Publications about 'ML'

Books and proceedings

1. Zhi-Hua Zhou. Machine Learning. Springer Singapore, 2021. Keyword(s): Machine Learning, Book on Machine Learning, Computer Science, Learning Algorithms, Neural Networks, Support Vector Machines, Decision Trees, Classification, Clustering, Supervised Learning, Semi-Supervised Learning, Unsupervised Learning, Metric Learning, Feature Selection, Rule Learning, Mathematical Models, Reinforcement Learning, Bayesian Networks, ML, AI, Artificial Intelligence. [Abstract] [bibtex-entry]

Articles in journal or book chapters

1. Jianbing Xiang, Xiaolei Lv, Xikai Fu, and Ye Yun. Detection and Estimation Algorithm for Marine Target With Micromotion Based on Adaptive Sparse Modified-LV's Transform. IEEE Transactions on Geoscience and Remote Sensing, 60:1-17, 2022. Keyword(s): Clutter, Radar, Radar detection, Radar clutter, Frequency modulation, Fractals, Estimation, Adaptive sparse Fourier transform (ASFT), adaptive sparse-modified Lv's transform (ASMLVT), Mairne targets, micro-Doppler (m-D), modified-Lv's transform (MLVT), radar target detection and estimation. [Abstract] [bibtex-entry]



2. Emanuele Santi, Marco Brogioni, Marion Leduc-Leballeur, Giovanni Macelloni, Francesco Montomoli, Paolo Pampaloni, Juha Lemmetyinen, Juval Cohen, Helmut Rott, Thomas Nagler, Chris Derksen, Joshua King, Nick Rutter, Richard Essery, Cecile Menard, Melody Sandells, and Michael Kern. Exploiting the ANN Potential in Estimating Snow Depth and Snow Water Equivalent From the Airborne SnowSAR Data at X- and Ku-Bands. IEEE Transactions on Geoscience and Remote Sensing, pp 1-16, 2021. Keyword(s): SAR Processing, Artificial neural networks (ANNs), dense medium radiative transfer (DMRT), quasi Mie scattering (QMS) model, snow depth (SD), snow water equivalent (SWE), SnowSAR, synthetic aperture radar, SAR. [Abstract] [bibtex-entry]



3. Homa Ansari, Francesco De Zan, and Richard Bamler. Sequential Estimator: Toward Efficient InSAR Time Series Analysis. IEEE Transactions on Geoscience and Remote Sensing, 55(10):5637-5652, October 2017. Keyword(s): SAR Processing, SAR Interferometry, InSAR, differential SAR interferometry, D-InSAR, covariance matrices, data compression, image coding, radar imaging, radar interferometry, synthetic aperture radar, time series, Big Data, InSAR time series analysis, compressed data batch artificial interferograms, data batch compression, data covariance matrix analysis, data reduction, high-precision near-real-time processing, interferometric phase estimation, recursive estimation, sequential estimator, virtual image estimator, wide-swath synthetic aperture radar mission, Coherence, Earth, Maximum likelihood estimation, Monitoring, Synthetic aperture radar, Time series analysis, Big Data, coherence estimation error, data compression, differential interferometric synthetic aperture radar (DInSAR), distributed scatterers, efficiency, error analysis, low-rank approximation, maximum-likelihood estimation (MLE). [Abstract] [bibtex-entry]



4. Christophe Magnard, Max Frioud, David Small, Thorsten Brehm, and Erich Meier. Analysis of a Maximum Likelihood Phase Estimation Method for Airborne Multibaseline SAR Interferometry. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9(3):1072-1085, March 2016. Keyword(s): SAR Processing, SAR Interferometry, InSAR, Multibaseline Interferometry, Ka-band, Airborne SAR, Single-pass Multibaseline Interferometry, airborne radar, image texture, maximum likelihood estimation, millimetre wave radar, motion compensation, phase estimation, radar imaging, radar interferometry, synthetic aperture radar, C2F algorithm, ML method, airborne multibaseline SAR interferometry, calibration steps, coarse-to-fine algorithm, cross-track multibaseline synthetic aperture radar interferometric data, experimental Ka-band multibaseline system, homogeneous texture, imperfect motion compensation, maximum likelihood phase estimation method, noise level, Antenna measurements, Antennas, Calibration, Maximum likelihood estimation, Motion compensation, Phase estimation, Synthetic aperture radar, Interferometry, Ka-band, maximum likelihood (ML), millimeter wave radar, millimeterwave experimental multifrequency polarimetric high-resolution interferometric system (MEMPHIS), multibaseline, phase unwrapping, synthetic aperture radar (SAR). [Abstract] [bibtex-entry]



5. Daniel E. Wahl, David A. Yocky, Charles V. Jakowatz, and Katherine M. Simonson. A New Maximum-Likelihood Change Estimator for Two-Pass SAR Coherent Change Detection. IEEE Transactions on Geoscience and Remote Sensing, 54(4):2460-2469, April 2016. Keyword(s): SAR Processing, Coherent Change Detection, CCD, Synthetic aperture radar, Maximum likelihood estimation, Coherence, Charge coupled devices, Maximum likelihood detection, Clutter, Measurement, Coherent change detection, maximum likelihood estimator, radar interferometry, synthetic aperture radar, Coherent change detection, maximum likelihood estimator, radar interferometry, synthetic aperture radar. [Abstract] [bibtex-entry]



6. Stefano Tebaldini and Andrea Monti Guarnieri. Methods and Performances for Multi-Pass SAR Interferometry, chapter 18, pages 329-356. InTech, 2010. Keyword(s): SAR Processing, Modelling Interferogram Stacks, PSI, Persistent Scatterer Interferometry, Differential SAR Interferometry, D-InSAR, InSAR, SAR Interferometry, Interferometry, Decorrelation, Temporal Decorrelation, C-band measurement, DInSAR, ERS-1 data, Italy, Rome, agricultural areas, differential interferometric SAR, distributed targets, geometrical decorrelation, interferogram stack modeling, permanent scatterers, progressive ground motion, progressively decorrelating targets, sinusoidal ground motion, synthetic aperture radar interferometry, temporal decorrelation, radiowave interferometry, remote sensing by radar, synthetic aperture radar, vegetation mapping;. [Abstract] [bibtex-entry]



7. Andrea Monti-Guarnieri and Stefano Tebaldini. ML-Based Fringe-Frequency Estimation for InSAR. IEEE Geoscience and Remote Sensing Letters, 7(1):136-140, January 2010. Keyword(s): SAR Processing, InSAR, SAR Interferometry, ENVISAR, ASAR. [Abstract] [bibtex-entry]



8. Esra Erten, Andreas Reigber, Olaf Hellwich, and Pau Prats. Glacier Velocity Monitoring by Maximum Likelihood Texture Tracking. IEEE Transactions on Geoscience and Remote Sensing, 47(2):394-405, Feb. 2009. Keyword(s): SAR Processing, glaciology, hydrological techniques, image processing, maximum likelihood estimation, remote sensing by radar, spaceborne radar, synthetic aperture radar, Asia, ENVISAT-ASAR data acquisition, Inyltshik glacier, Kyrgyzstan, Maximum Likelihood Texture Tracking, alpine glacier systems, classical intensity tracking technique, glacier velocities measurement, glacier velocity monitoring, ice flows, intensity-based matching algorithm, melting, multiplicative speckle/noise model, remotely sensed data, signal-to-noise ratio, snowfall, spatial dynamics, speckle decorrelation, statistical description, synthetic aperture radar data, temporal dynamics, temporal speckle structure, tracking algorithm. [Abstract] [bibtex-entry]



9. Ian G. Cumming and S. Li. Adding Sensitivity to the MLBF Doppler Centroid Estimator. IEEE Transactions on Geoscience and Remote Sensing, 45(2):279-292, Feb. 2007. Keyword(s): SAR Processing, Multilook Beat Frequency, MLPF, Doppler Centroid Estimation, Doppler Ambiguity Resolver, DAR, Doppler radar, fast Fourier transforms, frequency estimation, radar signal processing, remote sensing by radar, sensitivity, synthetic aperture radarDoppler ambiguity, Doppler centroid estimator, FFT, Fourier transform, MLBF algorithm, RADARSAT-1, ScanSAR, cross beating, estimation sensitivity, multilook beat frequency algorithm, range migration, target trajectory. [Abstract] [bibtex-entry]



10. G. Fornaro, A. Pauciullo, and E. Sansosti. Phase difference-based multichannel phase unwrapping. IEEE Transactions on Image Processing, 14(7):960-972, July 2005. Keyword(s): image processing, maximum likelihood phase unwrapping algorithm, phase difference-based multichannel phase unwrapping algorithm, image processing, maximum likelihood estimation, Algorithms, Artificial Intelligence, Image Enhancement, Image Interpretation, Computer-Assisted, Imaging, Three-Dimensional, Information Storage and Retrieval, Pattern Recognition, Automated, Radar, Subtraction Technique. [Abstract] [bibtex-entry]



11. Christoph H. Gierull and Ishuwa C. Sikaneta. Estimating the effective number of looks in interferometric SAR data. IEEE Trans. Geosci. Remote Sens., 40(8):1733-1742, August 2002. Keyword(s): SAR Processing, ENL, effective number of looks, maximum likelihood estimation, method of moments, radar imaging, radiowave interferometry, remote sensing by radar, synthetic aperture radar, CFAR detection thresholds, MoM, adjacent pixels, compensation, complex correlation coefficient, constant false alarm rate detection thresholds, filtering, interferometric SAR data, maximum-likelihood estimator, moving-target detection, multilook interferometric phase, pdf, probability density function, statistical dependence, synthetic aperture radar images, Clutter, Interferometry, Layout, Maximum likelihood estimation, Pixel, Probability density function, Radar detection, Speckle, Statistics. [Abstract] [bibtex-entry]



12. Frank Wong and Ian G. Cumming. A Combined SAR Doppler Centroid Estimation Scheme Based Upon Signal Phase. IEEE Transactions on Geoscience and Remote Sensing, 34(3):696-707, May 1996. Keyword(s): SAR Processing, Doppler Centroid, Doppler Centroid Estimation, Multilook Cross Correlation, MLCC, Multilook Beat Frequency, MLBF, Clutterlock, Doppler Ambiguity Resolver, DAR. [Abstract] [bibtex-entry]



13. D.E. Wahl. Towed array shape estimation using frequency-wavenumber data. IEEE Journal of Oceanic Engineering, 18(4):582-590, October 1993. Keyword(s): Frequency estimation, Sensor arrays, Signal processing algorithms, Array signal processing, Shape measurement, Sea measurements, Degradation, Maximum likelihood estimation, Acoustic sensors, Sensor systems. [Abstract] [bibtex-entry]



14. Petre Stoica and A. Nehorai. MUSIC, maximum likelihood, and Cramer-Rao bound: further results and comparisons. IEEE Transactions on Acoustics, Speech and Signal Processing, 38(12):2140-2150, December 1990. Keyword(s): SAR Processing, MUSIC, SAR Tomography, parameter estimation, signal detection, signal processing, statistical analysisCramer-Rao bound, covariance matrix, direction-of-arrival, maximum likelihood estimator, multiple signal characterization, narrowband plane waves, noisy measurements, performance comparisons, statistical performance, superimposed signals, uniform linear sensor arrays, unweighted MUSIC estimator, weighted MUSIC estimators. [Abstract] [bibtex-entry]



15. Petre Stoica, Randolph L. Moses, Benjamin Friedlander, and Torsten Söderström. Maximum likelihood estimation of the parameters of multiple sinusoids from noisy measurements. Acoustics, Speech, and Signal Processing [see also IEEE Transactions on Signal Processing], IEEE Transactions on, 37(3):378-392, 1989. Keyword(s): RFI Suppression, filtering and prediction theory, spectral analysis, Cramer-Rao bound covariance matrix, initial estimates, maximum-likelihood, maximum-likelihood estimator, MLE, multiple sinusoids, noisy measurements. [Abstract] [bibtex-entry]



16. P. Stoica and Arye Nehorai. MUSIC, maximum likelihood, and Cramer-Rao bound. IEEE Transactions on Acoustics, Speech and Signal Processing, 37(5):720-741, May 1989. Keyword(s): SAR Processing, MUSIC, SAR Tomography, radio direction-finding, signal processing, Cramer-Rao bound, MUSIC estimator, covariance matrix, direction finding, maximum likelihood method, plane waves, statistical efficiency, uniform linear array. [Abstract] [bibtex-entry]



17. Ralph O. Schmidt. Multiple emitter location and signal parameter estimation. IEEE Transactions on Antennas and Propagation, 34(3):276-280, March 1986. Keyword(s): MUSIC, Multiple Signal Classification, null Adaptive arrays, DOA estimation, Direction-of-arrival estimation, Parameter estimation, Signal processing antennas. [Abstract] [bibtex-entry]



18. Earl R. Ferrara and Terry M. Parks. Direction finding with an array of antennas having diverse polarizations. IEEE Transactions on Antennas and Propagation, 31(2):231-236, March 1983. Keyword(s): SAR Processing, Antenna arrays, Estimation, Radio direction-finding, maximum-likelihood (ML) estimation, SAR Tomography, Tomography. [Abstract] [bibtex-entry]

Conference articles

1. Othmar Frey, Erich Meier, and Irena Hajnsek. Towards a more reliable estimation of forest parameters from polarimetric SAR tomography data. In Proc. IEEE Int. Geosci. Remote Sens. Symp., pages 3110-3113, 2012. Keyword(s): Airborne radar, Array signal processing, Capon, Capon beamformer, L-band, P-band, SAR processing, SAR tomography, beamforming, Focusing, forestry, interferometry, InSAR, multibaseline, multiple signal classification, MUSIC, polarimetry, Remote Sensing, synthetic aperture radar, SAR, scattering, three-dimensional imaging, 3-D imaging, time-domain back-projection, TDBP, tomography, Vegetation. [Abstract] [bibtex-entry]



2. Shu Li and Ian Cumming. Improved beat frequency estimation in the MLBF Doppler ambiguity resolver. In Geoscience and Remote Sensing Symposium, 2005. IGARSS '05. Proceedings. 2005 IEEE International, volume 5, pages 3348-3351, 2005. Keyword(s): SAR Processing, Doppler Centroid Estimation, Doppler Ambiguity Resolver, DAR, MLBF, Multilook Beat Frequency, Improved Multilook Beat Frequency. [Abstract] [bibtex-entry]



3. M. De Stefano and Andrea Monti-Guarnieri. Robust Doppler Centroid estimate for ERS and ENVISAT. In Geoscience and Remote Sensing Symposium, 2003. IGARSS '03. Proceedings. 2003 IEEE International, volume 6, pages 4062-4064, 2003. Keyword(s): SAR Processing, Doppler Centroid Estimation, Doppler Ambiguity Resolver, DAR, ENVISAT, ERS, MLBF, RADARSAT, Wavelength Diversity, WDAR, Multilook Beat Frequency, fine polynomial estimation, higher order technique, robust Doppler centroid estimation, robustness, second order statistic estimator, unambiguous Doppler estimation. [Abstract] [bibtex-entry]



4. Ian G. Cumming, Frank Wong, and Bob Hawkins. RADARSAT-1 Doppler Centroid Estimation Using Phase-Based Estimators. In CEOS SAR Workshop 1999, 1999. Keyword(s): SAR Processing, Doppler Centroid, Doppler Centroid Estimation, Multilook Cross Correlation, MLCC, Multilook Beat Frequency, MLBF, Clutterlock, Doppler Ambiguity Resolver, DAR, Satellite SAR. [Abstract] [bibtex-entry]



5. F. Lombardini, H.D. Griffiths, and F. Gini. A ML multichannel ATI-SAR technique for measuring ocean surface velocities. In OCEANS '98 Conference Proceedings, volume 2, pages 778-782, September 1998. [bibtex-entry]



6. F. Lombardini and P. Lombardo. A ML thinned array SAR interferometric sensor for high accuracy absolute phase retrieval. In Radar Conference, 1998. RADARCON 98. Proceedings of the 1998 IEEE, pages 263-268, May 1998. [bibtex-entry]



7. D.C. Ghiglia and D.E. Wahl. Interferometric synthetic aperture radar terrain elevation mapping from multiple observations. In Proceedings of IEEE 6th Digital Signal Processing Workshop, pages 33-36, October 1994. Keyword(s): Synthetic aperture radar interferometry, Terrain mapping, Robustness, Pixel, Rain, Optical interferometry, Spatial resolution, Phase noise, Poisson equations, Laboratories. [Abstract] [bibtex-entry]

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This collection of SAR literature is far from being complete.
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