IEEE Journal of Selected Topics in Signal Processing

Article	Citations
IEEE Signal Processing Society Information	1728
2023 Index IEEE Journal of Selected Topics in Signal Processing Vol. 17	748
Editorial Introduction to the Special Issue on Learning-Based Signal Processing for Integrated Sensing and Communications	627
Corrections to “Energy Efficiency of Mmwave Massive MIMO Precoding With Low-Resolution DACs”	325
Transferability of coVariance Neural Networks	321
A Robust Frequency Domain-Generalized Network for Multispectral Pansharpening	177
PARAFAC2-Based Coupled Matrix and Tensor Factorizations With Constraints	162
VR+HD: Video Semantic Reconstruction From Spatio-Temporal Scene Graphs	157
Latent Mixup Knowledge Distillation for Single Channel Speech Enhancement	145
Integration of 6G Signal Processing, Communication, and Computing Based on Information Timeliness-Aware Digital Twin	141
Learning-Based Intermittent CSI Estimation With Adaptive Intervals in Integrated Sensing and Communication Systems	130
Searching Parameterized Retrieval & Verification Loss for Re-Identification	128
Learning-Based Radio Resource Management and Bitrate Adaptation for Multi-UAV Video Surveillance over Low-Altitude Wireless Networks	126
A Robust Robot Perception Framework for Complex Environments Using Multiple mmWave Radars	125
SGNet: Sequence Grouping Network via Vision-Language Model for Text-Guided Video Summarization	121
Federated Learning Under Intermittent Client Availability and Time-Varying Communication Constraints	111
Guest Editorial Distributed Signal Processing for Extremely Large-Scale Antenna Array Systems	100
Complex-Valued Autoencoder-Based Neural Data Compression for SAR Raw Data	99
Intelligent Reflecting Surface Aided Multi-Tier Hybrid Computing	97
Front Cover	94
Table of Contents	89
AnchorNet: Adaptive Anchor Token Enhancement in Video-grounded Dialogue Generation	86
Automatic Spoken Language Acquisition Based on Observation and Dialogue	81
Improved Alias-and-Separate Speech Coding Framework With Minimal Algorithmic Delay	69
Multi-UAV Collaborative ISAC with Dynamic Resource Allocation: A Hierarchical Graph Multi-Agent Reinforcement Learning Approach	69

Self-Supervised Learning of Audio Representations From Audio-Visual Data Using Spatial Alignment	68
Crámer-Rao Bound Analysis for Mixed-ADC Direction of Arrival Estimation in Two-Dimensional Arrays	68
Efficient Video Representation via Hybrid Key Frame Reconstruction: A Test-Time Data Augmentation Approach	63
SAFFRON: A Physics-Informed, Label-Free Self-Supervised Deep Learning Framework for Fast and Accurate 3D Fetal Brain MRI Reconstruction	60
Blind Image Quality Assessment via Deep Response Feature Decomposition and Aggregation	59
Wireless Sensing with Movable Intelligent Surface	56
Channel Map-Based Angle Domain Multiple Access for Cell-Free Massive MIMO Communications	54
Spatial Ultra-Sparse Array Formation on LEO Distributed Satellite Cluster: An Enhanced Hybrid Particle Swarm Method	54
Covert Wireless Communications for Augmented Reality Systems With Dual Cooperative UAVs	52
Editorial Editorial of Special Issue on Self-Supervised Learning for Speech and Audio Processing	51
Energy Efficiency Optimization of IRS and UAV-Assisted Wireless Powered Edge Networks	51
Table of Contents	49
Editorial: High-Dimensional Imaging: Emerging Challenges and Advances in Reconstruction and Restoration	49
Foundation Model-Based Evaluation of Neuropsychiatric Disorders: A Lifespan-Inclusive, Multi-Modal, and Multi-Lingual Study	48
Model-Guided Network With Cluster-Based Operators for Spatio-Spectral Super-Resolution	48
Canny Enhanced High-Resolution Neural Network for Satellite Image Based Land Cover Classification and Its Application in Wireless Channel Simulations	48
A Two-Stage Audio-Visual Speech Separation Method Without Visual Signals for Testing and Tuples Loss With Dynamic Margin	47
FlashSAM: Lightweight Vision Model for Multi-UAV Token Communication in Low-Altitude Wireless Networks	47
A Survey on Speech Large Language Models for Understanding	45
IEEE Signal Processing Society Information	45
Front Cover	43
IEEE Signal Processing Society Information	43
Editorial Introduction for the Special Series (Part I) on AI in Signal & Data Science - Toward Explainable, Reliable, and Sustainable Machine Learning	43
Table of Contents	43
IEEE Signal Processing Society Information	40
Resolving Domain Mismatches in Electrolaryngeal Speech Enhancement With Linguistic Intermediates	39
Online Neyman-Pearson Classification With Hierarchically Represented Models	39
Table of Contents	38
Front Cover	37
Multi-Frequency Spherical Near-Field Antenna Measurements Using Compressive Sensing	35
Non-Contrastive Self-Supervised Learning for Utterance-Level Information Extraction From Speech	35
Decorrelating Feature Spaces for Learning General-Purpose Audio Representations	34
IEEE Signal Processing Society Publication Information	33
The Hyperdimensional Transform: A Holographic Representation of Functions	33
Active Learning Using Aggregated Acquisition Functions: Accuracy and Sustainability Analysis	32
Compression as Restoration: A Unified Implicit Approach to Self-Supervised Hyperspectral Image Representation	32
Machine Learning based Controller using Gaussian Process Regression in Electric Motors: Interpretability, Safety and Reliability	32
IRAU-Net: Inception Residual Attention U-Net in Adversarial Network for Cardiac MRI Segmentation	32
Enhanced Multimodal Speech Processing for Healthcare Applications: A Deep Fusion Approach	31
Dynamic Array-of-Subarrays Architecture for Wideband Multi-Antenna Systems	31
Co-Learning-Aided Multi-Modal-Deep-Learning Framework of Passive DOA Estimators for a Heterogeneous Hybrid Massive MIMO Receiver	30
Learning to Quantize and Precode in Massive MIMO Systems for Energy Reduction: A Graph Neural Network Approach	30
Parallel and Memory-Efficient Distributed Edge Learning in B5G IoT Networks	30
Wireless Federated Learning With Hybrid Local and Centralized Training: A Latency Minimization Design	29
Cooperative Robotics Visible Light Positioning: An Intelligent Compressed Sensing and GAN-Enabled Framework	28
Reliable Automatic Modulation Classification via Grayscale Spectral Quotient Constellation Matrix and Deep Learning Models	28
Graph Neural Networks With Adaptive Structures	28
Bayesian Learning for Double-RIS Aided ISAC Systems With Superimposed Pilots and Data	27
Editorial Introduction to the Special Issue Seeking Low-Dimensionality in Deep Neural Networks (SLowDNN)	27
DARIO: Differentiable Vision Transformer Pruning With Low-Cost Proxies	26

A Quality-of-Experience Database for Adaptive Omnidirectional Video Streaming	26
Variational Bayesian Channel Estimation and Data Detection for Cell-Free Massive MIMO With Low-Resolution Quantized Fronthaul Links	25
List of Reviewers 2025	25
Table of Contents	25
Mask-Informed Spatial-Spectral Attention Unfolding Network for Snapshot Compressive Reconstruction	25
Attentional Graph Neural Network is All You Need for Robust Massive Network Localization	24
Knowing When to Stop: Delay-Adaptive Spiking Neural Network Classifiers With Reliability Guarantees	24
Dancing With Chains: Spaceborne Distributed Multi-User Detection Under Inter-Satellite Link Constraints	24
Editorial Introduction to the Special Issue on Biometrics at a Distance in the Deep Learning Era	24
Front Cover	23
MDCTNet: A Hybrid Approach to Neural Audio Coding	23
MIMO-Based Indoor Localisation With Hybrid Neural Networks: Leveraging Synthetic Images From Tidy Data for Enhanced Deep Learning	23
Measuring the Consistency and Diversity of 3D Face Generation	23
Accelerating Multiuser Beamforming With Full-Dimension One-Bit Chains	22
Designed Dithering Sign Activation for Binary Neural Networks	22
Constrained Optimization With Low-Bit Gradients: A Dynamical Systems Perspective	22
Table of Contents	21
IEEE Signal Processing Society Publication Information	21
EyeDrive: A Deep Learning Model for Continuous Driver Authentication	21
Configuring Intelligent Reflecting Surface With Performance Guarantees: Optimal Beamforming	21
An Information Theory of Compute-Optimal Size Scaling, Emergence, and Plateaus in Language Models	21
IEEE Signal Processing Society Information	21
Reconstruct the Pruned Model Without Retraining	21
Super-Resolution ISAC Receivers: An MCMC-Based Gridless Sparse Bayesian Learning Approach	21
Simultaneously Transmitting and Reflecting Surface (STARS) for Terahertz Communications	21
Front Cover	21
IEEE Signal Processing Society Information	21
Front Cover	21
Widely Distributed Radar Imaging: Unmediated ADMM Based Approach	21
DeepAdaIn-Net: Deep Adaptive Device-Edge Collaborative Inference for Augmented Reality	21
Attentive Deep Image Quality Assessment for Omnidirectional Stitching	21
Operationalizing Sequential Detection: A SWaP-Aware ISAC Framework for the Low-Altitude Economy	20
Fluid Antenna-Aided ISAC Systems for Low-Altitude Economy Networks	20
Quantum-Inspired Generic Optimization for Multiuser Fluid-MIMO Communications and Sensing: Joint Port Selection and Beamforming	20
A CNN-Transformer Hybrid Framework for Mapping Annual Wheat Fractional Cover From 2001-2023 Using MODIS Satellite Data Over Asia	19
Pain Level and Pain-Related Behaviour Classification Using GRU-Based Sparsely-Connected RNNs	19
RIS-Aided Joint Localization and Synchronization With a Single-Antenna Receiver: Beamforming Design and Low-Complexity Estimation	19
Asymptotic Analysis of One-Bit Quantized Box-Constrained Precoding in Large-Scale Multi-User Systems	18
Communication-Efficient Distributed On-Device LLM Inference Over Wireless Networks	18
IEEE Signal Processing Society Publication Information	18
Distributed Digital Twin Migration in Multi-Tier Computing Systems	18
Bayesian User Localization and Tracking for Reconfigurable Intelligent Surface Aided MIMO Systems	18
Dysarthric Speech Intelligibility Assessment by Custom Keyword Spotting	17
Gaussian Process Upper Confidence Bounds in Distributed Point Target Tracking Over Wireless Sensor Networks	17
Virtual Antenna Array for W-Band Channel Sounding: Design, Implementation, and Experimental Validation	17
Leveraging Correctness-Based Learning for Efficient Reasoning via Automated Process Supervision	17
User Dynamics-Aware Edge Caching and Computing for Mobile Virtual Reality	17
Cooperative Reflection and Synchronization Design for Distributed Multiple-RIS Communications	16
Scalable-Predictive Beamforming for RIS-Assisted Communications in Low-Altitude Wireless Networks: A Graph Neural Network Approach	16
Towards Better Domain Adaptation for Self-Supervised Models: A Case Study of Child ASR	16
OmniMamba: Omnidirectional Scanning Meets State Space Models for Efficient Hyperspectral Image Classification	16
Distributed Data Offloading in Ultra-Dense LEO Satellite Networks: A Stackelberg Mean-Field Game Approach	16
Deep Unrolled Single Snapshot Phase Retrieval via Non-Convex Formulation and Phase Mask Design	15
Table of Contents	15
Hybrid U-Net With ResNet Iris Segmentation Method for Occlusion by Eyelids and Eyelash in Iris Recognition	15
Multi-RIS-Empowered Multiple Access: A Distributed Sum-Rate Maximization Approach	15
MoA-VR: A Mixture-of-Agents System Toward All-in-One Video Restoration	15
Self-Supervised Speech Representation Learning: A Review	15
Are Discrete Units Necessary for Spoken Language Modeling?	14
Diffusion-Driven Pansharpening via Conditional Multi-Stage Fusion	14
Time-Slotted Multi-Cluster UAV AirComp with Energy-Awareness: A Pointer Network-Assisted Soft Actor-Critic Learning Framework	13
Object Trajectory Estimation With Continuous-Time Neural Dynamic Learning of Millimeter-Wave Wi-Fi	13
ESQFL: Digital Twin-Driven Explainable and Secured Quantum Federated Learning for Voltage Stability Assessment in Smart Grids	13
Model-Based Online Learning for Active ISAC Waveform Optimization	13
FluoEcoli-Instance: A High-Content Fluorescence Microscopy Dataset and CBAM-Enhanced Hybrid Task Cascade for E. Coli Instance Segmentation	13
Adaptive Semantic-Bit Communication for Extended Reality Interactions	13
IEEE Signal Processing Society Information	12
IEEE Signal Processing Society Publication Information	12
Table of Contents	12
Hybrid Codebook Design for Localization Using Electromagnetically Reconfigurable Fluid Antenna System	12
2025 Index IEEE Journal of Selected Topics in Signal Processing Vol. 19	12
FedBKD: Heterogenous Federated Learning via Bidirectional Knowledge Distillation for Modulation Classification in IoT-Edge System	12
Interpretable Deep Image Classification Using Rationally Inattentive Utility Maximization	12
List of Reviewers 2024	12
StableFace: Analyzing and Improving Motion Stability for Talking Face Generation	12
Beam-Sweeping Design for mmWave Massive Grant-Free Transmission	12
An Adaptive Image Thresholding Algorithm Using Fuzzy Logic for Autonomous Underwater Vehicle Navigation	12
EDDA:An Efficient Divide-and-Conquer Domain Adapter for Automatics Modulation Recognition	12
PARM: Pipeline-Adapted Reward Model	12
Safeguarding Low-Altitude Integrated Sensing and Communications Networks via UAV-Mounted RIS	12

On the Posterior Gap in Plug & Play Diffusion Methods for Sparse-View Computed Tomography	12
RIS-Assisted UAV Communications for IoT With Wireless Power Transfer Using Deep Reinforcement Learning	12
Edge-assisted Digital Twin-integrated Architecture for Crop Recommendation in Smart Agriculture	11
Integrating Large Language Models Into Recommendation via Mutual Augmentation and Adaptive Aggregation	11
Momentum Pseudo-Labeling: Semi-Supervised ASR With Continuously Improving Pseudo-Labels	11
Front Cover	11
Table of Contents	11
Cross-Model Adjudication for Bias Mitigation in Large Language Models	11
INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image Restoration	11
Cooperative ISAC with Rotatable Antenna for the Low-Altitude Economy	10
Front Cover	10
Integrating UAV-acquired RGB and LiDAR point cloud data using multimodal learning for wheat lodging mapping and area estimation	10
STAR-RISs Assisted NOMA Networks: A Distributed Learning Approach	10
Model-Based Learning for DOA Estimation With One-Bit Single-Snapshot Sparse Arrays	10
Distributed Multi-Agent Relative Localization via Reference Frame Coordination	10
RoboFiSense: Attention-Based Robotic Arm Activity Recognition With WiFi Sensing	9
List of Reviewers	9
Reweighted Atomic Norm Minimization for Line Spectral Estimation With One-Bit Samples	9
IEEE Signal Processing Society Information	9
An Overview of Signal Processing Techniques for RIS/IRS-Aided Wireless Systems	9
Visual Appearance and Soft Biometrics Fusion for Person Re-Identification Using Deep Learning	9
Table of Contents	8
IEEE Signal Processing Society Information	8
SAV-SE: Scene-Aware Audio-Visual Speech Enhancement With Selective State Space Model	8
Editorial Introduction to the Special Issue on Recent Advances in Wideband Signal Processing for Classical and Quantum Synthetic Apertures	8
Near-Field Source Localization and Beamforming in the Spherical Sector Harmonics Domain	8
Data Augmentation for Predictive Digital Twin Channel: Learning Multi-Domain Correlations by Convolutional TimeGAN	8
Video coding using closed-loop texture analysis and synthesis	8
Editorial Introduction for the Special Issue on Intelligent Robotics: Sensing, Signal Processing and Interaction	8
Decentralized Federated Reinforcement Learning for User-Centric Dynamic TFDD Control	8
CoMCM:Collaborative 3D Detection With Multiscale Clustering Mamba	8
Low-Complexity Joint Radar-Communication Beamforming: From Optimization to Deep Unfolding	7
A Camera-Cooperative ISAC Framework for Multimodal Non-Cooperative UAVs Sensing	7
IEEE Signal Processing Society Information	7
IEEE Journal of Selected Topics in Signal Processing Publication Information	7
IEEE Signal Processing Society Publication Information	7
IEEE Journal of Selected Topics in Signal Processing Publication Information	7
Multi-Channel Back-Projection Algorithm for mmWave Automotive MIMO SAR Imaging With Doppler-Division Multiplexing	7
A Review of Faithfulness Metrics for Hallucination Assessment in Large Language Models	7
How Does Promoting the Minority Fraction Affect Generalization? A Theoretical Study of One-Hidden-Layer Neural Network on Group Imbalance	7
IEEE Signal Processing Society Publication Information	7
IEEE Signal Processing Society Information	7
BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition	7
Mobility-Aware Cooperative Caching in Vehicular Edge Computing Based on Asynchronous Federated and Deep Reinforcement Learning	7
Deep Multi-Source Visual Fusion With Transformer Model for Video Content Filtering	7
Front Cover	7
Fluid Antennas for Non-Monotonic THz-WPT With Channel Estimation Errors	7
Guest Editorial: Modeling and Processing Language and Speech in Neurodegenerative Disorders	6
C3-DINO: Joint Contrastive and Non-Contrastive Self-Supervised Learning for Speaker Verification	6
Multi-Tier Caching for Statistical-QoS Driven Digital Twins Over mURLLC-Based 6G Massive-MIMO Mobile Wireless Networks Using FBC	6
Shortcut Learning in Binary Classifier Black Boxes: Applications to Voice Anti-Spoofing and Biometrics	6
IEEE Signal Processing Society Information	6
An Overview of Advances in Signal Processing Techniques for Classical and Quantum Wideband Synthetic Apertures	6
Uncertainty-Aware Hyperspectral Image Reconstruction From RGB Measurements Using Unrolled Sparse Coding	6
Computational Offloading in Semantic-Aware Cloud-Edge-End Collaborative Networks	6
Efficient Superoscillation Measurement for Incoherent Optical Imaging	6
Contrastive and Non-Contrastive Strategies for Federated Self-Supervised Representation Learning and Deep Clustering	6
Federated Learning-Assisted Predictive Beamforming for Extremely Large-Scale Antenna Array Systems With Rate-Splitting Multiple Access	6
RIS-Enabled NLoS Near-Field Joint Position and Velocity Estimation Under User Mobility	6
Joint Transmit Waveform and Passive Beamforming Design for RIS-Aided DFRC Systems	6
Table of Contents	5
STAND-Net: Lightning-Fast MRI Reconstruction via Stage-Aware Deep Unrolling With Neural Tensor Decomposition	5
Distributed and Distribution-Robust Meta Reinforcement Learning (D$^{2}$-RMRL) for Data Pre-Storage and Routing in Cube Satellite Networks	5
One-Bit Direct Localization in Wireless Sensor Networks Over Rayleigh Fading Channels	5
Radar Band Fusion Using Frame-Based Compressed Sensing	5
Research on Feeding Rate Measurement Method for Combine Harvester Based on Multimodal Information Fusion	5
Table of Contents	5
Simultaneous Terahertz Imaging With Information and Power Transfer (STIIPT)	5
Vision Language Modeling of Content, Distortion and Appearance for Image Quality Assessment	5
Generalizing to Unseen Domains With Wasserstein Distributional Robustness Under Limited Source Knowledge	5
One Prompt, Many Sounds: Modeling Listener Variability in LLM-Based Equalization	5
Deep Minimax Classifiers for Imbalanced Datasets With a Small Number of Minority Samples	5
R-Bench: Are Your Large Multimodal Model Robust to Real-World Corruptions?	5
Completely Contactless and Online Finger Knuckle Identification for Real World Applications	5
Wideband-ISAC Imaging for Low-Altitude Wireless Networks Using OFDM Waveform	5
Comparative Analysis of Terahertz Propagation Under Dust Storm Conditions on Mars and Earth	5
Outage Probability and Finite-SNR DMT Analysis for IRS-Aided MIMO Systems: How Large IRSs Need to be?	5
ENN: A Neural Network With DCT Adaptive Activation Functions	5
Annotated Pedestrians: A Dataset for Soft Biometrics Estimation for Varying Distances	5
On the Exclusion of Hyperspectral Sources	5
Protecting Images From Manipulations With Deep Optical Signatures	5
Sparse Training for Federated Learning With Regularized Error Correction	5
Coding Speech Through Vocal Tract Kinematics	4
Quantum-Inspired Multi-Parameter Adaptive Bayesian Estimation for Sensing and Imaging	4
WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing	4
Joint Design of Transmit Beamforming and Receive Filters for MIMO ISAC Systems Under Low-Altitude Dynamic Scenarios	4
Cooperative Multi-Model Training for Personalized Federated Learning Over Heterogeneous Devices	4
Cooperative Bistatic ISAC Systems for Low-Altitude Economy	4
VOICE: Variance of Induced Contrastive Explanations to Quantify Uncertainty in Neural Network Interpretability	4
F$^\mathbf {2}$Mamba: Frequency-Aware and Flexibly-Unfolded Mamba for Compressed Sensing	4
Joint Localization, Synchronization and Mapping via Phase-Coherent Distributed Arrays	4
Low-Altitude ISAC with Rotatable Active and Passive Arrays	4
Hybrid Knowledge-Data Driven Channel Semantic Acquisition and Beamforming for Cell-Free Massive MIMO	4
Augmentation Adversarial Training for Self-Supervised Speaker Representation Learning	4
Bayes-Optimal Unsupervised Learning for Channel Estimation in Near-Field Holographic MIMO	4