OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Signal Processing Magazine is 35. 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 2020-11-01 to 2024-11-01.)

Article	Citations
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing	636
Reconfigurable Intelligent Surfaces: A signal processing perspective with wireless applications	227
Snapshot Compressive Imaging: Theory, Algorithms, and Applications	209
Self-Supervised Representation Learning: Introduction, advances, and challenges	173
3D Point Cloud Processing and Learning for Autonomous Driving: Impacting Map Creation, Localization, and Perception	130
Object Detection Under Rainy Conditions for Autonomous Vehicles: A Review of State-of-the-Art and Emerging Techniques	119
Sound Event Detection: A tutorial	110
Graphs, Convolutions, and Neural Networks: From Graph Filters to Graph Neural Networks	107
Graph Signal Processing for Machine Learning: A Review and New Perspectives	102
Sampling Signals on Graphs: From Theory to Applications	96
Emotion Recognition From Multiple Modalities: Fundamentals and methodologies	85
The Bussgang Decomposition of Nonlinear Systems: Basic Theory and MIMO Extensions [Lecture Notes]	80
Personalized Education in the Artificial Intelligence Era: What to Expect Next	78
Deep Learning for Seismic Inverse Problems: Toward the Acceleration of Geophysical Analysis Workflows	77
Rethinking Bayesian Learning for Data Analysis: The art of prior and inference in sparsity-aware modeling	71
Electroencephalography-Based Auditory Attention Decoding: Toward Neurosteered Hearing Devices	70
Federated Learning: A signal processing perspective	66
A Physics-Informed Neural Network for Quantifying the Microstructural Properties of Polycrystalline Nickel Using Ultrasound Data: A promising approach for solving inverse problems	64
Artificial Intelligence Internet of Things for the Elderly: From Assisted Living to Health-Care Monitoring	64
Present and Future of Reconfigurable Intelligent Surface-Empowered Communications [Perspectives]	62
Plug-and-Play Methods for Integrating Physical and Learned Models in Computational Imaging: Theory, algorithms, and applications	61
Toward Open-World Electroencephalogram Decoding Via Deep Learning: A comprehensive survey	52
Robust Explainability: A tutorial on gradient-based attribution methods for deep neural networks	51
Music Emotion Recognition: Toward new, robust standards in personalized and context-sensitive applications	51
Facial-Video-Based Physiological Signal Measurement: Recent advances and affective applications	51

Seventy Years of Radar and Communications: The road from separation to integration	49
Deep Inverse Reinforcement Learning for Behavior Prediction in Autonomous Driving: Accurate Forecasts of Vehicle Motion	47
Unsupervised Deep Learning Methods for Biological Image Reconstruction and Enhancement: An overview from a signal processing perspective	44
Noninvasive Neural Interfacing With Wearable Muscle Sensors: Combining Convolutive Blind Source Separation Methods and Deep Learning Techniques for Neural Decoding	44
Graph Signal Processing and Deep Learning: Convolution, Pooling, and Topology	43
Radio Map Estimation: A data-driven approach to spectrum cartography	42
Toward Explainable Artificial Intelligence for Regression Models: A methodological perspective	41
Twenty-Five Years of Advances in Beamforming: From convex and nonconvex optimization to learning techniques	39
Integrated Sensing and Communications With Reconfigurable Intelligent Surfaces: From signal modeling to processing	35
Neural Target Speech Extraction: An overview	35
Integration of Physics-Based and Data-Driven Models for Hyperspectral Image Unmixing: A summary of current methods	35
Localized Spectral Graph Filter Frames: A Unifying Framework, Survey of Design Considerations, and Numerical Comparison	35