IEEE Journal of Selected Topics in Signal Processing

Article	Citations
IEEE Signal Processing Society Information	1585
2023 Index IEEE Journal of Selected Topics in Signal Processing Vol. 17	688
Editorial Introduction to the Special Issue on Learning-Based Signal Processing for Integrated Sensing and Communications	572
Corrections to “Energy Efficiency of Mmwave Massive MIMO Precoding With Low-Resolution DACs”	301
Intelligent Reflecting Surface Aided Multi-Tier Hybrid Computing	293
Complex-Valued Autoencoder-Based Neural Data Compression for SAR Raw Data	168
Searching Parameterized Retrieval & Verification Loss for Re-Identification	145
Transferability of coVariance Neural Networks	139
Federated Learning Under Intermittent Client Availability and Time-Varying Communication Constraints	139
Guest Editorial Distributed Signal Processing for Extremely Large-Scale Antenna Array Systems	127
PARAFAC2-Based Coupled Matrix and Tensor Factorizations With Constraints	124
SGNet: Sequence Grouping Network via Vision-Language Model for Text-Guided Video Summarization	123
Latent Mixup Knowledge Distillation for Single Channel Speech Enhancement	118
Integration of 6G Signal Processing, Communication, and Computing Based on Information Timeliness-Aware Digital Twin	115
Learning-Based Intermittent CSI Estimation With Adaptive Intervals in Integrated Sensing and Communication Systems	113
A Robust Frequency Domain-Generalized Network for Multispectral Pansharpening	104
VR+HD: Video Semantic Reconstruction From Spatio-Temporal Scene Graphs	98
A Robust Robot Perception Framework for Complex Environments Using Multiple mmWave Radars	96
Table of Contents	92
Channel Map-Based Angle Domain Multiple Access for Cell-Free Massive MIMO Communications	91
Wireless Sensing with Movable Intelligent Surface	87
AnchorNet: Adaptive Anchor Token Enhancement in Video-grounded Dialogue Generation	83
Automatic Spoken Language Acquisition Based on Observation and Dialogue	77
Efficient Video Representation via Hybrid Key Frame Reconstruction: A Test-time Data Augmentation Approach	76
Crámer-Rao Bound Analysis for Mixed-ADC Direction of Arrival Estimation in Two-Dimensional Arrays	67

Spatial Ultra-Sparse Array Formation on LEO Distributed Satellite Cluster: An Enhanced Hybrid Particle Swarm Method	65
SAFFRON: A Physics-Informed, Label-Free Self-Supervised Deep Learning Framework for Fast and Accurate 3D Fetal Brain MRI Reconstruction	64
Front Cover	64
Improved Alias-and-Separate Speech Coding Framework With Minimal Algorithmic Delay	63
Self-Supervised Learning of Audio Representations From Audio-Visual Data Using Spatial Alignment	50
Blind Image Quality Assessment via Deep Response Feature Decomposition and Aggregation	50
Covert Wireless Communications for Augmented Reality Systems With Dual Cooperative UAVs	49
A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systems	49
Foundation Model-Based Evaluation of Neuropsychiatric Disorders: A Lifespan-Inclusive, Multi-Modal, and Multi-Lingual Study	47
Editorial Editorial of Special Issue on Self-Supervised Learning for Speech and Audio Processing	47
Canny Enhanced High-Resolution Neural Network for Satellite Image Based Land Cover Classification and Its Application in Wireless Channel Simulations	46
Table of Contents	46
A Two-Stage Audio-Visual Speech Separation Method Without Visual Signals for Testing and Tuples Loss With Dynamic Margin	46
Editorial: High-Dimensional Imaging: Emerging Challenges and Advances in Reconstruction and Restoration	45
A Survey on Speech Large Language Models for Understanding	43
Model-Guided Network With Cluster-Based Operators for Spatio-Spectral Super-Resolution	43
Energy Efficiency Optimization of IRS and UAV-Assisted Wireless Powered Edge Networks	42
IEEE Signal Processing Society Information	42
Front Cover	41
Frontcover	41
Table of Contents	40
IEEE Signal Processing Society Information	40
Editorial Introduction for the Special Series (Part I) on AI in Signal & Data Science - Toward Explainable, Reliable, and Sustainable Machine Learning	39
IRAU-Net: Inception Residual Attention U-Net in Adversarial Network for Cardiac MRI Segmentation	39
IEEE Signal Processing Society Information	39
Online Neyman-Pearson Classification With Hierarchically Represented Models	37
The Hyperdimensional Transform: A Holographic Representation of Functions	36
Machine Learning based Controller using Gaussian Process Regression in Electric Motors: Interpretability, Safety and Reliability	34
Bayesian Learning for Double-RIS Aided ISAC Systems With Superimposed Pilots and Data	33
Non-Contrastive Self-Supervised Learning for Utterance-Level Information Extraction From Speech	33
Resolving Domain Mismatches in Electrolaryngeal Speech Enhancement With Linguistic Intermediates	33
ENSURE: A Deep Learning Approach for Enhancing Situational Awareness in Surveillance Applications With Ubiquitous High-Dimensional Sensing	33
Table of Contents	31
Front Cover	30
Multi-Frequency Spherical Near-Field Antenna Measurements Using Compressive Sensing	30
Compression as Restoration: A Unified Implicit Approach to Self-Supervised Hyperspectral Image Representation	29
Co-Learning-Aided Multi-Modal-Deep-Learning Framework of Passive DOA Estimators for a Heterogeneous Hybrid Massive MIMO Receiver	29
Enhanced Multimodal Speech Processing for Healthcare Applications: A Deep Fusion Approach	29
Active Learning Using Aggregated Acquisition Functions: Accuracy and Sustainability Analysis	28
Learning to Quantize and Precode in Massive MIMO Systems for Energy Reduction: A Graph Neural Network Approach	28
Graph Neural Networks With Adaptive Structures	28
Wireless Federated Learning With Hybrid Local and Centralized Training: A Latency Minimization Design	28
Dynamic Array-of-Subarrays Architecture for Wideband Multi-Antenna Systems	28
Decorrelating Feature Spaces for Learning General-Purpose Audio Representations	28
Parallel and Memory-Efficient Distributed Edge Learning in B5G IoT Networks	27
Cooperative Robotics Visible Light Positioning: An Intelligent Compressed Sensing and GAN-Enabled Framework	27
Editorial Introduction to the Special Issue on Biometrics at a Distance in the Deep Learning Era	26
Reliable Automatic Modulation Classification via Grayscale Spectral Quotient Constellation Matrix and Deep Learning Models	26
Editorial Introduction to the Special Issue Seeking Low-Dimensionality in Deep Neural Networks (SLowDNN)	25
MIMO-Based Indoor Localisation With Hybrid Neural Networks: Leveraging Synthetic Images From Tidy Data for Enhanced Deep Learning	25

List of Reviewers 2025	25
Mask-Informed Spatial-Spectral Attention Unfolding Network for Snapshot Compressive Reconstruction	25
A Quality-of-Experience Database for Adaptive Omnidirectional Video Streaming	24
Variational Bayesian Channel Estimation and Data Detection for Cell-Free Massive MIMO With Low-Resolution Quantized Fronthaul Links	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
Table of Contents	24
DARIO: Differentiable Vision Transformer Pruning With Low-Cost Proxies	23
Attentional Graph Neural Network is All You Need for Robust Massive Network Localization	23
Widely Distributed Radar Imaging: Unmediated ADMM Based Approach	22
PUERT: Probabilistic Under-Sampling and Explicable Reconstruction Network for CS-MRI	22
Simultaneously Transmitting and Reflecting Surface (STARS) for Terahertz Communications	22
Attentive Deep Image Quality Assessment for Omnidirectional Stitching	22
Front Cover	22
Accelerating Multiuser Beamforming With Full-Dimension One-Bit Chains	22
Measuring the Consistency and Diversity of 3D Face Generation	22
Designed Dithering Sign Activation for Binary Neural Networks	22
DeepAdaIn-Net: Deep Adaptive Device-Edge Collaborative Inference for Augmented Reality	21
EyeDrive: A Deep Learning Model for Continuous Driver Authentication	21
MDCTNet: A Hybrid Approach to Neural Audio Coding	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
Table of Contents	20
IEEE Signal Processing Society Publication Information	20
Front Cover	20
IEEE Signal Processing Society Information	20
A CNN-Transformer Hybrid Framework for Mapping Annual Wheat Fractional Cover From 2001-2023 Using MODIS Satellite Data Over Asia	20
Front Cover	20
Constrained Optimization With Low-Bit Gradients: A Dynamical Systems Perspective	20
IEEE Signal Processing Society Information	20
Communication-Efficient Distributed On-Device LLM Inference Over Wireless Networks	19
Distributed Digital Twin Migration in Multi-Tier Computing Systems	19
Fluid Antenna-aided ISAC Systems for Low-Altitude Economy Networks	19
Reconstruct the Pruned Model Without Retraining	19
Quantum-Inspired Generic Optimization for Multiuser Fluid-MIMO Communications and Sensing: Joint Port Selection and Beamforming	19
IEEE Signal Processing Society Publication Information	18
Pain Level and Pain-Related Behaviour Classification Using GRU-Based Sparsely-Connected RNNs	18
Asymptotic Analysis of One-Bit Quantized Box-Constrained Precoding in Large-Scale Multi-User Systems	18
RIS-Aided Joint Localization and Synchronization With a Single-Antenna Receiver: Beamforming Design and Low-Complexity Estimation	18
Towards Better Domain Adaptation for Self-Supervised Models: A Case Study of Child ASR	18
Bayesian User Localization and Tracking for Reconfigurable Intelligent Surface Aided MIMO Systems	18
Multi-RIS-Empowered Multiple Access: A Distributed Sum-Rate Maximization Approach	17
User Dynamics-Aware Edge Caching and Computing for Mobile Virtual Reality	17
MoA-VR: A Mixture-of-Agents System Toward All-in-One Video Restoration	17
Cooperative Reflection and Synchronization Design for Distributed Multiple-RIS Communications	17
Distributed Data Offloading in Ultra-Dense LEO Satellite Networks: A Stackelberg Mean-Field Game Approach	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
Dysarthric Speech Intelligibility Assessment by Custom Keyword Spotting	16
IEEE Signal Processing Society	16
Self-Supervised Speech Representation Learning: A Review	16
FluoEcoli-Instance: A High-Content Fluorescence Microscopy Dataset and CBAM-Enhanced Hybrid Task Cascade for E. Coli Instance Segmentation	16
Leveraging Correctness-Based Learning for Efficient Reasoning via Automated Process Supervision	16
OmniMamba: Omnidirectional Scanning Meets State Space Models for Efficient Hyperspectral Image Classification	16
Table of Contents	16
Are Discrete Units Necessary for Spoken Language Modeling?	15
Object Trajectory Estimation With Continuous-Time Neural Dynamic Learning of Millimeter-Wave Wi-Fi	15
FedBKD: Heterogenous Federated Learning via Bidirectional Knowledge Distillation for Modulation Classification in IoT-Edge System	15
Hybrid U-Net With ResNet Iris Segmentation Method for Occlusion by Eyelids and Eyelash in Iris Recognition	15
Deep Unrolled Single Snapshot Phase Retrieval via Non-Convex Formulation and Phase Mask Design	15
ESQFL: Digital Twin-Driven Explainable and Secured Quantum Federated Learning for Voltage Stability Assessment in Smart Grids	15
EDDA:An Efficient Divide-and-Conquer Domain Adapter for Automatics Modulation Recognition	15
Diffusion-Driven Pansharpening via Conditional Multi-Stage Fusion	14
Adaptive Semantic-Bit Communication for Extended Reality Interactions	14
Model-Based Online Learning for Active ISAC Waveform Optimization	14
IEEE Signal Processing Society Information	13
Interpretable Deep Image Classification Using Rationally Inattentive Utility Maximization	13
IEEE Signal Processing Society Publication Information	12
On the Posterior Gap in Plug & Play Diffusion Methods for Sparse-View Computed Tomography	12
Beam-Sweeping Design for mmWave Massive Grant-Free Transmission	12
List of Reviewers 2024	12
Table of Contents	12
2025 Index IEEE Journal of Selected Topics in Signal Processing Vol. 19	11
StableFace: Analyzing and Improving Motion Stability for Talking Face Generation	11
Momentum Pseudo-Labeling: Semi-Supervised ASR With Continuously Improving Pseudo-Labels	11
STAR-RISs Assisted NOMA Networks: A Distributed Learning Approach	11
Reweighted Atomic Norm Minimization for Line Spectral Estimation With One-Bit Samples	11
Integrating Large Language Models Into Recommendation via Mutual Augmentation and Adaptive Aggregation	11
An Adaptive Image Thresholding Algorithm Using Fuzzy Logic for Autonomous Underwater Vehicle Navigation	11
RIS-Assisted UAV Communications for IoT With Wireless Power Transfer Using Deep Reinforcement Learning	11

Cross-Model Adjudication for Bias Mitigation in Large Language Models	11
Front Cover	11
Hybrid Codebook Design for Localization Using Electromagnetically Reconfigurable Fluid Antenna System	11
INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image Restoration	11
High-Fidelity Hyperspectral Snapshot of Physical World: System Architecture, Dataset and Model	11
Integrating UAV-acquired RGB and LiDAR point cloud data using multimodal learning for wheat lodging mapping and area estimation	11
Model-Based Learning for DOA Estimation With One-Bit Single-Snapshot Sparse Arrays	10
Video coding using closed-loop texture analysis and synthesis	10
An Overview of Signal Processing Techniques for RIS/IRS-Aided Wireless Systems	10
RoboFiSense: Attention-Based Robotic Arm Activity Recognition With WiFi Sensing	10
Table of Contents	10
Visual Appearance and Soft Biometrics Fusion for Person Re-Identification Using Deep Learning	10
IEEE Signal Processing Society Information	10
List of Reviewers	10
Decentralized Federated Reinforcement Learning for User-Centric Dynamic TFDD Control	9
Editorial Introduction to the Special Issue on Recent Advances in Wideband Signal Processing for Classical and Quantum Synthetic Apertures	9
IEEE Signal Processing Society Information	9
Editorial Introduction for the Special Issue on Intelligent Robotics: Sensing, Signal Processing and Interaction	9
SAV-SE: Scene-Aware Audio-Visual Speech Enhancement With Selective State Space Model	8
CoMCM:Collaborative 3D Detection With Multiscale Clustering Mamba	8
Deep Multi-Source Visual Fusion With Transformer Model for Video Content Filtering	8
Near-Field Source Localization and Beamforming in the Spherical Sector Harmonics Domain	8
Mobility-Aware Cooperative Caching in Vehicular Edge Computing Based on Asynchronous Federated and Deep Reinforcement Learning	8
Data Augmentation for Predictive Digital Twin Channel: Learning Multi-Domain Correlations by Convolutional TimeGAN	8
A Review of Faithfulness Metrics for Hallucination Assessment in Large Language Models	8
IGNFusion: An Unsupervised Information Gate Network for Multimodal Medical Image Fusion	8
Low-Complexity Joint Radar-Communication Beamforming: From Optimization to Deep Unfolding	7
IEEE Journal of Selected Topics in Signal Processing Publication Information	7
C3-DINO: Joint Contrastive and Non-Contrastive Self-Supervised Learning for Speaker Verification	7
IEEE Signal Processing Society Publication Information	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 Information	7
Multi-Channel Back-Projection Algorithm for mmWave Automotive MIMO SAR Imaging With Doppler-Division Multiplexing	7
Efficient Superoscillation Measurement for Incoherent Optical Imaging	7
Front Cover	7
BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition	7
High-Speed Large-Scale Imaging Using Frame Decomposition From Intrinsic Multiplexing of Motion	7
IEEE Signal Processing Society Information	7
IEEE Journal of Selected Topics in Signal Processing Publication Information	7
IEEE Signal Processing Society Publication Information	6
CIMFNet: Cross-Layer Interaction and Multiscale Fusion Network for Semantic Segmentation of High-Resolution Remote Sensing Images	6
Shortcut Learning in Binary Classifier Black Boxes: Applications to Voice Anti-Spoofing and Biometrics	6
Computational Offloading in Semantic-Aware Cloud-Edge-End Collaborative Networks	6
Generalizing to Unseen Domains With Wasserstein Distributional Robustness Under Limited Source Knowledge	6
Simultaneous Terahertz Imaging With Information and Power Transfer (STIIPT)	6
Fluid Antennas for Non-Monotonic THz-WPT With Channel Estimation Errors	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
Guest Editorial: Modeling and Processing Language and Speech in Neurodegenerative Disorders	6
RIS-Enabled NLoS Near-Field Joint Position and Velocity Estimation Under User Mobility	6
Radar Band Fusion Using Frame-Based Compressed Sensing	6
One-Bit Direct Localization in Wireless Sensor Networks Over Rayleigh Fading Channels	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
Multi-Tier Caching for Statistical-QoS Driven Digital Twins Over mURLLC-Based 6G Massive-MIMO Mobile Wireless Networks Using FBC	6
Joint Transmit Waveform and Passive Beamforming Design for RIS-Aided DFRC Systems	6
Deep Minimax Classifiers for Imbalanced Datasets With a Small Number of Minority Samples	6
Completely Contactless and Online Finger Knuckle Identification for Real World Applications	6
On the Exclusion of Hyperspectral Sources	5
Annotated Pedestrians: A Dataset for Soft Biometrics Estimation for Varying Distances	5
Table of Contents	5
Table of Contents	5
ENN: A Neural Network With DCT Adaptive Activation Functions	5
Towards Homogeneous Modality Learning and Multi-Granularity Information Exploration for Visible-Infrared Person Re-Identification	5
STAND-Net: Lightning-Fast MRI Reconstruction via Stage-Aware Deep Unrolling With Neural Tensor Decomposition	5
Outage Probability and Finite-SNR DMT Analysis for IRS-Aided MIMO Systems: How Large IRSs Need to be?	5
Vision Language Modeling of Content, Distortion and Appearance for Image Quality Assessment	5
Protecting Images From Manipulations With Deep Optical Signatures	5
Cooperative Multi-Model Training for Personalized Federated Learning Over Heterogeneous Devices	5
Research on Feeding Rate Measurement Method for Combine Harvester Based on Multimodal Information Fusion	5
Comparative Analysis of Terahertz Propagation Under Dust Storm Conditions on Mars and Earth	5
Distributed and Distribution-Robust Meta Reinforcement Learning (D$^{2}$-RMRL) for Data Pre-Storage and Routing in Cube Satellite Networks	5
R-Bench: Are Your Large Multimodal Model Robust to Real-World Corruptions?	5
Sparse Training for Federated Learning With Regularized Error Correction	5
Quantum-Inspired Multi-Parameter Adaptive Bayesian Estimation for Sensing and Imaging	5
Hybrid Knowledge-Data Driven Channel Semantic Acquisition and Beamforming for Cell-Free Massive MIMO	4
Coding Speech Through Vocal Tract Kinematics	4
S$^\text{3}$Attention: Improving Long Sequence Attention With Smoothed Skeleton Sketching	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
Table of Contents	4
Secure Hybrid Analog and Digital Beamforming for mmWave XR Communications With Mixed-DAC	4
Interpretable Deep Probabilistic Model for HRR Radar Signal and its Application to Target Recognition	4
StyleAvatar3D: Leveraging Image-Text Diffusion Models for High-Fidelity 3D Avatar Generation	4
Joint Design of Transmit Beamforming and Receive Filters for MIMO ISAC Systems Under Low-Altitude Dynamic Scenarios	4
IEEE Signal Processing Society Information	4
Bayesian Optimization With Formal Safety Guarantees via Online Conformal Prediction	4
Bayes-Optimal Unsupervised Learning for Channel Estimation in Near-Field Holographic MIMO	4
Knowledge Selection and Local Updating Optimization for Federated Knowledge Distillation With Heterogeneous Models	4
WavLM: Large-Scale Self-Supervised Pre-Training for Full Stack Speech Processing	4
Robust Channel Learning for Large-Scale Radio Speaker Verification	4
DeepVLN: Vision-and-Language Navigation via Deep Reasoning and Collaborative Mechanisms Based on Large Language Models	4
Joint Localization, Synchronization and Mapping via Phase-Coherent Distributed Arrays	4
Blind Quality Assessment for in-the-Wild Images via Hierarchical Feature Fusion and Iterative Mixed Database Training	3