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Eero Simoncelli

Silver Professor; Professor of Neural Science and Data Science

    1987 …2024

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    • 2022

      Maximum a posteriori natural scene reconstruction from retinal ganglion cells with deep denoiser priors

      Wu, E. G., Brackbill, N., Sher, A., Litke, A. M., Simoncelli, E. P. & Chichilnisky, E. J., 2022, Advances in Neural Information Processing Systems 35 - 36th Conference on Neural Information Processing Systems, NeurIPS 2022. Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Neural information processing systems foundation, (Advances in Neural Information Processing Systems; vol. 35).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2021

      Adaptive Denoising via GainTuning

      Mohan, S., Vincent, J. L., Manzorro, R., Crozier, P. A., Fernandez-Granda, C. & Simoncelli, E. P., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, M., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 23727-23740 14 p. (Advances in Neural Information Processing Systems; vol. 28).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Impression learning: Online representation learning with synaptic plasticity

      Bredenberg, C., Lyo, B. S. H., Simoncelli, E. P. & Savin, C., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, M., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 11717-11729 13 p. (Advances in Neural Information Processing Systems; vol. 14).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Stochastic Solutions for Linear Inverse Problems using the Prior Implicit in a Denoiser

      Kadkhodaie, Z. & Simoncelli, E. P., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, M., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 13242-13254 13 p. (Advances in Neural Information Processing Systems; vol. 16).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Unsupervised Deep Video Denoising

      Sheth, D. Y., Mohan, S., Vincent, J. L., Manzorro, R., Crozier, P. A., Khapra, M. M., Simoncelli, E. P. & Fernandez-Granda, C., 2021, Proceedings - 2021 IEEE/CVF International Conference on Computer Vision, ICCV 2021. Institute of Electrical and Electronics Engineers Inc., p. 1739-1748 10 p. (Proceedings of the IEEE International Conference on Computer Vision).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2019

      Blind Image Quality Assessment by Learning from Multiple Annotators

      Ma, K., Liu, X., Fang, Y. & Simoncelli, E. P., Sep 2019, 2019 IEEE International Conference on Image Processing, ICIP 2019 - Proceedings. IEEE Computer Society, p. 2344-2348 5 p. 8803390. (Proceedings - International Conference on Image Processing, ICIP; vol. 2019-September).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2017

      End-to-end optimization of nonlinear transform codes for perceptual quality

      Ballé, J., Laparra, V. & Simoncelli, E. P., Apr 19 2017, 2016 Picture Coding Symposium, PCS 2016. Institute of Electrical and Electronics Engineers Inc., 7906310. (2016 Picture Coding Symposium, PCS 2016).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
    • 2016

      Perceptual image quality assessment using a normalized Laplacian pyramid

      Laparra, V., Balle, J., Berardino, A. & Simoncelii, E. P., 2016, Human Vision and Electronic Imaging 2016, HVEI 2016. Pappas, T. N., de Ridder, H. & Rogowitz, B. E. (eds.). Society for Imaging Science and Technology, p. 43-48 6 p. (Human Vision and Electronic Imaging 2016, HVEI 2016).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2015

      Geometrical and statistical properties of vision models obtained via MAximum Differentiation

      Malo, J. & Simoncelliy, E. P., 2015, Proceedings of SPIE-IS and T Electronic Imaging - Human Vision and Electronic Imaging XX. Rogowitz, B. E., Pappas, T. N. & de Ridder, H. (eds.). SPIE, 93940L. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 9394).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
    • 2014

      Learning sparse filter bank transforms with convolutional ICA

      Ballé, J. & Simoncelli, E. P., Jan 28 2014, 2014 IEEE International Conference on Image Processing, ICIP 2014. Institute of Electrical and Electronics Engineers Inc., p. 4013-4017 5 p. 7025815. (2014 IEEE International Conference on Image Processing, ICIP 2014).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2012

      Efficient and direct estimation of a neural subunit model for sensory coding

      Vintch, B., Zaharia, A. D., Movshon, J. A. & Simoncelli, E. P., 2012, Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012, NIPS 2012. p. 3104-3112 9 p. (Advances in Neural Information Processing Systems; vol. 4).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Hierarchical Spike Coding of sound

      Karklin, Y., Ekanadham, C. & Simoncelli, E. P., 2012, Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012, NIPS 2012. p. 3032-3040 9 p. (Advances in Neural Information Processing Systems; vol. 4).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2011

      A blind deconvolution method for neural spike identification

      Ekanadham, C., Tranchina, D. & Simoncelli, E. P., 2011, Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011, NIPS 2011. Neural Information Processing Systems, (Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011, NIPS 2011).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Efficient coding of natural images with a population of noisy Linear-Nonlinear neurons

      Karklin, Y. & Simoncelli, E. P., 2011, Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011, NIPS 2011. Neural Information Processing Systems, (Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011, NIPS 2011).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Sparse decomposition of transformation-invariant signals with continuous basis pursuit

      Ekanadham, C., Tranchina, D. & Simoncelli, E. P., 2011, 2011 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2011 - Proceedings. p. 4060-4063 4 p. 5947244. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
    • 2010

      Implicit encoding of prior probabilities in optimal neural populations

      Ganguli, D. & Simoncelli, E. P., 2010, Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, NIPS 2010. Neural Information Processing Systems, (Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, NIPS 2010).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Perceptual quality assessment of color images using adaptive signal representation

      Rajashekar, U., Wang, Z. & Simoncelli, E. P., 2010, Proceedings of SPIE-IS and T Electronic Imaging - Human Vision and Electronic Imaging XV. 75271L. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 7527).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2009

      Hierarchical modeling of local image features through Lp-nested symmetric distributions

      Sinz, F., Simoncelli, E. P. & Bethge, M., 2009, Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference. Neural Information Processing Systems, p. 1696-1704 9 p. (Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Quantifying color image distortions based on adaptive spatio-chromatic signal decompositions

      Rajashekar, U., Wang, Z. & Simoncelli, E. P., 2009, 2009 IEEE International Conference on Image Processing, ICIP 2009 - Proceedings. IEEE Computer Society, p. 2213-2216 4 p. 5413889. (Proceedings - International Conference on Image Processing, ICIP).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Reducing statistical dependencies in natural signals using radial Gaussianization

      Lyu, S. & Simoncelli, E. P., 2009, Advances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference. Neural Information Processing Systems, p. 1009-1016 8 p. (Advances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Sound texture synthesis via filter statistics

      McDermott, J. H., Oxenham, A. J. & Simoncelli, E. P., 2009, 2009 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, WASPAA 2009. p. 297-300 4 p. 5346467. (IEEE Workshop on Applications of Signal Processing to Audio and Acoustics).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
    • 2008

      A Bayesian model of conditioned perception

      Stocker, A. A. & Simoncelli, E. P., 2008, Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference. Neural Information Processing Systems, (Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Contextually adaptive signal representation using conditional Principal Component Analysis

      I Ventura, R. M. F., Rajashekar, U., Wang, Z. & Simoncelli, E. P., 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP. p. 877-880 4 p. 4517750. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Image denoising using mixtures of gaussian scale mixtures

      Guerrero-Colón, J. A., Simoncelli, E. P. & Portilla, J., 2008, 2008 IEEE International Conference on Image Processing, ICIP 2008 Proceedings. p. 565-568 4 p. 4711817. (Proceedings - International Conference on Image Processing, ICIP).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Nonlinear image representation using divisive normalization

      Lyu, S. & Simoncelli, E. P., 2008, 26th IEEE Conference on Computer Vision and Pattern Recognition, CVPR. 4587821. (26th IEEE Conference on Computer Vision and Pattern Recognition, CVPR).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
    • 2007

      Learning to be Bayesian without supervision

      Raphan, M. & Simoncelli, E. P., 2007, Advances in Neural Information Processing Systems 19 - Proceedings of the 2006 Conference. p. 1145-1152 8 p. (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Statistically and perceptually motivated nonlinear image representation

      Lyu, S. & Simoncelli, E. P., 2007, Proceedings of SPIE-IS and T Electronic Imaging - Human Vision and Electronic Imaging XII. 649207. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 6492).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Statistical modeling of images with fields of Gaussian scale mixtures

      Lyu, S. & Simoncelli, E. P., 2007, Advances in Neural Information Processing Systems 19 - Proceedings of the 2006 Conference. p. 945-952 8 p. (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2006

      A machine learning framework for adaptive combination of signal denoising methods

      Hammond, D. K. & Simoncelli, E. P., 2006, 2007 IEEE International Conference on Image Processing, ICIP 2007 Proceedings. p. VI29-VI32 4379513. (Proceedings - International Conference on Image Processing, ICIP; vol. 6).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Image denoising with an orientation-adaptive Gaussian scale mixture model

      Hammond, D. K. & Simoncelli, E. P., 2006, 2006 IEEE International Conference on Image Processing, ICIP 2006 - Proceedings. p. 1433-1436 4 p. 4106809. (Proceedings - International Conference on Image Processing, ICIP).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Learning to be Bayesian without Supervision

      Raphan, M. & Simoncelli, E. P., 2006, NIPS 2006: Proceedings of the 19th International Conference on Neural Information Processing Systems. Scholkopf, B., Platt, J. C. & Hofmann, T. (eds.). MIT Press Journals, p. 1145-1152 8 p. (NIPS 2006: Proceedings of the 19th International Conference on Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Optimal denoising in redundant bases

      Raphan, M. & Simoncelli, E. P., 2006, 2007 IEEE International Conference on Image Processing, ICIP 2007 Proceedings. p. III113-III116 4379259. (Proceedings - International Conference on Image Processing, ICIP; vol. 3).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Statistically driven sparse image approximation

      Figueras i Ventura, R. M. & Simoncelli, E. P., 2006, 2007 IEEE International Conference on Image Processing, ICIP 2007 Proceedings. p. I461-I464 4378991. (Proceedings - International Conference on Image Processing, ICIP; vol. 1).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Statistical Modeling of Images with Fields of Gaussian Scale Mixtures

      Lyu, S. & Simoncelli, E. P., 2006, NIPS 2006: Proceedings of the 19th International Conference on Neural Information Processing Systems. Scholkopf, B., Platt, J. C. & Hofmann, T. (eds.). MIT Press Journals, p. 945-952 8 p. (NIPS 2006: Proceedings of the 19th International Conference on Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2005

      An adaptive linear system framework for image distortion analysis

      Wang, Z. & Simoncelli, E. P., 2005, IEEE International Conference on Image Processing 2005, ICIP 2005. p. 1160-1163 4 p. 1530603. (Proceedings - International Conference on Image Processing, ICIP; vol. 3).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Constraining a bayesian model of human visual speed perception

      Stocker, A. A. & Simoncelli, E. P., 2005, Advances in Neural Information Processing Systems 17 - Proceedings of the 2004 Conference, NIPS 2004. Neural information processing systems foundation, (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Locally adaptive multiscale contrast optimization

      Bonnier, N. & Simoncelli, E. P., 2005, IEEE International Conference on Image Processing 2005, ICIP 2005. p. 949-952 4 p. 1529909. (Proceedings - International Conference on Image Processing, ICIP; vol. 1).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Machine learning applied to perception: Decision-images for gender classification

      Wichmann, F. A., Graf, A. B. A., Simoncelli, E. P., Bülthoff, H. H. & Schölkopf, B., 2005, Advances in Neural Information Processing Systems 17 - Proceedings of the 2004 Conference, NIPS 2004. Neural information processing systems foundation, (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Sensory adaptation within a Bayesian framework for perception

      Stocker, A. A. & Simoncelli, E. P., 2005, Advances in Neural Information Processing Systems 18 - Proceedings of the 2005 Conference. p. 1289-1296 8 p. (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Translation insensitive image similarity in complex wavelet domain

      Wang, Z. & Simoncelli, E. P., 2005, 2005 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP '05 - Proceedings - Image and Multidimensional Signal Processing Multimedia Signal Processing. p. II573-II576 1415469. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. II).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2004

      Local phase coherence and the perception of blur

      Wang, Z. & Simoncelli, E. P., 2004, Advances in Neural Information Processing Systems 16 - Proceedings of the 2003 Conference, NIPS 2003. Neural information processing systems foundation, (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Maximum likelihood estimation of a stochastic integrate-and-fire neural model

      Pillow, J. W., Paninski, L. & Simoncelli, E. P., 2004, Advances in Neural Information Processing Systems 16 - Proceedings of the 2003 Conference, NIPS 2003. Neural information processing systems foundation, (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2002

      Characterizing neural gain control using spike-triggered covariance

      Schwartz, O., Chichilnisky, E. J. & Simoncelli, E. P., 2002, Advances in Neural Information Processing Systems 14 - Proceedings of the 2001 Conference, NIPS 2001. Neural information processing systems foundation, (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2001

      Natural sound statistics and divisive normalization in the auditory system

      Schwartz, O. & Simoncelli, E. P., 2001, Advances in Neural Information Processing Systems 13 - Proceedings of the 2000 Conference, NIPS 2000. Neural information processing systems foundation, (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2000

      Scale mixtures of Graussians and the statistics of natural images

      Wainwright, M. J. & Simoncelli, E. P., 2000, Advances in Neural Information Processing Systems 12 - Proceedings of the 1999 Conference, NIPS 1999. Neural information processing systems foundation, p. 855-861 7 p. (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 1999

      Higher-order statistical models of visual images

      Simoncelli, E. P., 1999, Proceedings of the IEEE Signal Processing Workshop on Higher-Order Statistics, SPW-HOS 1999. Institute of Electrical and Electronics Engineers Inc., p. 54-57 4 p. 778691. (Proceedings of the IEEE Signal Processing Workshop on Higher-Order Statistics, SPW-HOS 1999).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • Modeling surround suppression in V1 neurons with a statistically-derived normalization model

      Simoncelli, E. P. & Schwartz, O., 1999, Advances in Neural Information Processing Systems 11 - Proceedings of the 1998 Conference, NIPS 1998. Neural information processing systems foundation, p. 153-154 2 p. (Advances in Neural Information Processing Systems).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 1998

      Texture characterization via joint statistics of wavelet coefficient magnitudes

      Simoncelli, E. P. & Portilla, J., 1998, IEEE International Conference on Image Processing. IEEE Comp Soc, Vol. 1. p. 62-66 5 p.

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 1997

      Optimally rotation-equivariant directional derivative kernels

      Farid, H. & Simoncelli, E. P., 1997, Computer Analysis of Images and Patterns - 7th International Conference, CAIP 1997, Proceedings. Sommer, G., Daniilidis, K. & Pauli, J. (eds.). Springer Verlag, p. 207-214 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 1296).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 1996

      Direct differential range estimation using optical masks

      Simoncelli, E. P. & Farid, H., 1996, Computer Vision – ECCV 1996 - 4th European Conference on Computer Vision, Proceedings. Buxton, B. & Cipolla, R. (eds.). Springer Verlag, p. 82-93 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 1065).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
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