| # | Title | Journal | Year | Citations |
|---|
| 1 | An Introduction To Compressive Sampling | IEEE Signal Processing Magazine | 2008 | 7,855 |
| 2 | Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups | IEEE Signal Processing Magazine | 2012 | 7,242 |
| 3 | Scaling Up MIMO: Opportunities and Challenges with Very Large Arrays | IEEE Signal Processing Magazine | 2013 | 4,222 |
| 4 | Compressive Sensing [Lecture Notes] | IEEE Signal Processing Magazine | 2007 | 3,610 |
| 5 | Two decades of array signal processing research: the parametric approach | IEEE Signal Processing Magazine | 1996 | 3,548 |
| 6 | The Ecological Approach to Visual Perception | Journal of Aesthetics and Art Criticism | 1980 | 3,328 |
| 7 | The emerging field of signal processing on graphs: Extending high-dimensional data analysis to networks and other irregular domains | IEEE Signal Processing Magazine | 2013 | 2,745 |
| 8 | Super-resolution image reconstruction: a technical overview | IEEE Signal Processing Magazine | 2003 | 2,613 |
| 9 | Single-pixel imaging via compressive sampling | IEEE Signal Processing Magazine | 2008 | 2,583 |
| 10 | Locating the nodes: cooperative localization in wireless sensor networks | IEEE Signal Processing Magazine | 2005 | 2,487 |
| 11 | Semidefinite Relaxation of Quadratic Optimization Problems | IEEE Signal Processing Magazine | 2010 | 2,486 |
| 12 | The expectation-maximization algorithm | IEEE Signal Processing Magazine | 1996 | 2,215 |
| 13 | Wavelets and signal processing | IEEE Signal Processing Magazine | 1991 | 2,173 |
| 14 | A Survey of Dynamic Spectrum Access | IEEE Signal Processing Magazine | 2007 | 2,162 |
| 15 | Deep Reinforcement Learning: A Brief Survey | IEEE Signal Processing Magazine | 2017 | 2,112 |
| 16 | Mean squared error: Love it or leave it? A new look at Signal Fidelity Measures | IEEE Signal Processing Magazine | 2009 | 2,096 |
| 17 | Federated Learning: Challenges, Methods, and Future Directions | IEEE Signal Processing Magazine | 2020 | 2,045 |
| 18 | The MNIST Database of Handwritten Digit Images for Machine Learning Research [Best of the Web] | IEEE Signal Processing Magazine | 2012 | 2,024 |
| 19 | The dual-tree complex wavelet transform | IEEE Signal Processing Magazine | 2005 | 1,989 |
| 20 | MIMO Radar with Colocated Antennas | IEEE Signal Processing Magazine | 2007 | 1,973 |
| 21 | Generative Adversarial Networks: An Overview | IEEE Signal Processing Magazine | 2018 | 1,913 |
| 22 | Spectral unmixing | IEEE Signal Processing Magazine | 2002 | 1,898 |
| 23 | Geometric Deep Learning: Going beyond Euclidean data | IEEE Signal Processing Magazine | 2017 | 1,846 |
| 24 | Emotion recognition in human-computer interaction | IEEE Signal Processing Magazine | 2001 | 1,781 |
| 25 | MIMO Radar with Widely Separated Antennas | IEEE Signal Processing Magazine | 2008 | 1,730 |
| 26 | Localization via ultra-wideband radios: a look at positioning aspects for future sensor networks | IEEE Signal Processing Magazine | 2005 | 1,667 |
| 27 | Optimizing Spatial filters for Robust EEG Single-Trial Analysis | IEEE Signal Processing Magazine | 2008 | 1,598 |
| 28 | Compressed Sensing MRI | IEEE Signal Processing Magazine | 2008 | 1,596 |
| 29 | Rate-distortion optimization for video compression | IEEE Signal Processing Magazine | 1998 | 1,414 |
| 30 | Electromagnetic brain mapping | IEEE Signal Processing Magazine | 2001 | 1,373 |
| 31 | Linear and quadratic time-frequency signal representations | IEEE Signal Processing Magazine | 1992 | 1,345 |
| 32 | Energy-aware wireless microsensor networks | IEEE Signal Processing Magazine | 2002 | 1,291 |
| 33 | Splines: a perfect fit for signal and image processing | IEEE Signal Processing Magazine | 1999 | 1,249 |
| 34 | The JPEG 2000 still image compression standard | IEEE Signal Processing Magazine | 2001 | 1,183 |
| 35 | OFDM Versus Filter Bank Multicarrier | IEEE Signal Processing Magazine | 2011 | 1,107 |
| 36 | Network-based wireless location: challenges faced in developing techniques for accurate wireless location information | IEEE Signal Processing Magazine | 2005 | 1,080 |
| 37 | Multiple description coding: compression meets the network | IEEE Signal Processing Magazine | 2001 | 1,079 |
| 38 | Digital image restoration | IEEE Signal Processing Magazine | 1997 | 1,075 |
| 39 | What Is a Savitzky-Golay Filter? [Lecture Notes] | IEEE Signal Processing Magazine | 2011 | 1,060 |
| 40 | Progress in supervised neural networks | IEEE Signal Processing Magazine | 1993 | 1,054 |
| 41 | Of Mimicry and Man: The Ambivalence of Colonial Discourse | October | 1984 | 1,038 |
| 42 | Wireless multicarrier communications | IEEE Signal Processing Magazine | 2000 | 1,034 |
| 43 | Splitting the unit delay [FIR/all pass filters design] | IEEE Signal Processing Magazine | 1996 | 996 |
| 44 | Blind image deconvolution | IEEE Signal Processing Magazine | 1996 | 975 |
| 45 | Ultra-wideband communications - An idea whose time has come | IEEE Signal Processing Magazine | 2004 | 969 |
| 46 | Cognitive radar: a way of the future | IEEE Signal Processing Magazine | 2006 | 969 |
| 47 | Tensor Decompositions for Signal Processing Applications: From two-way to multiway component analysis | IEEE Signal Processing Magazine | 2015 | 959 |
| 48 | Model-order selection | IEEE Signal Processing Magazine | 2004 | 924 |
| 49 | Detection algorithms for hyperspectral imaging applications | IEEE Signal Processing Magazine | 2002 | 922 |
| 50 | Spectrum Sensing for Cognitive Radio : State-of-the-Art and Recent Advances | IEEE Signal Processing Magazine | 2012 | 906 |
| 51 | Shifting the MIMO Paradigm | IEEE Signal Processing Magazine | 2007 | 886 |
| 52 | Hyperspectral image data analysis | IEEE Signal Processing Magazine | 2002 | 874 |
| 53 | Imaging via Compressive Sampling | IEEE Signal Processing Magazine | 2008 | 831 |
| 54 | Mobile positioning using wireless networks: possibilities and fundamental limitations based on available wireless network measurements | IEEE Signal Processing Magazine | 2005 | 822 |
| 55 | Space-time processing for wireless communications | IEEE Signal Processing Magazine | 1997 | 820 |
| 56 | Subspace Clustering | IEEE Signal Processing Magazine | 2011 | 820 |
| 57 | Coalitional game theory for communication networks | IEEE Signal Processing Magazine | 2009 | 805 |
| 58 | Exploitation of spectral redundancy in cyclostationary signals | IEEE Signal Processing Magazine | 1991 | 801 |
| 59 | Genetic algorithms and their applications | IEEE Signal Processing Magazine | 1996 | 762 |
| 60 | Particle Filtering | IEEE Signal Processing Magazine | 2003 | 756 |
| 61 | Signal processing with higher-order spectra | IEEE Signal Processing Magazine | 1993 | 751 |
| 62 | Textures: A Photographic Album for Artists and Designers | Leonardo | 1968 | 746 |
| 63 | Detection, classification, and tracking of targets | IEEE Signal Processing Magazine | 2002 | 745 |
| 64 | Is the Rectum a Grave? | October | 1987 | 735 |
| 65 | The variational approximation for Bayesian inference | IEEE Signal Processing Magazine | 2008 | 735 |
| 66 | Phase Retrieval with Application to Optical Imaging: A contemporary overview | IEEE Signal Processing Magazine | 2015 | 735 |
| 67 | Image forgery detection | IEEE Signal Processing Magazine | 2009 | 728 |
| 68 | Watermarking digital image and video data. A state-of-the-art overview | IEEE Signal Processing Magazine | 2000 | 709 |
| 69 | Game-Theoretic Methods for the Smart Grid: An Overview of Microgrid Systems, Demand-Side Management, and Smart Grid Communications | IEEE Signal Processing Magazine | 2012 | 698 |
| 70 | Expression, Perception, and Induction of Musical Emotions: A Review and a Questionnaire Study of Everyday Listening | Journal of New Music Research | 2004 | 690 |
| 71 | The Body and the Archive | October | 1986 | 679 |
| 72 | Information-driven dynamic sensor collaboration | IEEE Signal Processing Magazine | 2002 | 678 |
| 73 | Frequency-domain and multirate adaptive filtering | IEEE Signal Processing Magazine | 1992 | 666 |
| 74 | Automotive radars: A review of signal processing techniques | IEEE Signal Processing Magazine | 2017 | 663 |
| 75 | Principles of Perceptual Learning and Development | Leonardo | 1973 | 660 |
| 76 | Dictionary Learning | IEEE Signal Processing Magazine | 2011 | 657 |
| 77 | Rate-distortion methods for image and video compression | IEEE Signal Processing Magazine | 1998 | 639 |
| 78 | Visual Domain Adaptation: A survey of recent advances | IEEE Signal Processing Magazine | 2015 | 636 |
| 79 | An Introduction to factor graphs | IEEE Signal Processing Magazine | 2004 | 622 |
| 80 | Active noise control | IEEE Signal Processing Magazine | 1993 | 609 |
| 81 | General System Theory: Foundations, Development, Applications | Leonardo | 1977 | 602 |
| 82 | A Generative Theory of Tonal Music | Computer Music Journal | 1984 | 596 |
| 83 | Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods | IEEE Signal Processing Magazine | 2014 | 580 |
| 84 | Gramophone, Film, Typewriter | October | 1987 | 579 |
| 85 | Compression via channel coding - Distributed source coding for sensor networks | IEEE Signal Processing Magazine | 2004 | 579 |
| 86 | Imaging the body with diffuse optical tomography | IEEE Signal Processing Magazine | 2001 | 578 |
| 87 | Anomaly detection from hyperspectral imagery | IEEE Signal Processing Magazine | 2002 | 578 |
| 88 | Video transcoding architectures and techniques: an overview | IEEE Signal Processing Magazine | 2003 | 575 |
| 89 | Big Data Analysis with Signal Processing on Graphs: Representation and processing of massive data sets with irregular structure | IEEE Signal Processing Magazine | 2014 | 569 |
| 90 | Music Structure and Emotional Response: Some Empirical Findings | Psychology of Music | 1991 | 566 |
| 91 | Digital watermarking: algorithms and applications | IEEE Signal Processing Magazine | 2001 | 540 |
| 92 | Antagonism and Relational Aesthetics | October | 2004 | 528 |
| 93 | Advanced Deep-Learning Techniques for Salient and Category-Specific Object Detection: A Survey | IEEE Signal Processing Magazine | 2018 | 527 |
| 94 | Deep Multimodal Learning: A Survey on Recent Advances and Trends | IEEE Signal Processing Magazine | 2017 | 509 |
| 95 | Perception of Temporal Patterns | Music Perception | 1985 | 507 |
| 96 | An overview of sigma-delta converters | IEEE Signal Processing Magazine | 1996 | 502 |
| 97 | Surrogate Gradient Learning in Spiking Neural Networks: Bringing the Power of Gradient-Based Optimization to Spiking Neural Networks | IEEE Signal Processing Magazine | 2019 | 501 |
| 98 | Hidden Order: How Adaptation Builds Complexity | Leonardo | 1996 | 498 |
| 99 | Clock Synchronization of Wireless Sensor Networks | IEEE Signal Processing Magazine | 2011 | 498 |
| 100 | Iterative, soft signal processing for digital communications - From the guest editors | IEEE Signal Processing Magazine | 2004 | 497 |
