From information scaling of natural images to regimes of statistical models

DOI10.1090/S0033-569X-07-01063-2zbMath1169.62345OpenAlexW2052961007MaRDI QIDQ3499458

Cheng-en Guo, Ying Nian Wu, Song-Chun Zhu

Publication date: 29 May 2008

Published in: Quarterly of Applied Mathematics (Search for Journal in Brave)

Full work available at URL: http://www.ams.org/distribution/qam/2008-66-01/S0033-569X-07-01063-2/home.html

Mathematics Subject Classification ID

Random fields; image analysis (62M40) Neural biology (92C20) Image processing (compression, reconstruction, etc.) in information and communication theory (94A08)

Related Items (4)

Intrackability: characterizing video statistics and pursuing video representations ⋮ Actionable Information in Vision ⋮ Unsupervised learning of compositional sparse code for natural image representation ⋮ Building a telescope to look into high-dimensional image spaces

Uses Software

• AdaBoost.MH
• Steerable pyramid

Cites Work

• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• Unnamed Item
• A Mathematical Theory of Communication
• Entropy and the central limit theorem
• The strong ergodic theorem for densities: Generalized Shannon-McMillan- Breiman theorem
• A sandwich proof of the Shannon-McMillan-Breiman theorem
• Normal fluctuations and the FKG inequalities
• A decision-theoretic generalization of on-line learning and an application to boosting
• On advances in statistical modeling of natural images
• Equivalence of Julesz ensembles and FRAME models
• Meaningful alignments
• A parametric texture model based on joint statistics of complex wavelet coefficients
• Occlusion models for natural images: A statistical study of a scale-invariant dead leaves model
• The problem of sparse image coding
• Mathematical Models for Local Nontexture Inpaintings
• A theory for multiresolution signal decomposition: the wavelet representation
• Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
• Exploratory Projection Pursuit
• Stochastic models for generic images
• Composition systems
• Image Decomposition and Restoration Using Total Variation Minimization and theH¹
• Data compression and harmonic analysis

This page was built for publication: From information scaling of natural images to regimes of statistical models