OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Journal of Selected Topics in Signal Processing is 12. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-06-01 to 2026-06-01.)

Article	Citations
IEEE Signal Processing Society Information	1615
2023 Index IEEE Journal of Selected Topics in Signal Processing Vol. 17	710
Editorial Introduction to the Special Issue on Learning-Based Signal Processing for Integrated Sensing and Communications	587
Corrections to “Energy Efficiency of Mmwave Massive MIMO Precoding With Low-Resolution DACs”	305
Complex-Valued Autoencoder-Based Neural Data Compression for SAR Raw Data	301
Latent Mixup Knowledge Distillation for Single Channel Speech Enhancement	168
Guest Editorial Distributed Signal Processing for Extremely Large-Scale Antenna Array Systems	149
Searching Parameterized Retrieval & Verification Loss for Re-Identification	141
A Robust Robot Perception Framework for Complex Environments Using Multiple mmWave Radars	141
Transferability of coVariance Neural Networks	129
Intelligent Reflecting Surface Aided Multi-Tier Hybrid Computing	125
A Robust Frequency Domain-Generalized Network for Multispectral Pansharpening	124
PARAFAC2-Based Coupled Matrix and Tensor Factorizations With Constraints	118
SGNet: Sequence Grouping Network via Vision-Language Model for Text-Guided Video Summarization	116
VR+HD: Video Semantic Reconstruction From Spatio-Temporal Scene Graphs	115
Federated Learning Under Intermittent Client Availability and Time-Varying Communication Constraints	104
Integration of 6G Signal Processing, Communication, and Computing Based on Information Timeliness-Aware Digital Twin	100
Learning-Based Intermittent CSI Estimation With Adaptive Intervals in Integrated Sensing and Communication Systems	99
Front Cover	93
Table of Contents	92
Wireless Sensing with Movable Intelligent Surface	89
AnchorNet: Adaptive Anchor Token Enhancement in Video-grounded Dialogue Generation	85
Automatic Spoken Language Acquisition Based on Observation and Dialogue	80
Blind Image Quality Assessment via Deep Response Feature Decomposition and Aggregation	79
Improved Alias-and-Separate Speech Coding Framework With Minimal Algorithmic Delay	69

Covert Wireless Communications for Augmented Reality Systems With Dual Cooperative UAVs	67
Multi-UAV Collaborative ISAC with Dynamic Resource Allocation: A Hierarchical Graph Multi-Agent Reinforcement Learning Approach	66
A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systems	64
Crámer-Rao Bound Analysis for Mixed-ADC Direction of Arrival Estimation in Two-Dimensional Arrays	64
Self-Supervised Learning of Audio Representations From Audio-Visual Data Using Spatial Alignment	51
SAFFRON: A Physics-Informed, Label-Free Self-Supervised Deep Learning Framework for Fast and Accurate 3D Fetal Brain MRI Reconstruction	50
Channel Map-Based Angle Domain Multiple Access for Cell-Free Massive MIMO Communications	50
Spatial Ultra-Sparse Array Formation on LEO Distributed Satellite Cluster: An Enhanced Hybrid Particle Swarm Method	50
Efficient Video Representation via Hybrid Key Frame Reconstruction: A Test-Time Data Augmentation Approach	50
Editorial Editorial of Special Issue on Self-Supervised Learning for Speech and Audio Processing	49
Editorial: High-Dimensional Imaging: Emerging Challenges and Advances in Reconstruction and Restoration	47
Table of Contents	47
Model-Guided Network With Cluster-Based Operators for Spatio-Spectral Super-Resolution	46
A Survey on Speech Large Language Models for Understanding	45
Canny Enhanced High-Resolution Neural Network for Satellite Image Based Land Cover Classification and Its Application in Wireless Channel Simulations	44
Foundation Model-Based Evaluation of Neuropsychiatric Disorders: A Lifespan-Inclusive, Multi-Modal, and Multi-Lingual Study	44
A Two-Stage Audio-Visual Speech Separation Method Without Visual Signals for Testing and Tuples Loss With Dynamic Margin	43
Energy Efficiency Optimization of IRS and UAV-Assisted Wireless Powered Edge Networks	43
FlashSAM: Lightweight Vision Model for Multi-UAV Token Communication in Low-Altitude Wireless Networks	43
IEEE Signal Processing Society Information	42
Frontcover	42
IEEE Signal Processing Society Information	41
Front Cover	41
Table of Contents	41
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	40
Resolving Domain Mismatches in Electrolaryngeal Speech Enhancement With Linguistic Intermediates	39
Online Neyman-Pearson Classification With Hierarchically Represented Models	39
Front Cover	34
Table of Contents	34
Multi-Frequency Spherical Near-Field Antenna Measurements Using Compressive Sensing	33
Non-Contrastive Self-Supervised Learning for Utterance-Level Information Extraction From Speech	33
Decorrelating Feature Spaces for Learning General-Purpose Audio Representations	32
The Hyperdimensional Transform: A Holographic Representation of Functions	31
ENSURE: A Deep Learning Approach for Enhancing Situational Awareness in Surveillance Applications With Ubiquitous High-Dimensional Sensing	31
Co-Learning-Aided Multi-Modal-Deep-Learning Framework of Passive DOA Estimators for a Heterogeneous Hybrid Massive MIMO Receiver	31
Compression as Restoration: A Unified Implicit Approach to Self-Supervised Hyperspectral Image Representation	30
Bayesian Learning for Double-RIS Aided ISAC Systems With Superimposed Pilots and Data	29
Active Learning Using Aggregated Acquisition Functions: Accuracy and Sustainability Analysis	29
Machine Learning based Controller using Gaussian Process Regression in Electric Motors: Interpretability, Safety and Reliability	29
Dynamic Array-of-Subarrays Architecture for Wideband Multi-Antenna Systems	29
Parallel and Memory-Efficient Distributed Edge Learning in B5G IoT Networks	29
Wireless Federated Learning With Hybrid Local and Centralized Training: A Latency Minimization Design	29
Learning to Quantize and Precode in Massive MIMO Systems for Energy Reduction: A Graph Neural Network Approach	28
Reliable Automatic Modulation Classification via Grayscale Spectral Quotient Constellation Matrix and Deep Learning Models	28
Cooperative Robotics Visible Light Positioning: An Intelligent Compressed Sensing and GAN-Enabled Framework	27
Enhanced Multimodal Speech Processing for Healthcare Applications: A Deep Fusion Approach	27
IEEE Signal Processing Society Publication Information	26
Graph Neural Networks With Adaptive Structures	26
Editorial Introduction to the Special Issue on Biometrics at a Distance in the Deep Learning Era	26

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