Highlights]	2
Signing Off as Editor-in-Chief [From the Editor]	2
Quaternions in Signal and Image Processing: A comprehensive and objective overview	2
SigPrep: Open Source Web-Based Prework for Signals and Systems [SP Education]	2
Toward Enabling Next-Generation Societal Virtual Reality Applications for Virtual Human Teleportation: A novel future system concept and computation-communication-signal representation trade-offs	2
The Polyphase Prony Method [Tips & Tricks]	2
Revisiting Research on Signal Processing for Communications in a Pandemic [From the Editor]	2
Simplifying Zero Rotations in Cascaded Integrator-Comb Decimators [Tips & Tricks]	2
Wearables-Fashion With a Purpose: A New Generation of Wearable Devices Uses Signal Processing to Make Life Easier, Healthier, and More Secure [Special Reports]	2
Signal Processing Supports Robotic Innovation: Robots are on a roll as new designs and capabilities open the door to fresh applications [Special Reports]	2
Photo and Video Technologies Target New Frontiers: Innovative Imaging Research Enabled by Signal Processing Is Making Cameras More Powerful and Versatile [Special Reports]	2
Creativity First, Science Follows: Lessons in Digital Signal Processing Education	2
Corrections and Comments on “An Efficient Algorithm for Maneuvering Target Tracking” [Corrections and Comments]	2
Mathworks	2
Privacy as a Feature for Body-Worn Cameras [In the Spotlight]	2
Simplifying Single-Bin Discrete Fourier Transform Computations [Tips & Tricks]	2
Teaching Digital Signal Processing by Partial Flipping, Active Learning, and Visualization: Keeping Students Engaged With Blended Teaching	2
Top Downloads in IEEE Xplore [Reader's Choice]	1
Bayesian Deep Learning for Image Reconstruction: From structured sparsity to uncertainty estimation	1
Multidisciplinary Project-Based Learning: Improving Student Motivation for Learning Signal Processing	1
Scientific Integrity: A Duty for Researchers [From the Editor]	1
The Submerged Part of the AI-Ceberg [Perspectives]	1
The Constant-Q Harmonic Coefficients: A timbre feature designed for music signals [Lecture Notes]	1
Audio-Based Musical Version Identification: Elements and challenges	1
Audio Signal Processing in the 21st Century: The important outcomes of the past 25 years	1
Unsupervised Anomaly Detection Using Intelligent and Heterogeneous Autonomous Systems: Highlights From the 2020 IEEE Signal Processing Cup Student Competition [SP Competitions]	1
Smart Home Technologies Are Saving Money and Lives: Reaching out in new directions, signal processing-supported smart technologies are rapidly changing—and improving—everyday life [Special R	1
On the Concept of Frequency in Signal Processing: A Discussion [Perspectives]	1
Analysis of the Minimum-Norm Least-Squares Estimator and Its Double-Descent Behavior [Lecture Notes]	1
IEEE Signal Processing Society Flagship Conferences Over the Past 10 Years	1
Let There Be a Beam: Highlights From the 2020 IEEE Five-Minute Video Clip Contest [SP Competitions]	1
Starting the Ethics Discussion in Our Community [President’s Message]	1
Introducing SPM's New Team of Area Editors: Part 1 [From the Editor]	1
Signal Processing Plays a Key Role in Environmental Research Projects: Keeping People and Ecosystems Alive and Healthy Is Perhaps the 21st Century's Biggest Challenge [Special Reports]	1
Signal Processing Advances Undersea Research: Subsea Research Presents Unique Challenges that Signal Processing Is Helping to Address [Special Reports]	1
Empowering the Growth of Signal Processing: The evolution of the IEEE Signal Processing Society	1
IEEE Signal Processing Society 75th Anniversary During ICASSP 2023: Remembering the past, engaging with the present, and building the future [From the Editor]	1
Three Important Audio Projects You'll Want to Hear About: Signal Processing Is Playing an Essential Role in the Development of a New Generation of Audio-Based Applications Targeting Security and Safet	1
The IEEE Signal Processing Society Needs Your Talent—Become an SPS Volunteer [President’s Message]	1
Signal Processing in Our Digital Era [President’s Message]	1
Explainability of Methods for Critical Information Extraction From Clinical Documents: A survey of representative works	1
IEEE Open Journal of Signal Processing	1
Fast and Accurate Linear Fitting for an Incompletely Sampled Gaussian Function With a Long Tail [Tips & Tricks]	1
The Applied Signal Processing Systems Technical Committee [In the Spotlight]	1
Computational Topology for Biomedical Images and Data: Theory and Applications [Book Review]	1
Privacy-Preserving in-Bed Human Pose Estimation: Highlights from the IEEE Video and Image Processing Cup 2021 Student Competition [SP Competitions]	1
In Memory of A.H. "Steen" Gray Jr. [Reflections]	1
High-Dimensional MR Spatiospectral Imaging by Integrating Physics-Based Modeling and Data-Driven Machine Learning: Current progress and future directions	1
Innovation Starts With Education [From the Guest Editors]	1
With Signal Processing Support, Prosthetics Are Becoming Safer, More Natural, and Increasingly Sensitive: Ongoing Prosthetics Research Is Leading to Systems That Adapt to Users Rather Than Forcing Use	1
Artistic Text Style Transfer: An overview of state-of-the-art methods and datasets [SP Forum]	1
The Foundations of Computational Imaging: A signal processing perspective	1
The Markov Random Field in Materials Applications: A synoptic view for signal processing and materials readers	1
Affects and Emotions in IEEE Signal Processing Magazine [From the Editor]	1
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IEEE MMSP 2021	0
Table of Contents	0
2021 IEEE Signal Processing Society Awards [Society News]	0
Front Cover	0
In Remembrance of Peter Schultheiss [In Memoriam]	0
Autonomous Driving: Part 2-Learning and Cognition [From the Guest Editors]	0
Novice to Postgraduate Researcher Perceptions of Threshold Concepts and Capabilities in Signal Processing: Understanding Students' and Researchers' Perspectives	0
IEEE Machine Learning for Signal Processing Workshop	0
[Dates Ahead]	0
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