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Research
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Journal Papers
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G.Yu and G. Sapiro,
Statistical Compressive Sensing of Gaussian
Mixture Models, submitted, arxiv.org/abs/1101.5785, 2011.
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G.Yu, G. Sapiro, and S. Mallat,
Solving Inverse Problems with Piecewise Linear Estimators: From Gaussian
Mixture Models to Structured Sparsity, submitted, arxiv.org/abs/1006.3056, 2010. [slide]
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J.M.
Morel and G.Yu, Is SIFT
Scale Invariant?, Inverse Problems and Imaging, vol 5,
no. 1, Feb., 2011
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S.Mallat and G.Yu, Super-Resolution with
Sparse Mixing Estimators, IEEE Trans. on Image Processing,
vol.19, issue 11, pp. 2889 - 2900, 2010.
[Demo]
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J.M.
Morel and G.Yu, ASIFT: A New
Framework for Fully Affine Invariant Image Comparison, SIAM Journal on Imaging Sciences,
vol. 2, issue 2, pp. 438-469, 2009.
[dataset],
[Demo: try if your images match!]
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G.
Yu and J.J. Slotine,
Visual Grouping by Neural Oscillator Networks, IEEE Trans. on
Neural Networks, vol.2, issue 12, pp. 1871-1884, 2009.
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G. Yu, S. Mallat, and E. Bacry, Audio Denoising by Time-Frequency Block
Thresholding, IEEE Trans. on Signal Processing, vol. 56, no. 5,
pp. 1830-1839, May 2008.
[Demo]
[Software]
Conference proceedings
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G. Yu and G. Sapiro,
Statistical Compressive Sensing of Gaussian
Mixture Models, accepted to IEEE International
Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2011.
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F. L└ger, G. Yu and G. Sapiro,
Efficient Matrix Completion
with Gaussian Models, accepted to IEEE International
Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2011.
[Demo]
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G.Yu, G. Sapiro, and S. Mallat,
Image Modeling and Enhancement via
Structured Sparse Model Selection, Proc. IEEE
International Conference on Image Processing (ICIP), Hong Kong, 2010.
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S.
Mallat and G. Yu, Structured
Space Pursuits for Geometric Super-Resolution, invited paper,
IEEE International Conference on Image Processing (ICIP), Cairo, 2009.
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G. Yu and S. Mallat,
Sparse Super-Resolution with Space Matching Pursuits, Proc. SPARS'09, Saint-Malo, 2009.
[Online Lecture]
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G.
Yu and J.M. Morel, A Fully Affine
Invariant Image Comparison Method, Proc.IEEE International
Conference on Acoustics, Speech, and Signal Processing (ICASSP),
Taipei, 2009.
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G.
Yu and J.J. Slotine, Audio
Classification from Time-Frequency Texture, Proc. IEEE
International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Taipei, 2009.
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G.
Yu and J.J. Slotine, Visual
Grouping by Neural Oscillators, Proc. IEEE International
Conference on Acoustics, Speech, and Signal Processing (ICASSP),
Taipei, 2009.
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G.
Yu and J.J. Slotine, Fast
Wavelet-Based Visual Classification, Proc. IEEE International
Conference on Pattern Recognition (ICPR), Tampa, 2008.
[Demo]
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G. Yu, E. Bacry and S. Mallat,
Audio Signal Denoising with
Complex Wavelets and Adaptive Block Attenuation, Proc. IEEE International Conference
on Acoustics, Speech, and Signal Processing (ICASSP),
Hawaii, pp. 869-872, 2007.
Book Chapters
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G. Yu and G. Sapiro, Image Enhancement and Restoration,
«Encyclopedia of Computer Vision», in press, Springer,
2011.
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A.
Castrodad, I. Ramirez, G. Sapiro, P. Sprechmann, and G. Yu, Second
Generation Sparse Modeling: Structured and Collaborative Signal Analysis,
«Compressed Sensing: Theory and Applications», in press, Cambridge Univ.
Press, 2011.
Patents
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S.
Mallat and G. Yu, Video Enhancement Using Recursive Bandlets,
PCT/IB2008/051770, 2009.
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J.M.
Morel and G. Yu, Viewpoint Invariant Object and Shape Recognition in
Digital Images, pending, 2008.
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J.J. Slotine and G. Yu,
Fast Pattern Classification Based on a Sparse Transform, pending, 2008.
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