Eero P. Simoncelli

Orcid: 0000-0002-1206-527X

According to our database1, Eero P. Simoncelli authored at least 118 papers between 1990 and 2023.

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Awards

IEEE Fellow

IEEE Fellow 2009, "For contributions to statistical models of visual images".

Timeline

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Bibliography

2023
Layerwise complexity-matched learning yields an improved model of cortical area V2.
CoRR, 2023

Generalization in diffusion models arises from geometry-adaptive harmonic representation.
CoRR, 2023

Polar Prediction of Natural Videos.
CoRR, 2023

Statistical whitening of neural populations with gain-modulating interneurons.
CoRR, 2023

Learning Efficient Coding of Natural Images with Maximum Manifold Capacity Representations.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

A polar prediction model for learning to represent visual transformations.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Adaptive whitening with fast gain modulation and slow synaptic plasticity.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Adaptive Whitening in Neural Populations with Gain-modulating Interneurons.
Proceedings of the International Conference on Machine Learning, 2023

Learning multi-scale local conditional probability models of images.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022
Deep Denoising for Scientific Discovery: A Case Study in Electron Microscopy.
IEEE Trans. Computational Imaging, 2022

Image Quality Assessment: Unifying Structure and Texture Similarity.
IEEE Trans. Pattern Anal. Mach. Intell., 2022

Toward Next-Generation Artificial Intelligence: Catalyzing the NeuroAI Revolution.
CoRR, 2022

Maximum a posteriori natural scene reconstruction from retinal ganglion cells with deep denoiser priors.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021
Comparison of Full-Reference Image Quality Models for Optimization of Image Processing Systems.
Int. J. Comput. Vis., 2021

Adaptive Denoising via GainTuning.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Stochastic Solutions for Linear Inverse Problems using the Prior Implicit in a Denoiser.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Impression learning: Online representation learning with synaptic plasticity.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Unsupervised Deep Video Denoising.
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

2020
Solving Linear Inverse Problems Using the Prior Implicit in a Denoiser.
CoRR, 2020

Self-Supervised Learning of a Biologically-Inspired Visual Texture Model.
CoRR, 2020

Comparison of Image Quality Models for Optimization of Image Processing Systems.
CoRR, 2020

Learning efficient task-dependent representations with synaptic plasticity.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Robust And Interpretable Blind Image Denoising Via Bias-Free Convolutional Neural Networks.
Proceedings of the 8th International Conference on Learning Representations, 2020

2019
Flexible information routing in neural populations through stochastic comodulation.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Blind Image Quality Assessment by Learning from Multiple Annotators.
Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

2017
Perceptually Optimized Image Rendering.
CoRR, 2017

Eigen-Distortions of Hierarchical Representations.
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

End-to-end Optimized Image Compression.
Proceedings of the 5th International Conference on Learning Representations, 2017

2016
Neural Quadratic Discriminant Analysis: Nonlinear Decoding with V1-Like Computation.
Neural Comput., 2016

Geodesics of learned representations.
Proceedings of the 4th International Conference on Learning Representations, 2016

Density Modeling of Images using a Generalized Normalization Transformation.
Proceedings of the 4th International Conference on Learning Representations, 2016

End-to-end optimization of nonlinear transform codes for perceptual quality.
Proceedings of the 2016 Picture Coding Symposium, 2016

Perceptual image quality assessment using a normalized Laplacian pyramid.
Proceedings of the Human Vision and Electronic Imaging, 2016

2015
The local low-dimensionality of natural images.
Proceedings of the 3rd International Conference on Learning Representations, 2015

Geometrical and statistical properties of vision models obtained via maximum differentiation.
Proceedings of the Human Vision and Electronic Imaging XX, 2015

2014
Efficient Sensory Encoding and Bayesian Inference with Heterogeneous Neural Populations.
Neural Comput., 2014

Learning sparse filter bank transforms with convolutional ICA.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

2012
Modeling the impact of common noise inputs on the network activity of retinal ganglion cells.
J. Comput. Neurosci., 2012

Efficient and direct estimation of a neural subunit model for sensory coding.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

Hierarchical spike coding of sound.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

2011
Recovery of Sparse Translation-Invariant Signals With Continuous Basis Pursuit.
IEEE Trans. Signal Process., 2011

Least Squares Estimation Without Priors or Supervision.
Neural Comput., 2011

Efficient coding of natural images with a population of noisy Linear-Nonlinear neurons.
Proceedings of the Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011. Proceedings of a meeting held 12-14 December 2011, 2011

A blind sparse deconvolution method for neural spike identification.
Proceedings of the Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011. Proceedings of a meeting held 12-14 December 2011, 2011

Sparse decomposition of transformation-invariant signals with continuous basis pursuit.
Proceedings of the IEEE International Conference on Acoustics, 2011

2010
Implicit encoding of prior probabilities in optimal neural populations.
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010

Perceptual quality assessment of color images using adaptive signal representation.
Proceedings of the Human Vision and Electronic Imaging XV, 2010

2009
Modeling Multiscale Subbands of Photographic Images with Fields of Gaussian Scale Mixtures.
IEEE Trans. Pattern Anal. Mach. Intell., 2009

Is the Homunculus "Aware" of Sensory Adaptation?
Neural Comput., 2009

Nonlinear Extraction of Independent Components of Natural Images Using Radial Gaussianization.
Neural Comput., 2009

Sound texture synthesis via filter statistics.
Proceedings of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics, 2009

Hierarchical Modeling of Local Image Features through $L_p$-Nested Symmetric Distributions.
Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009

Quantifying color image distortions based on adaptive spatio-chromatic signal decompositions.
Proceedings of the International Conference on Image Processing, 2009

2008
Optimal Denoising in Redundant Representations.
IEEE Trans. Image Process., 2008

Image Modeling and Denoising With Orientation-Adapted Gaussian Scale Mixtures.
IEEE Trans. Image Process., 2008

Reducing statistical dependencies in natural signals using radial Gaussianization.
Proceedings of the Advances in Neural Information Processing Systems 21, 2008

Image denoising using mixtures of Gaussian scale mixtures.
Proceedings of the International Conference on Image Processing, 2008

Contextually adaptive signal representation using conditional principal component analysis.
Proceedings of the IEEE International Conference on Acoustics, 2008

Nonlinear image representation using divisive normalization.
Proceedings of the 2008 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2008), 2008

2007
A Bayesian Model of Conditioned Perception.
Proceedings of the Advances in Neural Information Processing Systems 20, 2007

Statistically Driven Sparse Image Approximation.
Proceedings of the International Conference on Image Processing, 2007

Optimal Denoising in Redundant Bases.
Proceedings of the International Conference on Image Processing, 2007

A Machine Learning Framework for Adaptive Combination of Signal Denoising Methods.
Proceedings of the International Conference on Image Processing, 2007

Statistically and perceptually motivated nonlinear image representation.
Proceedings of the Human Vision and Electronic Imaging XII, San Jose, CA, USA, January 29, 2007

2006
Quality-aware images.
IEEE Trans. Image Process., 2006

Nonlinear image representation for efficient perceptual coding.
IEEE Trans. Image Process., 2006

Learning to be Bayesian without Supervision.
Proceedings of the Advances in Neural Information Processing Systems 19, 2006

Statistical Modeling of Images with Fields of Gaussian Scale Mixtures.
Proceedings of the Advances in Neural Information Processing Systems 19, 2006

Image Denoising with an Orientation-Adaptive Gaussian Scale Mixture Model.
Proceedings of the International Conference on Image Processing, 2006

2005
Comparing integrate-and-fire models estimated using intracellular and extracellular data.
Neurocomputing, 2005

Sensory Adaptation within a Bayesian Framework for Perception.
Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005

An adaptive linear system framework for image distortion analysis.
Proceedings of the 2005 International Conference on Image Processing, 2005

Locally adaptive multiscale contrast optimization.
Proceedings of the 2005 International Conference on Image Processing, 2005

Translation Insensitive Image Similarity in Complex Wavelet Domain.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

Reduced-reference image quality assessment using a wavelet-domain natural image statistic model.
Proceedings of the Human Vision and Electronic Imaging X, 2005

2004
Image quality assessment: from error visibility to structural similarity.
IEEE Trans. Image Process., 2004

Differentiation of discrete multidimensional signals.
IEEE Trans. Image Process., 2004

Maximum Likelihood Estimation of a Stochastic Integrate-and-Fire Neural Encoding Model.
Neural Comput., 2004

Spike-triggered characterization of excitatory and suppressive stimulus dimensions in monkey V1.
Neurocomputing, 2004

Machine Learning Applied to Perception: Decision Images for Gender Classification.
Proceedings of the Advances in Neural Information Processing Systems 17 [Neural Information Processing Systems, 2004

Constraining a Bayesian Model of Human Visual Speed Perception.
Proceedings of the Advances in Neural Information Processing Systems 17 [Neural Information Processing Systems, 2004

Stimulus synthesis for efficient evaluation and refinement of perceptual image quality metrics.
Proceedings of the Human Vision and Electronic Imaging IX, 2004

2003
Image denoising using scale mixtures of Gaussians in the wavelet domain.
IEEE Trans. Image Process., 2003

On Advances in Statistical Modeling of Natural Images.
J. Math. Imaging Vis., 2003

Biases in white noise analysis due to non-Poisson spike generation.
Neurocomputing, 2003

Directly Invertible Nonlinear Divisive Normalization Pyramid for Image Representation.
Proceedings of the Visual Content Processing and Representation, 2003

Local Phase Coherence and the Perception of Blur.
Proceedings of the Advances in Neural Information Processing Systems 16 [Neural Information Processing Systems, 2003

Maximum Likelihood Estimation of a Stochastic Integrate-and-Fire Neural Model.
Proceedings of the Advances in Neural Information Processing Systems 16 [Neural Information Processing Systems, 2003

Image restoration using Gaussian scale mixtures in the wavelet domain.
Proceedings of the 2003 International Conference on Image Processing, 2003

2001
Modeling temporal response characteristics of V1 neurons with a dynamic normalization model.
Neurocomputing, 2001

Characterizing Neural Gain Control using Spike-triggered Covariance.
Proceedings of the Advances in Neural Information Processing Systems 14 [Neural Information Processing Systems: Natural and Synthetic, 2001

Adaptive Wiener denoising using a Gaussian scale mixture model in the wavelet domain.
Proceedings of the 2001 International Conference on Image Processing, 2001

2000
A Parametric Texture Model Based on Joint Statistics of Complex Wavelet Coefficients.
Int. J. Comput. Vis., 2000

Natural Sound Statistics and Divisive Normalization in the Auditory System.
Proceedings of the Advances in Neural Information Processing Systems 13, 2000

Random Cascades of Gaussian Scale Mixtures and Their Use in Modeling Natural Images With Application to Denoising.
Proceedings of the 2000 International Conference on Image Processing, 2000

Image Denoising via Adjustment of Wavelet Coefficient Magnitude Correlation.
Proceedings of the 2000 International Conference on Image Processing, 2000

Color Channels Decorrelation by ICA Transformation in the Wavelet Domain for Color Texture Analysis and Synthesis.
Proceedings of the 2000 Conference on Computer Vision and Pattern Recognition (CVPR 2000), 2000

1999
Image compression via joint statistical characterization in the wavelet domain.
IEEE Trans. Image Process., 1999

Scale Mixtures of Gaussians and the Statistics of Natural Images.
Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999

1998
Modeling Surround Suppression in V1 Neurons with a Statistically Derived Normalization Model.
Proceedings of the Advances in Neural Information Processing Systems 11, [NIPS Conference, Denver, Colorado, USA, November 30, 1998

Texture Characterization via Joint Statistics of Wavelet Coefficient Magnitudes.
Proceedings of the 1998 IEEE International Conference on Image Processing, 1998

1997
Embedded Wavelet Image Compression Based On A Joint Probability Model.
Proceedings of the Proceedings 1997 International Conference on Image Processing, 1997

Progressive wavelet image coding based on a conditional probability model.
Proceedings of the 1997 IEEE International Conference on Acoustics, 1997

Discrete-Time Rigidity-Constrained Optical Flow.
Proceedings of the Computer Analysis of Images and Patterns, 7th International Conference, 1997

Optimally Rotation-Equivariant Directional Derivative Kernels.
Proceedings of the Computer Analysis of Images and Patterns, 7th International Conference, 1997

1996
Steerable wedge filters for local orientation analysis.
IEEE Trans. Image Process., 1996

Noise removal via Bayesian wavelet coring.
Proceedings of the Proceedings 1996 International Conference on Image Processing, 1996

A rotation invariant pattern signature.
Proceedings of the Proceedings 1996 International Conference on Image Processing, 1996

A filter design technique for steerable pyramid image transforms.
Proceedings of the 1996 IEEE International Conference on Acoustics, 1996

Direct Differential Range Estimation Using Optical Masks.
Proceedings of the Computer Vision, 1996

1995
Rendering Spaces for Architectural Environments.
Presence Teleoperators Virtual Environ., 1995

The steerable pyramid: a flexible architecture for multi-scale derivative computation.
Proceedings of the Proceedings 1995 International Conference on Image Processing, 1995

Steerable Wedge Filters.
Proceedings of the Procedings of the Fifth International Conference on Computer Vision (ICCV 95), 1995

1994
Design of Multi-Dimensional Derivative Filters.
Proceedings of the Proceedings 1994 International Conference on Image Processing, 1994

1993
Distributed representation and analysis of visual motion.
PhD thesis, 1993

1992
Shiftable multiscale transforms.
IEEE Trans. Inf. Theory, 1992

1991
Probability distributions of optical flow.
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1991

1990
Non-separable extensions of quadrature mirror filters to multiple dimensions.
Proc. IEEE, 1990


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