Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Independent component analysis, a new concept?
Signal Processing - Special issue on higher order statistics
Pyramid-based texture analysis/synthesis
SIGGRAPH '95 Proceedings of the 22nd annual conference on Computer graphics and interactive techniques
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Minimax entropy principle and its application to texture modeling
Neural Computation
Support Vector Machines for 3D Object Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hilbert-Schmidt Lower Bounds for Estimators on Matrix Lie Groups for ATR
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Parametric Texture Model Based on Joint Statistics of Complex Wavelet Coefficients
International Journal of Computer Vision - Special issue on statistical and computational theories of vision: modeling, learning, sampling and computing, Part I
Probability Models for Clutter in Natural Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Handbook of Computer Vision and Applications: Volume 2: From Images to Features
Handbook of Computer Vision and Applications: Volume 2: From Images to Features
Occlusion Models for Natural Images: A Statistical Study of a Scale-Invariant Dead Leaves Model
International Journal of Computer Vision - Special issue on statistical and computational theories of vision: Part II
Vision: A Computational Investigation into the Human Representation and Processing of Visual Information
Conditional-mean estimation via jump-diffusion processes inmultiple target tracking/recognition
IEEE Transactions on Signal Processing
Asymptotic performance analysis of Bayesian target recognition
IEEE Transactions on Information Theory
On Advances in Statistical Modeling of Natural Images
Journal of Mathematical Imaging and Vision
Analytical Image Models and Their Applications
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Intrinsic generalization analysis of low dimensional representations
Neural Networks - 2003 Special issue: Advances in neural networks research — IJCNN'03
Visually Distinct Patterns with Matching Subband Statistics
IEEE Transactions on Pattern Analysis and Machine Intelligence
Natural Image Statistics for Natural Image Segmentation
International Journal of Computer Vision
Texture Analysis by Accurate Identification of Simple Markovian Models
Cybernetics and Systems Analysis
Supervised Texture Classification Using Characteristic Generalized Gaussian Density
Journal of Mathematical Imaging and Vision
Infinitely Divisible Cascades to Model the Statistics of Natural Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Two-stage optimal component analysis
Computer Vision and Image Understanding
Modelling the spectrum of the fourier transform of the texture in the solar EIT images
Machine Graphics & Vision International Journal
Modeling Marginal Distributions of Gabor Coefficients: Application to Biometric Template Reduction
Biometrics and Identity Management
International Journal of Computer Vision
Image denoising using mixtures of projected Gaussian scale mixtures
IEEE Transactions on Image Processing
Removal of correlated noise by modeling the signal of interest in the wavelet domain
IEEE Transactions on Image Processing
Properties of Brownian image models in scale-space
Scale Space'03 Proceedings of the 4th international conference on Scale space methods in computer vision
Accurate identification of a Markov-Gibbs model for texture synthesis by bunch sampling
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
Noise removal from images by projecting onto bases of principal components
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Texture classification using refined histogram
IEEE Transactions on Image Processing
On the Bayesian Wavelet Estimator of Fadili and Boubchir
Wireless Personal Communications: An International Journal
A computational approach to fisher information geometry with applications to image analysis
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
The stochastic structure of images
Scale-Space'05 Proceedings of the 5th international conference on Scale Space and PDE Methods in Computer Vision
On α kernels, Lévy processes, and natural image statistics
Scale-Space'05 Proceedings of the 5th international conference on Scale Space and PDE Methods in Computer Vision
| Hi-index | 0.17 |
Seeking probability models for images, we employ a spectral approach where the images are decomposed using bandpass filters and probability models are imposed on the filter outputs (also called spectral components). We employ a (two-parameter) family of probability densities, introduced in [11] and called Bessel K forms, for modeling the marginal densities of the spectral components, and demonstrate their fit to the observed histograms for video, infrared, and range images. Motivated by object-based models for image analysis, a relationship between the Bessel parameters and the imaged objects is established. Using \big. L^2\hbox{-}{\rm{metric}}\bigr. on the set of Bessel K forms, we propose a pseudometric on the image space for quantifying image similarities/differences. Some applications, including clutter classification and pruning of hypotheses for target recognition, are presented.