Introduction to the theory of neural computation
Introduction to the theory of neural computation
Visual learning and recognition of 3-D objects from appearance
International Journal of Computer Vision
Appearance-based hand sign recognition from intensity image sequences
Computer Vision and Image Understanding
Advanced Engineering Mathematics: Maple Computer Guide
Advanced Engineering Mathematics: Maple Computer Guide
Motion and Structure from Image Sequences
Motion and Structure from Image Sequences
The FERET Evaluation Methodology for Face-Recognition Algorithms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
State-based SHOSLIF for indoor visual navigation
IEEE Transactions on Neural Networks
IMMC: incremental maximum margin criterion
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
An object-based video coding framework for video sequences obtained from static cameras
Proceedings of the 13th annual ACM international conference on Multimedia
Incremental Nonlinear Dimensionality Reduction by Manifold Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
Effective and Efficient Dimensionality Reduction for Large-Scale and Streaming Data Preprocessing
IEEE Transactions on Knowledge and Data Engineering
Mining Adaptive Ratio Rules from Distributed Data Sources
Data Mining and Knowledge Discovery
Reliability of motion features in surveillance videos
Integrated Computer-Aided Engineering - Performance Metrics for Intelligent Systems
Feature Extraction using Unit-linking Pulse Coupled Neural Network and its Applications
Neural Processing Letters
Data stream mining for market-neutral algorithmic trading
Proceedings of the 2008 ACM symposium on Applied computing
Overlapping on partitioned facial images
SSIP'06 Proceedings of the 6th WSEAS International Conference on Signal, Speech and Image Processing
Learning to Trade with Incremental Support Vector Regression Experts
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Flexible least squares for temporal data mining and statistical arbitrage
Expert Systems with Applications: An International Journal
Scene modeling and change detection in dynamic scenes: A subspace approach
Computer Vision and Image Understanding
Novel Incremental Principal Component Analysis with Improved Performance
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Scene segmentation based on IPCA for visual surveillance
Neurocomputing
Affine-invariant contours recognition using an incremental hybrid learning approach
Pattern Recognition Letters
To obtain orthogonal feature extraction using training data selection
Proceedings of the 18th ACM conference on Information and knowledge management
Generic Object Recognition in Urban Image Databases
Proceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence
A New Incremental PCA Algorithm With Application to Visual Learning and Recognition
Neural Processing Letters
Random projection trees for vector quantization
IEEE Transactions on Information Theory
Generic Object Recognition in Urban Image Databases
Proceedings of the 2009 conference on Artificial Intelligence Research and Development: Proceedings of the 12th International Conference of the Catalan Association for Artificial Intelligence
Visual content layer for scalable object recognition in urban image databases
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
An incremental learning algorithm of recursive Fisher linear discriminant
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Adaptive incremental principal component analysis in nonstationary online learning environments
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
2D-LDA: A statistical linear discriminant analysis for image matrix
Pattern Recognition Letters
Incremental subspace learning for cognitive visual processes
BVAI'07 Proceedings of the 2nd international conference on Advances in brain, vision and artificial intelligence
Real-time subspace-based background modeling using multi-channel data
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
ICNC'09 Proceedings of the 5th international conference on Natural computation
Incremental principal component analysis based on adaptive accumulation ratio
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Orientation distance-based discriminative feature extraction for multi-class classification
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Realtime training on mobile devices for face recognition applications
Pattern Recognition
A fast incremental kernel principal component analysis for online feature extraction
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
Human tracking: a state-of-art survey
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II
Invariant feature set generation with the linear manifold self-organizing map
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
P3CA: private anomaly detection across ISP networks
PETS'11 Proceedings of the 11th international conference on Privacy enhancing technologies
Improved incremental orthogonal centroid algorithm for visualising pipeline sensor datasets
IVIC'11 Proceedings of the Second international conference on Visual informatics: sustaining research and innovations - Volume Part I
Online supervised learning for digital library
ICADL'04 Proceedings of the 7th international Conference on Digital Libraries: international collaboration and cross-fertilization
An incremental subspace learning algorithm to categorize large scale text data
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Real-time modeling of face deformation for 3d head pose estimation
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Object detection using unit-linking PCNN image icons
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
CCIPCA-OPCSC: An online method for detecting shared congestion paths
Computer Networks: The International Journal of Computer and Telecommunications Networking
Synthesis of median spectral graph
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
Minimal design of error-correcting output codes
Pattern Recognition Letters
A neural network based on biological vision learning and its application on robot
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part III
A scalable supervised algorithm for dimensionality reduction on streaming data
Information Sciences: an International Journal
A novel supervised dimensionality reduction algorithm for online image recognition
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Incremental face recognition for large-scale social network services
Pattern Recognition
Incremental learning of complete linear discriminant analysis for face recognition
Knowledge-Based Systems
Background modeling by subspace learning on spatio-temporal patches
Pattern Recognition Letters
Incremental threshold learning for classifier selection
Neurocomputing
Spatio-Temporal Filtering of Indirect Lighting for Interactive Global Illumination
Computer Graphics Forum
Incremental slow feature analysis
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Interactive particle visualization with advanced shading models using lazy evaluation
EG PGV'07 Proceedings of the 7th Eurographics conference on Parallel Graphics and Visualization
A feature space alignment learning algorithm
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Incremental slow feature analysis with indefinite kernel for online temporal video segmentation
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Object tracking using learned feature manifolds
Computer Vision and Image Understanding
Just-in-time adaptive similarity component analysis in nonstationary environments
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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Appearance-based image analysis techniques require fast computation of principal components of high-dimensional image vectors. We introduce a fast incremental principal component analysis (IPCA) algorithm, called candid covariance-free IPCA (CCIPCA), used to compute the principal components of a sequence of samples incrementally without estimating the covariance matrix (so covariance-free). The new method is motivated by the concept of statistical efficiency (the estimate has the smallest variance given the observed data). To do this, it keeps the scale of observations and computes the mean of observations incrementally, which is an efficient estimate for some well-known distributions (e.g., Gaussian), although the highest possible efficiency is not guaranteed in our case because of unknown sample distribution. The method is for real-time applications and, thus, it does not allow iterations. It converges very fast for high-dimensional image vectors. Some links between IPCA and the development of the cerebral cortex are also discussed.