The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
Comparing Images Using the Hausdorff Distance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition: Features Versus Templates
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparison of View-Based Object Recognition Algorithms Using Realistic 3D Models
ICANN 96 Proceedings of the 1996 International Conference on Artificial Neural Networks
Comparing Support Vector Machines with Gaussian Kernels to Radial Basis Function Classifiers
Comparing Support Vector Machines with Gaussian Kernels to Radial Basis Function Classifiers
Learning to Recognize Visual Dynamic Events from Examples
International Journal of Computer Vision - special issue on learning and vision at the center for biological and computational learning, Massachusetts Institute of Technology
Antifaces: A Novel, Fast Method for Image Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning and decision-making in the framework of fuzzy lattices
New learning paradigms in soft computing
Face Recognition by Using Feature Orientation and Feature Geometry Matching
Journal of Intelligent and Robotic Systems
Journal of Intelligent and Robotic Systems
Universal Analytical Forms for Modeling Image Probabilities
IEEE Transactions on Pattern Analysis and Machine Intelligence
Regularization and statistical learning theory for data analysis
Computational Statistics & Data Analysis - Nonlinear methods and data mining
Learning to recognize three-dimensional objects
Neural Computation
Analytical Image Models and Their Applications
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
A Tale of Two Classifiers: SNoW vs. SVM in Visual Recognition
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Hausdorff Kernel for 3D Object Acquisition and Detection
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Learning Similarity for Texture Image Retrieval
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part I
Learning to Recognize 3D Objects with SNoW
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part I
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part I
Fingerprint Classification with Combinations of Support Vector Machines
AVBPA '01 Proceedings of the Third International Conference on Audio- and Video-Based Biometric Person Authentication
Support Vector Method for ARMA System Identification: A Robust Cost Interpretation
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Support Vector Robust Algorithms for Non-parametric Spectral Analysis
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Kernel-Based 3D Object Representation
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Applications of Support Vector Machines for Pattern Recognition: A Survey
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Maintenance Training of Electric Power Facilities Using Object Recognition by SVM
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
A Comparative Study of Polynomial Kernel SVM Applied to Appearance-Based Object Recognition
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Normal Form Transformation for Object Recognition Based on Support Vector Machines
DS '99 Proceedings of the Second International Conference on Discovery Science
A New Machine Learning Approach to Fingerprint Classification
AI*IA 01 Proceedings of the 7th Congress of the Italian Association for Artificial Intelligence on Advances in Artificial Intelligence
Normalization in Support Vector Machines
Proceedings of the 23rd DAGM-Symposium on Pattern Recognition
Intrinsic generalization analysis of low dimensional representations
Neural Networks - 2003 Special issue: Advances in neural networks research — IJCNN'03
Face recognition: component-based versus global approaches
Computer Vision and Image Understanding - Special issue on Face recognition
Recognizing image "style" and activities in video using local features and naive Bayes
Pattern Recognition Letters
A Support Vector Machine with a Hybrid Kernel and Minimal Vapnik-Chervonenkis Dimension
IEEE Transactions on Knowledge and Data Engineering
Face recognition with Multilevel B-Splines and Support Vector Machines
WBMA '03 Proceedings of the 2003 ACM SIGMM workshop on Biometrics methods and applications
Efficient detection under varying illumination conditions and image plane rotations
Computer Vision and Image Understanding
Exact and Approximate Graph Matching Using Random Walks
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparison between error correcting output codes and fuzzy support vector machines
Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition
Sparse Representation for Coarse and Fine Object Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Hidden Markov Model approach for appearance-based 3D object recognition
Pattern Recognition Letters
Bond rating using support vector machine
Intelligent Data Analysis
FS_SFS: A novel feature selection method for support vector machines
Pattern Recognition
International Journal of Computer Vision
Credit scoring with a data mining approach based on support vector machines
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Gini Support Vector Machine: Quadratic Entropy Based Robust Multi-Class Probability Regression
The Journal of Machine Learning Research
Distinct Multicolored Region Descriptors for Object Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Feature selection and blind source separation in an EEG-based brain-computer interface
EURASIP Journal on Applied Signal Processing
Reducing the number of sub-classifiers for pairwise multi-category support vector machines
Pattern Recognition Letters
KernTune: self-tuning Linux kernel performance using support vector machines
Proceedings of the 2007 annual research conference of the South African institute of computer scientists and information technologists on IT research in developing countries
Using Biologically Inspired Features for Face Processing
International Journal of Computer Vision
Expert Systems with Applications: An International Journal
A hybrid wavelet analysis and support vector machines in forecasting development of manufacturing
Expert Systems with Applications: An International Journal
Precise Extraction of Partially Occluded Objects by Using HLAC Features and SVM
RoboCup 2007: Robot Soccer World Cup XI
Improving the Run-Time Performance of Multi-class Support Vector Machines
Proceedings of the 30th DAGM symposium on Pattern Recognition
Associative Memories Applied to Pattern Recognition
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
Object detection using image reconstruction with PCA
Image and Vision Computing
Expert Systems with Applications: An International Journal
Support vector machines for aerobic fitness prediction of athletes
Expert Systems with Applications: An International Journal
Using combination of support vector machines for automatic analog modulation recognition
Expert Systems with Applications: An International Journal
Support vector machines combined with feature selection for breast cancer diagnosis
Expert Systems with Applications: An International Journal
Face Recognition Using Cortex Mechanism and SVM
ICIRA '08 Proceedings of the First International Conference on Intelligent Robotics and Applications: Part I
An efficient discriminant-based solution for small sample size problem
Pattern Recognition
Expert Systems with Applications: An International Journal
Multi-class support vector machine for classification of the ultrasonic images of supraspinatus
Expert Systems with Applications: An International Journal
A Hybrid Documents Classification Based on SVM and Rough Sets
AST '09 Proceedings of the 2009 International e-Conference on Advanced Science and Technology
Robotic Home Assistant Care-O-bot® 3 Product Vision and Innovation Platform
Proceedings of the 13th International Conference on Human-Computer Interaction. Part II: Novel Interaction Methods and Techniques
Spatio-temporal constraints for on-line 3D object recognition in videos
Computer Vision and Image Understanding
Heartbeat time series classification with support vector machines
IEEE Transactions on Information Technology in Biomedicine - Special section on biomedical informatics
A sparsity-enforcing method for learning face features
IEEE Transactions on Image Processing
3D face recognition using depth-based features
VIIP '07 The Seventh IASTED International Conference on Visualization, Imaging and Image Processing
Lane detection using support vector machines
IMSA '07 Proceedings of the Eleventh IASTED International Conference on Internet and Multimedia Systems and Applications
Local normalized linear summation kernel for fast and robust recognition
Pattern Recognition
An ensemble approach applied to classify spam e-mails
Expert Systems with Applications: An International Journal
Classifying materials in the real world
Image and Vision Computing
A review on the combination of binary classifiers in multiclass problems
Artificial Intelligence Review
Degree prediction of malignancy in brain glioma using support vector machines
Computers in Biology and Medicine
FPGA Implementation of Support Vector Machines for 3D Object Identification
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Semi---supervised Learning with Constraints for Multi---view Object Recognition
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
A support vector hierarchical method for multi-class classification and rejection
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Object recognition and pose estimation using color cooccurrence histograms and geometric modeling
Image and Vision Computing
Face recognition using PCA and SVM
ASID'09 Proceedings of the 3rd international conference on Anti-Counterfeiting, security, and identification in communication
Recognizing objects on cluttered backgrounds
Pattern Recognition Letters
Real-time visual recognition of objects and scenes using P-channel matching
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Combination of rough sets and genetic algorithms for text classification
AIS-ADM'07 Proceedings of the 2nd international conference on Autonomous intelligent systems: agents and data mining
3D object recognition based on low frequency response and random feature selection
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Scene classification based on multi-resolution orientation histogram of Gabor features
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
A model-based facial expression recognition algorithm using principal components analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Learning-based robot vision: principles and applications
Learning-based robot vision: principles and applications
Employing multiple-kernel support vector machines for counterfeit banknote recognition
Applied Soft Computing
Detection of seizures in EEG using subband nonlinear parameters and genetic algorithm
Computers in Biology and Medicine
A Robust Multiple Classifier System for Pixel Classification of Remote Sensing Images
Fundamenta Informaticae
Multilinear tensor supervised neighborhood embedding analysis for view-based object recognition
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Multitask semi-supervised learning with constraints and constraint exceptions
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Learning methods for generic object recognition with invariance to pose and lighting
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Local Kernel Feature Analysis (LKFA) for object recognition
Neurocomputing
Expert Systems with Applications: An International Journal
Local fractal and multifractal features for volumic texture characterization
Pattern Recognition
Object recognition based on photometric alignment using ransac
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
On feature combination and multiple kernel learning for object tracking
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
A classifier for Bangla handwritten numeral recognition
Expert Systems with Applications: An International Journal
Matrix pattern based minimum within-class scatter support vector machines
Applied Soft Computing
Stylized textile image pattern classification using SIFT keypoint histograms
Edutainment'11 Proceedings of the 6th international conference on E-learning and games, edutainment technologies
Classification of 3-D objects and faces employing view-based clusters
Computers and Electrical Engineering
Expert Systems with Applications: An International Journal
Novel leaning feed-forward controller for accurate robot trajectory tracking
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Image object recognition by SVMs and evidence theory
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
On finding differences between faces
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Local feature based 3d face recognition
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
3D face recognition using stereoscopic vision
ASB'03 Proceedings of the 1st international conference on Advanced Studies in Biometrics
Fuzzy support vector machines based on λ-cut
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Texture feature-based image classification using wavelet package transform
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Expert Systems with Applications: An International Journal
Improved support vector machine generalization using normalized input space
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Pose invariant generic object recognition with orthogonal axis manifolds in linear subspace
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Image retrieval for alzheimer's disease detection
MCBR-CDS'09 Proceedings of the First MICCAI international conference on Medical Content-Based Retrieval for Clinical Decision Support
Face authentication using one-class support vector machines
IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication
Predicting and analyzing secondary education placement-test scores: A data mining approach
Expert Systems with Applications: An International Journal
A palmprint classification method based on finite ridgelet transformation and SVM
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
MICCAI'10 Proceedings of the Second international conference on Virtual Colonoscopy and Abdominal Imaging: computational challenges and clinical opportunities
Asset portfolio optimization using support vector machines and real-coded genetic algorithm
Journal of Global Optimization
Scale-space texture description on SIFT-like textons
Computer Vision and Image Understanding
Support vector machine for breast MR image classification
Computers & Mathematics with Applications
Object recognition based on three-dimensional model
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
SAPSM: Smart adaptive 802.11 PSM for smartphones
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Maximum likelihood method for parameter estimation of bell-shaped functions on graphs
Pattern Recognition Letters
Object-based image retrieval with kernel on adjacency matrix and local combined features
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Proceedings of the 2012 ACM Research in Applied Computation Symposium
Investigations of the compliance function in 3D reconstruction from 2D line drawings
International Journal of Computer Applications in Technology
Wavelet transform based consonant - vowel (CV) classification using support vector machines
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
An efficient multiple-kernel learning for pattern classification
Expert Systems with Applications: An International Journal
Subspace-based clustering and retrieval of 3-D objects
Computers and Electrical Engineering
Feature extraction and recognition of ictal EEG using EMD and SVM
Computers in Biology and Medicine
A loan default discrimination model using cost-sensitive support vector machine improved by PSO
Information Technology and Management
A distinct and compact texture descriptor
Image and Vision Computing
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Support Vector Machines (SVMs) have been recently proposed as a new technique for pattern recognition. Intuitively, given a set of points which belong to either of two classes, a linear SVM finds the hyperplane leaving the largest possible fraction of points of the same class on the same side, while maximizing the distance of either class from the hyperplane. The hyperplane is determined by a subset of the points of the two classes, named support vectors, and has a number of interesting theoretical properties. In this paper, we use linear SVMs for 3D object recognition. We illustrate the potential of SVMs on a database of 7,200 images of 100 different objects. The proposed system does not require feature extraction and performs recognition on images regarded as points of a space of high dimension without estimating pose. The excellent recognition rates achieved in all the performed experiments indicate that SVMs are well-suited for aspect-based recognition.