NDLI: Largest-eigenvalue-theory for incremental principal component analysis

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2015 IEEE International Conference on Image Processing (ICIP)

2014 IEEE International Conference on Image Processing (ICIP)

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2012 19th IEEE International Conference on Image Processing

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2010 IEEE International Conference on Image Processing

2009 16th IEEE International Conference on Image Processing (ICIP)

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Segmentation of objects in temporal images using the hidden Markov model

Deconvolutional speckle reducing anisotropic diffusion

Relevance vector machine learning for detection of microcalcifications in mammograms

Microarray image addressing based on the Radon transform

A variable background active contour model for automatic detection of thyroid nodules in ultrasound images

An articulated registration method

Model-guided segmentation of opacified thorax vessels

Stochastic segmentation of blood vessels from time-of-flight

Beyond interpolation: optimal reconstruction by quasi-interpolation

Non-stationary approximate Bayesian super-resolution using a hierarchical prior model

Improved color filter array demosaicking by accurate luminance estimation

A MCMC approach for Bayesian super-resolution image reconstruction

Image interpolation using texture orientation map and kernel Fisher discriminant

Position prediction motion-compensated interpolation for frame rate up-conversion using temporal modeling

Featureless global alignment of multiple images

Low-complexity linear demosaicing using joint spatial-chromatic image statistics

Discrete bandelets with geometric orthogonal filters

3D wavelet video coding with replicated matching pursuits

The M-term pursuit for image representation and progressive compression

Optimal representations in multitree dictionaries with application to compression

Oriented wavelet transform on a quincunx pyramid for image compression

Sparse edge coding using overcomplete Gabor wavelets

Wavelet image coding using the spherical representation

JPEG 2000 scalar quantization using an optimally frequency localized modulated lapped transform

Homogeneity-based directional sigma filtering of video noise

An adaptive edge-preserving variational framework for color image regularization

Two-level adaptive denoising using Gaussian scale mixtures in overcomplete oriented pyramids

Noise reduction in 3D images using morphological amoebas

Bayesian denoising based on the MAP estimation in wavelet-domain using Bessel K form prior

Image denoising using adaptive switching median filter

Finding the global minimum for binary image restoration

Minimization of detail-preserving regularization functional by Newton's method with continuation

Hybrid recursive energy-based method for robust optical flow on large motion fields

Detection and estimation of rotational motions using the 3-D Gabor representation

Dense optical flow by iterative local window registration

Multiresolution parametric estimation of transparent motions

Shape space sampling distributions and their impact on visual tracking

A nonlinear multigrid diffusion model for efficient dense optical flow estimation

Robust and fast global motion estimation oriented to video object segmentation

Motion-compensation using variable-size block-matching with binary partition trees

Semi-fragile watermarking for video quality evaluation in broadcast scenario

Optimized transcoding rate selection and packet scheduling for transmitting multiple video streams over a shared channel

Optimal adaptation strategies for Golomb codes on correlated sources

Network embedded FEC (NEF) for video multicast in presence of packet loss correlation

Joint source-network error control coding for scalable overlay video streaming

High-resolution video streaming in mesh-networked homes

Error-resilient packet video coding using harmonic frame-expansions and temporal prediction

Analysis of distortion due to packet loss in streaming video transmission over wireless communication links

Complexity-aware live streaming system

MPEG-4 video streaming quality evaluation in IEEE 802.11e WLANs

A cross-layer approach for efficient MPEG-4 video streaming using multicarrier spread-spectrum transmission and unequal error protection

Video summarization for multiple path communication

Minimum delay content adaptive video streaming over variable bitrate channels with a novel stream switching solution

A cross-layer approach for energy efficient transmission of progressively coded images over wireless channels

Asymmetric spread spectrum data-hiding for Laplacian host data

Adaptive watermarking schemes based on a redundant contourlet transform

Scaling detection method for watermarked MPEG content

Hierarchical deterministic image watermarking via polynomial interpolation

Fusion of color edge detection and color quantization for color image watermarking using principal axis analysis

Collusion-resistant intentional de-synchronization for digital video fingerprinting

Objective evaluation of the perceptual quality of 3D watermarking

The M-band wavelets in image watermarking

A new color space domain for digital watermarking in multimedia applications

Implementation of level transformations for hiding watermarks in image bit-planes under limited level changes

A practical print-scan resilient watermarking scheme

Performance of an ICA video watermarking scheme using informed techniques

A temporal desynchronization resilient video watermarking scheme based on independent component analysis

An asymmetric watermarking method for copyright protection utilizing dual bases

Variational level set methods: from continuous to discrete setting, applications in video segmentation and tracking

An active regions approach for the segmentation of 3D biological tissue

Level set curve evolution partitioning of polarimetric images

Multiple active contour models based on the EM algorithm

Image segmentation via multiresolution diffused expectation-maximisation

Facial expression analysis by generalized eigen-space method based on class-features (GEMC)

A two-level dynamic model for the representation and recognition of cortical folding patterns

Tracking of moving objects under severe and total occlusions

An automatic segmentation of color images by using a combination of mixture modelling and adaptive region information: a level set approach

Implicit surface segmentation by minimal paths, applications in 3D medical images

MR brain imaging segmentation based on spatial Gaussian mixture model and Markov random field

Segmenting non stationary images with triplet Markov fields

Segmentation and appearance model building from an image sequence

Feature selection with nonparametric statistics

A probabilistic approach for shadows modeling and detection

An accurate and low complexity approach of detecting circular shape objects in still color images

Robust determination of rotation-angles for closed regions using moments

Appearance based pose estimation of 3D object using support vector regression

Adaptive matching wavelet networks for face recognition

A simplified scheme for hardware-based pattern recognition

Optimal algorithm for convexity measure calculation

Binary plankton image classification using random subspace

Analyzing symmetry in biological systems

New corner detection algorithm by tangent and vertical axes and case table

Classifier vote and Gabor filter banks for wafer segmentation

Matching interest points of an object

Comparison of invariant descriptors for object recognition

Contours smoothing for non-occluded planar shapes description

Spatially varying gray component replacement for image watermarking

Image blockiness evaluation based on Sobel operator

Patch-based BTF synthesis for real-time rendering

Contrast signal-to-noise ratio for image quality assessment

Color signal decomposition method using 3-D Gamut boundary of multi-primary display

No-reference objective wavelet based noise immune image sharpness metric

Noise in imaging chains: correlations and predictions

Exploring subjective image quality through isopreference curves

A measure for evaluation of the information content in color images

Visual features for image quality assessment with reduced reference

A 3D scanning system based on laser triangulation and variable field of view

Image quality assessment based on harmonics gain/loss information

An HVS-based no-reference perceptual quality assessment of JPEG coded images using neural networks

Robust skeletonization using the fast marching method

Statistical partitioning of wavelet subbands for texture classification

Wavelet-based texture features: a new method for sub-band characterization

Orthonormal bases of non-separable wavelets with sharp directions

Signal estimation using multiple-wavelet representations and Gaussian models

Generalized Wiener estimation algorithms based on a family of heavy-tail distributions

Symmetric extension for two-channel quincunx filter banks

Using independent subspace analysis for selecting filters used in texture processing

Nonsubsampled contourlet transform: construction and application in enhancement

Optimal wavelet filter design in scalable video coding

Optimal design for synthesis filters of oversampled uniform perfect reconstruction filter banks with 50% overlapping

Image denoising in nonlinear scale-spaces: automatic scale selection via cross-validation

On the efficient memory usage in the lifting scheme for the two-dimensional wavelet transform computation

H.264-compatible spatially scalable video coding with in-band prediction

Affine invariant for 2D image representation: a wavelet approach

Geometric skeletonization using the symmetry set

Identification of similar shape contours based on the curvature extremes description

Content-based video copy detection in large databases: a local fingerprints statistical similarity search approach

Texture analysis and retrieval using fractal signature and B-spline wavelet transform with second order derivative

Color texture retrieval through contourlet-based hidden Markov model

Block-based ordinal co-occurrence matrices for texture similarity evaluation

Visual media retrieval using transform-based layered query scheme

Robust feature extraction technique for texture image retrieval

Direct image retrieval in JPEG and JPEG2000

A dynamic content-based indexing method for multimedia databases: hierarchical cellular tree

Color-based image retrieval using vector quantization and multivariate graph matching

Enhanced wavelet correlogram methods for image indexing and retrieval

Robust multiscale triangle-area representation for 2D shapes

Memory-efficient semi-quasi-arithmetic coding

Compression by image empirical mode decomposition

Lossy to lossless image compression using allpass filters

Efficient coding of computer generated compound images

Rate-distortion snake: a tool for optimal shape coding

Effective rate control method for minimizing temporal fluctuations in picture quality applicable for MPEG-4 AVC/H.264 encoding

Enhanced fast encoding method for vector quantization by finding an optimally-ordered Walsh transform kernel

Scene analysis for reducing motion JPEG 2000 video surveillance delivery bandwidth and complexity

The role of the virtual channel in distributed source coding of video

Fast block type decision algorithm for intra prediction in H.264 FRext

Optimal bit allocation for joint contour-based shape coding and shape adaptive texture coding

H.264/MPEG4-AVC fidelity range extensions: tools, profiles, performance, and application areas

FAST H.264/AVC video encoding with multiple frame references

Perceptually optimized MPEG compression of synthetic video sequences

Processing of textured surfaces represented as surfel sets: representation, compression and geodesic paths

A spatial image hierarchy for compression in image-based-rendering

Time-evolving 3D model representation for scalable video coding

Balanced incomplete designs for 3D perceptual quality estimation

Predictive compression of dynamic 3D meshes

Spacetime-continuous geometry meshes from multi-view video sequences

Greedy non-linear approximation of the plenoptic function for interactive transmission of 3D scenes

Mosaic-based 3D scene representation and rendering

Utilizing edge to extract roads in high-resolution satellite imagery

A Markovian scheme for joint retrieval of classification and height map from urban interferometric SAR images

Gust front detection in weather radar images by entropy matched functional template

Presegmentation of high-resolution satellite images with a multifractal reconstruction scheme based on an entropy criterium

A stochastic mixing model approach to sub-pixel target detection in hyper-spectral images

A comparison of flat and object-based transform coding techniques for the compression of multispectral images

A marked point process model for tree crown extraction in plantations

An adaptive multiscale approach to unsupervised change detection in multitemporal SAR images

Multi-bit informed embedding watermarking with constant robustness

Localization and security enhancement of block-based image authentication

Image authentication and tamperproofing for noisy channels

A robust watermarking scheme based on informed coding and informed embedding

Redundant-wavelet watermarking with pixel-wise masking

Toward improved wavelet-based watermarking using the pixel-wise masking model

Blind watermarking of 3D meshes using robust feature points detection

An efficient algorithm for informed embedding of dirty-paper trellis codes for watermarking

3D video segmentation using point distance histograms

Tracking multiple cells by correspondence resolution in a sequential Bayesian framework

Object tracking based on morphological elastic graph matching

Identifying quadruped gait in wildlife video

Robust tracking with motion estimation and kernel-based color modelling

Bayesian visual tracking with existence process

Posture classification in a multi-camera indoor environment

Multi-part target representation for color tracking

New image transforms using hybrid wavelets and directional filter banks: analysis and design

Curvelet transform on the sphere

Approximation power of directionlets

Coarse-level object recognition using interlevel products of complex wavelets

Nonsubsampled contourilet transform: filter design and applications in denoising

Adaptive lifting schemes combining seminorms for lossless image compression

Multiple-model MKS with improved learning/prior modeling

Permuting and lifting wavelet coding for structured 3-D geometry data with expanded nodes

Progressive bitstream transmission over tandem channels

Error concealment for slice group based multiple description video coding

A new motion compensation approach for error resilient video coding

Cross-layer aware packetization strategies for optimized wireless multimedia transmission

Error concealment for motion JPEG2000

Transmission of JPEG2000 code-streams over mobile radio channels

Stochastic frame buffers for rate distortion optimized loss resilient video communications

Reference picture selection in an already MPEG encoded bitstream

Combining MCTF with distributed source coding

Transmission and quantization error concealment for JPEG color images using geometry-driven diffusion

A novel object-based fractal stereo video codec

Error accumulation in multiple cycles of still image compression and color transformations

Image compression based on BTC-DPCM and its data-driven parallel implementation

A DCT domain frame-skipping transcoder

DCT-domain spatial transcoding using generalized DCT decimation

Wyner-Ziv video side estimator: conventional motion search methods revisited

Improved low-complexity intraband lossless compression of hyperspectral images by means of Slepian-Wolf coding

Iterative generation of motion-compensated side information for distributed video coding

Modelling the effect of quantizing affine motion vectors on rate and energy of difference macroblocks

Theoretical model of relationship between frame-rate and bit-rate for encoding high frame-rate video signal

Super-resolution sharpening-demosaicking method for removing image blurs caused by an optical low-pass filter

Learning spatially-variable filters for super-resolution of text

Improving frequency domain super-resolution via undersampling model

A color super-resolution with multiple nonsmooth constraints by hybrid steepest descent method

Efficient video mosaicing based on motion analysis

A Fourier interpretation of super-resolution techniques

Anisotropic nonlinear diffusion approach to image sharpening

Face hallucination through dual associative learning

Simultaneous super-resolution for video sequences

A new state-space approach for super-resolution image sequence reconstruction

Layered local prediction network with dynamic learning for face super-resolution

Super-resolution from highly undersampled images

Super-resolution mosaicing from MPEG compressed video

Arobust approach to super-resolution sprite generation

An adaptive segmentation-based regularization term for image restoration

Blur identification based on kurtosis minimization

Filter based MAP estimation of images with integrated segmentation

Image contrast enhancement based on intensity-pair distribution

Fuzzy bidirectional flow for adaptive image sharpening

A simple and efficient image enhancement in the compressed domain

A spatially adaptive Poissonian image deblurring

Algorithms for scene restoration and visibility estimation from aerosol scatter impaired images

Gray-scale image enhancement using the SMQT

Sharpness measure: towards automatic image enhancement

Maximum a posteriori image restoration based on a new directional continuous edge image prior

Adaptive reduction of the dynamics of HDR video sequences

Locally adaptive multiscale contrast optimization

Content adaptive watermarking using a 2-stage predictor

Automatic pre-processing after image robustness analysis

Oblivious video watermarking using temporal sensitivity of HVS

A Countermeasur to Resist Block Replacement Attacks

Modulo arithmetic-based image watermarking and its theoretical analysis of image-quality

A fast hierarchical watermark detector for real-time software or low-cost hardware implementation

High capacity watermarking using balanced multiwavelet transforms

Relationships and unification of binary images data-hiding methods

Minmax strategies for QIM watermarking subject to attacks with memory

Iterative decoding of scale invariant image data-hiding

Modulo lattice additive noise channel for QIM watermarking

Video watermarking in the 3D-DWT domain using perceptual masking

Semifragile hierarchical watermarking in a set theoretic framework

Projective-invariant digital image watermarking technique using four co-planar feature points

3D building facade model reconstruction using parallel images acquired by line scan cameras

Real-time generation of novel views of a dynamic scene using morphing and visual hull

Image-based augmentation of virtual object for handy camera video sequence using arbitrary multiple planes

A surface model based on a fibre bundle of 1-parameter groups of Hamiltonian Lie algebra

3D shape recovery from image defocus using wavelet analysis

Multiple image view synthesis for free viewpoint video applications

Curvature-based adaptive remeshing for wavelet-based multiresolution 3D meshes

Image-based rendering and tracking of faces

Probabilistic shape descriptor for triangulated surfaces

Direct virtual viewpoint synthesis from multiple viewpoints

Uncalibrated interpolation of rigid displacements for view synthesis

3D object modeling with a voxelset carving approach

Estimating sub-pixel shifts directly from the phase difference

A maximality principle applied to a contrario motion detection

Real-time segmentation of moving objects in a video sequence by a contrario detection

Achieving efficient dense matching for uncalibrated images

Predictive block-matching discrepancy based rhombus pattern search for block motion estimation

Image-based turn ratio measurement at road intersection

Motion estimation using quad-tree phase correlation

A likelihood function for block-based motion analysis

Planar homography: accuracy analysis and applications

Efficient hexagonal inner search for fast motion estimation

Performance characterization for Gaussian mixture model based motion detection algorithms

A multi-camera approach to sensor evaluation in video surveillance

Event detection based on "common fate" principle: application to vehicles detection from aerial sequences of road traffic

On the performance of fast motion estimation for multiple-reference motion compensated prediction

Analysis of confocal microendoscope images for automatic detection of ovarian cancer

Lung nodules detection and classification

The H2 length estimation method: an algorithm for digitized curves for asymmetric 3D grid applied on coronary bypass surgery

A new near-lossless image compression algorithm suitable for hardware design in wireless endoscopy system

Influence of the boundary conditions on the result of non-linear image registration

Multimodal functional and morphological nonrigid image registration

A probabilistic living cell segmentation model

Wavelet based adaptive algorithm for mammographic images enhancement and denoising

Automatic scene comparison and matching in multimodal cytopathological microscopic images

Combining classifiers for bone fracture detection in X-ray images

Automatic lesions segmentation in ultrasound nonlinear imaging

Medical image registration based on random line sampling

A particle filter framework using optimal importance function for protein molecules tracking

Semantics modeling based image retrieval system using neural networks

Clustering shapes using heat content invariants

Classification of non-homogenous images using classification probability vector

Semantic kernel learning for interactive image retrieval

Largest-eigenvalue-theory for incremental principal component analysis

A complementary SVMs-based image annotation system

Learning hidden semantic cues using support vector clustering

Image content annotation using Bayesian framework and complement components analysis

Improving performance of interactive categorization of images using relevance feedback

Detection of semantic objects using description graphs

Co-training non-robust classifiers for video semantic concept detection

The Future-Viewer visual environment for semantic characterization of video sequences

News video classification based on multi-modal information fusion

2004 International Conference on Image Processing, 2004. ICIP '04.

Proceedings 2003 International Conference on Image Processing (Cat. No.03CH37429)

Proceedings. International Conference on Image Processing

Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205)

Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101)

Proceedings 1999 International Conference on Image Processing (Cat. 99CH36348)

Proceedings 1998 International Conference on Image Processing. ICIP98 (Cat. No.98CB36269)

Proceedings of International Conference on Image Processing

Proceedings of 3rd IEEE International Conference on Image Processing

Proceedings., International Conference on Image Processing

Proceedings of 1st International Conference on Image Processing

Largest-eigenvalue-theory for incremental principal component analysis

Content Provider	IEEE Xplore Digital Library
Author	Shuicheng Yan Xiaoou Tang
Copyright Year	2005
Description	Author affiliation: Dept. of Inf. Eng., Chinese Univ. of Hong Kong, Shatin, China (Shuicheng Yan; Xiaoou Tang)
Abstract	In this paper, we present a novel algorithm for incremental principal component analysis. Based on the largest-eigenvalue-theory, i.e. the eigenvector associated with the largest eigenvalue of a symmetry matrix can be iteratively estimated with any initial value, we propose an iterative algorithm, referred as LET-IPCA, to incrementally update the eigenvectors corresponding to the leading eigenvalues. LET-IPCA is covariance matrix free and seamlessly connects the estimations of the leading eigenvectors by cooperatively preserving the most dominating information, as opposed to the state-of-the-art algorithm CCIPCA, in which the estimation of each eigenvector is independent. The experiments on both the MNIST digits database and the CMU PIE face database show that our proposed algorithm is much superior to CCIPCA in both convergency speed and accuracy.
File Size	399747
File Format	PDF
ISBN	0780391349
DOI	10.1109/ICIP.2005.1529967
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2005-09-14
Publisher Place	Italy
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Principal component analysis Iterative algorithms Eigenvalues and eigenfunctions Covariance matrix State estimation Image databases Face detection Image converters Computer vision Face recognition
Content Type	Text
Resource Type	Article

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