Communications of the ACM
Human face recognition and the face image set's topology
CVGIP: Image Understanding
Floating search methods in feature selection
Pattern Recognition Letters
An introduction to computational learning theory
An introduction to computational learning theory
Feature Selection: Evaluation, Application, and Small Sample Performance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic Visual Learning for Object Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Recognition by Elastic Bunch Graph Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
Joint Induction of Shape Features and Tree Classifiers
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Example-Based Learning for View-Based Human Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Improved boosting algorithms using confidence-rated predictions
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
FotoFile: a consumer multimedia organization and retrieval system
Proceedings of the SIGCHI conference on Human Factors in Computing Systems
Adaptive floating search methods in feature selection
Pattern Recognition Letters - Special issue on pattern recognition in practice VI
Boxlets: a fast convolution algorithm for signal processing and neural networks
Proceedings of the 1998 conference on Advances in neural information processing systems II
International Journal of Computer Vision - Special issue on statistical and computational theories of vision: Part II
Statistical Learning of Multi-view Face Detection
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Transformation Invariance in Pattern Recognition-Tangent Distance and Tangent Propagation
Neural Networks: Tricks of the Trade, this book is an outgrowth of a 1996 NIPS workshop
Training Support Vector Machines: an Application to Face Detection
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
An Investigation into Face Pose Distributions
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
A Fast and Accurate Face Detector for Indexation of Face Images
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Support Vector Regression and Classification Based Multi-View Face Detection and Recognition
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Summed-area tables for texture mapping
SIGGRAPH '84 Proceedings of the 11th annual conference on Computer graphics and interactive techniques
RATFG-RTS '99 Proceedings of the International Workshop on Recognition, Analysis, and Tracking of Faces and Gestures in Real-Time Systems
Face Pose Discrimination Using Support Vector Machines (SVM)
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 1 - Volume 1
A statistical approach to 3d object detection applied to faces and cars
A statistical approach to 3d object detection applied to faces and cars
A General Framework for Object Detection
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Object Detection Using the Statistics of Parts
International Journal of Computer Vision
A Bayesian discriminating features method for face detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
MutualBoost learning for selecting Gabor features for face recognition
Pattern Recognition Letters
Multi-view face and eye detection using discriminant features
Computer Vision and Image Understanding
MutualBoost learning for selecting Gabor features for face recognition
Pattern Recognition Letters - Special issue on vision for crime detection and prevention
A Hierarchy of Support Vector Machines for Pattern Detection
The Journal of Machine Learning Research
Illumination Invariant Face Recognition Using Near-Infrared Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Portrait beautification: A fast and robust approach
Image and Vision Computing
Information theory for Gabor feature selection for face recognition
EURASIP Journal on Applied Signal Processing
RegionBoost learning for 2D+3D based face recognition
Pattern Recognition Letters
A multi-matcher for ear authentication
Pattern Recognition Letters
BoostMap: An Embedding Method for Efficient Nearest Neighbor Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Cascaded face detection using neural network ensembles
EURASIP Journal on Advances in Signal Processing
On the Design of Cascades of Boosted Ensembles for Face Detection
International Journal of Computer Vision
Efficient multiple faces tracking based on Relevance Vector Machine and Boosting learning
Journal of Visual Communication and Image Representation
The AIT 2D Face Detection and Tracking System for CLEAR 2007
Multimodal Technologies for Perception of Humans
Multiclass Adaboost and Coupled Classifiers for Object Detection
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Face detection and tracking using a Boosted Adaptive Particle Filter
Journal of Visual Communication and Image Representation
Taking the bite out of automated naming of characters in TV video
Image and Vision Computing
A Regularized Framework for Feature Selection in Face Detection and Authentication
International Journal of Computer Vision
Face detection using simplified Gabor features and hierarchical regions in a cascade of classifiers
Pattern Recognition Letters
A view-based statistical system for multi-view face detection and pose estimation
Image and Vision Computing
Asymmetric Learning for Pedestrian Detection Based on Joint Local Orientation Histograms
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
Optimization of a training set for more robust face detection
Pattern Recognition
Improved Statistical Techniques for Multi-part Face Detection and Recognition
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
Learning to generate novel views of objects for class recognition
Computer Vision and Image Understanding
FaceSeg: automatic face segmentation for real-time video
IEEE Transactions on Multimedia
A sparsity-enforcing method for learning face features
IEEE Transactions on Image Processing
Particle swarm optimization based AdaBoost for face detection
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Face validation using 3d information from single calibrated camera
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Efficient improvement for adaboost based face detection system
ICACT'09 Proceedings of the 11th international conference on Advanced Communication Technology - Volume 2
Tracking of facial features to support human-robot interaction
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
A joint system for single-person 2D-face and 3D-head tracking in CHIL seminars
CLEAR'06 Proceedings of the 1st international evaluation conference on Classification of events, activities and relationships
Head pose estimation in seminar room using multi view face detectors
CLEAR'06 Proceedings of the 1st international evaluation conference on Classification of events, activities and relationships
Robotic navigation in crowded environments: key challenges for autonomous navigation systems
PerMIS '08 Proceedings of the 8th Workshop on Performance Metrics for Intelligent Systems
Topology modeling for Adaboost-cascade based object detection
Pattern Recognition Letters
A new approach to face localization in the HSV space using the Gaussian model
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Recognition of JPEG compressed face images based on AdaBoost
SAMT'07 Proceedings of the semantic and digital media technologies 2nd international conference on Semantic Multimedia
Multiple classifier object detection with confidence measures
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
EURASIP Journal on Advances in Signal Processing
A combined skin model and feature approach for tracking of human faces
CIRA'09 Proceedings of the 8th IEEE international conference on Computational intelligence in robotics and automation
FEA-Accu cascade for face detection
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Context ranking machine and its application to rigid localization of deformable objects
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Online boosting for vehicle detection
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
Automatic eye detection using intensity filtering and K-means clustering
Pattern Recognition Letters
An EDBoost algorithm towards robust face recognition in JPEG compressed domain
Image and Vision Computing
Realtime training on mobile devices for face recognition applications
Pattern Recognition
Visual affect recognition
Micro nucleus detection in human lymphocytes using convolutional neural network
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part I
Multi-class classification on Riemannian manifolds for video surveillance
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
LACBoost and FisherBoost: optimally building cascade classifiers
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Journal of Real-Time Image Processing
Boosting part-sense multi-feature learners toward effective object detection
Computer Vision and Image Understanding
Asymmetric totally-corrective boosting for real-time object detection
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Face detection with effective feature extraction
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Online multiple instance boosting for object detection
Neurocomputing
Adaboost classifier by artificial immune system model
MCPR'10 Proceedings of the 2nd Mexican conference on Pattern recognition: Advances in pattern recognition
Appearance-based face detection with artificial neural networks
Intelligent Decision Technologies
A monocular human detection system based on EOH and oriented LBP features
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Automatic citrus canker detection from leaf images captured in field
Pattern Recognition Letters
Multi-view fast object detection by using extended haar filters in uncontrolled environments
Pattern Recognition Letters
An efficient feature selection method for object detection
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
Temporally integrated pedestrian detection from non-stationary video
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Fast learning for statistical face detection
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Active learned multi-view face detection tree using fuzzy cluster validity analysis
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
A multi-scale and multi-pose face detection system
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Proposal of novel histogram features for face detection
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
InfoBoost for selecting discriminative gabor features
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Towards optimal training of cascaded detectors
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Robust multi-view face detection using error correcting output codes
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
A binary decision tree implementation of a boosted strong classifier
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
AdaBoost gabor fisher classifier for face recognition
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
An improved floatboost algorithm for Naïve bayes text classification
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
A hierarchical floatboost and MLP classifier for mobile phone embedded eye location system
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Object detection using context-based cascade classifier
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
A new distance criterion for face recognition using image sets
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Histogram features-based fisher linear discriminant for face detection
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part II
Multi-context fusion based robust face detection in dynamic environments
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Fast and robust portrait segmentation using QEA and histogram peak distribution methods
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part II
Human face detection using skin color context awareness and context-based bayesian classifiers
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Optimal shape space and searching in ASM based face alignment
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
A comparative study on face detection and tracking algorithms
Expert Systems with Applications: An International Journal
A novel self-created tree structure based multi-view face detection
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Gabor feature selection for face recognition using improved adaboost learning
IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication
Asymmetric constraint optimization based adaptive boosting for cascade face detector
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Image and Vision Computing
Functional gradient ascent for Probit regression
Pattern Recognition
International Journal of Computer Vision
Outdoor face recognition using enhanced near infrared imaging
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Efficient and accurate face detection using heterogeneous feature descriptors and feature selection
Computer Vision and Image Understanding
Real-time compressive tracking
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Achievements and challenges in recognizing and reconstructing civil infrastructure
Proceedings of the 15th international conference on Theoretical Foundations of Computer Vision: outdoor and large-scale real-world scene analysis
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Improving Logitboost with prior knowledge
Information Fusion
Adaptive object detection by implicit sub-class sharing features
Signal Processing
Robust frontal view search using extended manifold learning
Journal of Visual Communication and Image Representation
Fully corrective boosting with arbitrary loss and regularization
Neural Networks
Robotics and Autonomous Systems
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A novel learning procedure, called FloatBoost, is proposed for learning a boosted classifier for achieving the minimum error rate. FloatBoost learning uses a backtrack mechanism after each iteration of AdaBoost learning to minimize the error rate directly, rather than minimizing an exponential function of the margin as in the traditional AdaBoost algorithms. A second contribution of the paper is a novel statistical model for learning best weak classifiers using a stagewise approximation of the posterior probability. These novel techniques lead to a classifier which requires fewer weak classifiers than AdaBoost yet achieves lower error rates in both training and testing, as demonstrated by extensive experiments. Applied to face detection, the FloatBoost learning method, together with a proposed detector pyramid architecture, leads to the first real-time multiview face detection system reported.