| # | 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 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 |
| 7 | Super-resolution image reconstruction: a technical overview | IEEE Signal Processing Magazine | 2003 | 2,613 |
| 8 | Single-pixel imaging via compressive sampling | IEEE Signal Processing Magazine | 2008 | 2,583 |
| 9 | Locating the nodes: cooperative localization in wireless sensor networks | IEEE Signal Processing Magazine | 2005 | 2,487 |
| 10 | Semidefinite Relaxation of Quadratic Optimization Problems | IEEE Signal Processing Magazine | 2010 | 2,486 |
| 11 | The expectation-maximization algorithm | IEEE Signal Processing Magazine | 1996 | 2,215 |
| 12 | Wavelets and signal processing | IEEE Signal Processing Magazine | 1991 | 2,173 |
| 13 | A Survey of Dynamic Spectrum Access | IEEE Signal Processing Magazine | 2007 | 2,162 |
| 14 | Deep Reinforcement Learning: A Brief Survey | IEEE Signal Processing Magazine | 2017 | 2,112 |
| 15 | Mean squared error: Love it or leave it? A new look at Signal Fidelity Measures | IEEE Signal Processing Magazine | 2009 | 2,096 |
| 16 | Federated Learning: Challenges, Methods, and Future Directions | IEEE Signal Processing Magazine | 2020 | 2,045 |
| 17 | The MNIST Database of Handwritten Digit Images for Machine Learning Research [Best of the Web] | IEEE Signal Processing Magazine | 2012 | 2,024 |
| 18 | The dual-tree complex wavelet transform | IEEE Signal Processing Magazine | 2005 | 1,989 |
| 19 | MIMO Radar with Colocated Antennas | IEEE Signal Processing Magazine | 2007 | 1,973 |
| 20 | Generative Adversarial Networks: An Overview | IEEE Signal Processing Magazine | 2018 | 1,913 |
| 21 | Spectral unmixing | IEEE Signal Processing Magazine | 2002 | 1,898 |
| 22 | Geometric Deep Learning: Going beyond Euclidean data | IEEE Signal Processing Magazine | 2017 | 1,846 |
| 23 | Emotion recognition in human-computer interaction | IEEE Signal Processing Magazine | 2001 | 1,781 |
| 24 | MIMO Radar with Widely Separated Antennas | IEEE Signal Processing Magazine | 2008 | 1,730 |
| 25 | Localization via ultra-wideband radios: a look at positioning aspects for future sensor networks | IEEE Signal Processing Magazine | 2005 | 1,667 |
| 26 | Optimizing Spatial filters for Robust EEG Single-Trial Analysis | IEEE Signal Processing Magazine | 2008 | 1,598 |
| 27 | Compressed Sensing MRI | IEEE Signal Processing Magazine | 2008 | 1,596 |
| 28 | Rate-distortion optimization for video compression | IEEE Signal Processing Magazine | 1998 | 1,414 |
| 29 | Electromagnetic brain mapping | IEEE Signal Processing Magazine | 2001 | 1,373 |
| 30 | Linear and quadratic time-frequency signal representations | IEEE Signal Processing Magazine | 1992 | 1,345 |
| 31 | Energy-aware wireless microsensor networks | IEEE Signal Processing Magazine | 2002 | 1,291 |
| 32 | Splines: a perfect fit for signal and image processing | IEEE Signal Processing Magazine | 1999 | 1,249 |
| 33 | The JPEG 2000 still image compression standard | IEEE Signal Processing Magazine | 2001 | 1,183 |
| 34 | OFDM Versus Filter Bank Multicarrier | IEEE Signal Processing Magazine | 2011 | 1,107 |
| 35 | Network-based wireless location: challenges faced in developing techniques for accurate wireless location information | IEEE Signal Processing Magazine | 2005 | 1,080 |
| 36 | Multiple description coding: compression meets the network | IEEE Signal Processing Magazine | 2001 | 1,079 |
| 37 | Digital image restoration | IEEE Signal Processing Magazine | 1997 | 1,075 |
| 38 | What Is a Savitzky-Golay Filter? [Lecture Notes] | IEEE Signal Processing Magazine | 2011 | 1,060 |
| 39 | Progress in supervised neural networks | IEEE Signal Processing Magazine | 1993 | 1,054 |
| 40 | Wireless multicarrier communications | IEEE Signal Processing Magazine | 2000 | 1,034 |
| 41 | Splitting the unit delay [FIR/all pass filters design] | IEEE Signal Processing Magazine | 1996 | 996 |
| 42 | Blind image deconvolution | IEEE Signal Processing Magazine | 1996 | 975 |
| 43 | Ultra-wideband communications - An idea whose time has come | IEEE Signal Processing Magazine | 2004 | 969 |
| 44 | Cognitive radar: a way of the future | IEEE Signal Processing Magazine | 2006 | 969 |
| 45 | Tensor Decompositions for Signal Processing Applications: From two-way to multiway component analysis | IEEE Signal Processing Magazine | 2015 | 959 |
| 46 | Model-order selection | IEEE Signal Processing Magazine | 2004 | 924 |
| 47 | Detection algorithms for hyperspectral imaging applications | IEEE Signal Processing Magazine | 2002 | 922 |
| 48 | Spectrum Sensing for Cognitive Radio : State-of-the-Art and Recent Advances | IEEE Signal Processing Magazine | 2012 | 906 |
| 49 | Shifting the MIMO Paradigm | IEEE Signal Processing Magazine | 2007 | 886 |
| 50 | Hyperspectral image data analysis | IEEE Signal Processing Magazine | 2002 | 874 |
