Handwritten digit recognition with a back-propagation network
Advances in neural information processing systems 2
The Stanford GraphBase: a platform for combinatorial computing
The Stanford GraphBase: a platform for combinatorial computing
Face Recognition by Elastic Bunch Graph Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
Alignment by Maximization of Mutual Information
International Journal of Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
Mixtures of probabilistic principal component analyzers
Neural Computation
Recognizing Handwritten Digits Using Hierarchical Products of Experts
IEEE Transactions on Pattern Analysis and Machine Intelligence
Statistical Image Object Recognition using Mixture Densities
Journal of Mathematical Imaging and Vision
Training Invariant Support Vector Machines
Machine Learning
Keyword Spotting in Poorly Printed Documents using Pseudo 2-D Hidden Markov Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Handwritten Character Classification Using Nearest Neighbor in Large Databases
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape Matching and Object Recognition Using Shape Contexts
IEEE Transactions on Pattern Analysis and Machine Intelligence
A numeral character recognition using the PCA Mixture model
Pattern Recognition Letters
Elastic image matching is NP-complete
Pattern Recognition Letters
Efficient Pattern Recognition Using a New Transformation Distance
Advances in Neural Information Processing Systems 5, [NIPS Conference]
Combination of Tangent Vectors and Local Representations for Handwritten Digit Recognition
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
A Monotonic and Continuous Two-Dimensional Warping Based on Dynamic Programming
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 1 - Volume 1
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Handwritten Character Recognition Using Piecewise Linear Two-Dimensional Warping
ICDAR '01 Proceedings of the Sixth International Conference on Document Analysis and Recognition
Best Practices for Convolutional Neural Networks Applied to Visual Document Analysis
ICDAR '03 Proceedings of the Seventh International Conference on Document Analysis and Recognition - Volume 2
Adaptation in Statistical Pattern Recognition Using Tangent Vectors
IEEE Transactions on Pattern Analysis and Machine Intelligence
Speed and accuracy: large-scale machine learning algorithms and their applications
Speed and accuracy: large-scale machine learning algorithms and their applications
Adjustable Invariant Features by Partial Haar-Integration
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
Local Context in Non-Linear Deformation Models for Handwritten Character Recognition
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
A Survey of Elastic Matching Techniques for Handwritten Character Recognition
IEICE - Transactions on Information and Systems
The CLEF 2005 cross–language image retrieval track
CLEF'05 Proceedings of the 6th international conference on Cross-Language Evalution Forum: accessing Multilingual Information Repositories
PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition
Modeling the manifolds of images of handwritten digits
IEEE Transactions on Neural Networks
Exploring the relationship between feature and perceptual visual spaces
Journal of the American Society for Information Science and Technology
Features for image retrieval: an experimental comparison
Information Retrieval
Deformations, patches, and discriminative models for automatic annotation of medical radiographs
Pattern Recognition Letters
Improving efficiency and effectiveness of the image distortion model
Pattern Recognition Letters
Robust Handwritten Character Recognition with Features Inspired by Visual Ventral Stream
Neural Processing Letters
Deformation-Aware Log-Linear Models
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Slow feature discriminant analysis and its application on handwritten digit recognition
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Image retrieval at memory's edge: known image search based on user-drawn sketches
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Nonlinear dimensionality reduction using a temporal coherence principle
Information Sciences: an International Journal
Hierarchical annotation of medical images
Pattern Recognition
Deforming the blurred shape model for shape description and recognition
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
A keyword spotting approach using blurred shape model-based descriptors
Proceedings of the 2011 Workshop on Historical Document Imaging and Processing
A novel hybrid CNN-SVM classifier for recognizing handwritten digits
Pattern Recognition
Robust learning-based annotation of medical radiographs
MCBR-CDS'09 Proceedings of the First MICCAI international conference on Medical Content-Based Retrieval for Clinical Decision Support
A non-rigid appearance model for shape description and recognition
Pattern Recognition
An interactive paper and digital pen interface for query-by-sketch image retrieval
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Learning deformations with parallel transport
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Analytical dynamic programming matching
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
A segmentation-free method for image classification based on pixel-wise matching
Journal of Computer and System Sciences
Semi-supervised object recognition based on Connected Image Transformations
Expert Systems with Applications: An International Journal
Shape retrieval and recognition based on fuzzy histogram
Journal of Visual Communication and Image Representation
A novel prototype generation technique for handwriting digit recognition
Pattern Recognition
Traffic signs identification by using sparse image decomposition and adaptive correlation techniques
International Journal of Wireless and Mobile Computing
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We present the application of different nonlinear image deformation models to the task of image recognition. The deformation models are especially suited for local changes as they often occur in the presence of image object variability. We show that, among the discussed models, there is one approach that combines simplicity of implementation, low-computational complexity, and highly competitive performance across various real-world image recognition tasks. We show experimentally that the model performs very well for four different handwritten digit recognition tasks and for the classification of medical images, thus showing high generalization capacity. In particular, an error rate of 0.54 percent on the MNIST benchmark is achieved, as well as the lowest reported error rate, specifically 12.6 percent, in the 2005 international ImageCLEF evaluation of medical image categorization.