Human face recognition and the face image set's topology
CVGIP: Image Understanding
Floating search methods in feature selection
Pattern Recognition Letters
Feature Selection: Evaluation, Application, and Small Sample Performance
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
The application of AdaBoost for distributed, scalable and on-line learning
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
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
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 General Framework for Object Detection
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
A user attention model for video summarization
Proceedings of the tenth ACM international conference on Multimedia
Multi-Modal Face Tracking Using Bayesian Network
AMFG '03 Proceedings of the IEEE International Workshop on Analysis and Modeling of Faces and Gestures
Automatic browsing of large pictures on mobile devices
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Contrast-based image attention analysis by using fuzzy growing
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
AVE: automated home video editing
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Automatic thumbnail cropping and its effectiveness
Proceedings of the 16th annual ACM symposium on User interface software and technology
FloatBoost Learning and Statistical Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Convolutional Face Finder: A Neural Architecture for Fast and Robust Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape-Based Recognition of Wiry Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
Sparse Bayesian Learning for Efficient Visual Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
Automatic music video summarization based on audio-visual-text analysis and alignment
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Gaze-based interaction for semi-automatic photo cropping
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
ENCARA2: Real-time detection of multiple faces at different resolutions in video streams
Journal of Visual Communication and Image Representation
Synergistic Face Detection and Pose Estimation with Energy-Based Models
The Journal of Machine Learning Research
High-Performance Rotation Invariant Multiview Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust real-time vision for a personal service robot
Computer Vision and Image Understanding
Robust face detection in airports
EURASIP Journal on Applied Signal Processing
Classification in an informative sample subspace
Pattern Recognition
View influence analysis and optimization for multiview face recognition
Journal on Image and Video Processing
Machine Vision and Applications
WSEAS Transactions on Signal Processing
Illumination Invariant Face Detection Using Classifier Fusion
PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Video scene segmentation and semantic representation using a novel scheme
Multimedia Tools and Applications
Haar-like features with optimally weighted rectangles for rapid object detection
Pattern Recognition
Cascade boosting-based object detection from high-level description to hardware implementation
EURASIP Journal on Embedded Systems - Special issue on design and architectures for signal and image processing
A Rapidly Trainable and Global Illumination Invariant Object Detection System
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Co-occurrence of Intensity and Gradient Features for Object Detection
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Face detection and tracking in video sequences using the modifiedcensus transformation
Image and Vision Computing
Object detection using spatial histogram features
Image and Vision Computing
VideoSense: a contextual in-video advertising system
IEEE Transactions on Circuits and Systems for Video Technology
Real-time face detection using illumination invariant features
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Multiview pedestrian detection based on vector boosting
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
A theoretical approach to construct highly discriminative features with application in AdaBoost
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Automatic initialization for facial analysis in interactive robotics
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
EURASIP Journal on Advances in Signal Processing
GameSense: game-like in-image advertising
Multimedia Tools and Applications
Automatic video abstraction via the progress of story
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Multi-class classification on Riemannian manifolds for video surveillance
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Learning object detection from a small number of examples: the importance of good features
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Expand training set for face detection by GA re-sampling
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Fast rotation invariant multi-view face detection based on real adaboost
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
A fast and robust face detection based on module switching network
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Adaboost with totally corrective updates for fast face detection
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Subset selection for efficient SVM tracking
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
S-adaboost and pattern detection in complex environment
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Journal on Image and Video Processing - Special issue on advanced video-based surveillance
Image retargeting through constrained growth of important rectangular partitions
PReMI'11 Proceedings of the 4th international conference on Pattern recognition and machine intelligence
Analysis of wear debris through classification
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Real-time object detection on CUDA
Journal of Real-Time Image Processing
ImageSense: Towards contextual image advertising
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Rotated haar-like features for face detection with in-plane rotation
VSMM'06 Proceedings of the 12th international conference on Interactive Technologies and Sociotechnical Systems
Curve mapping based illumination adjustment for face detection
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
How to train a classifier based on the huge face database?
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Spatial histogram features for face detection in color images
PCM'04 Proceedings of the 5th Pacific Rim conference on Advances in Multimedia Information Processing - Volume Part I
Object detection using context-based cascade classifier
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
Face detection in low-resolution images
ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Detecting faces from low-resolution images
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Face detection based on the manifold
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Face detection using look-up table based gentle adaboost
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Statistical learning approaches with application to face detection
ASB'03 Proceedings of the 1st international conference on Advanced Studies in Biometrics
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
Cue combination for robust real-time multiple face detection at different resolutions
EUROCAST'05 Proceedings of the 10th international conference on Computer Aided Systems Theory
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
Spatio-temporal pattern mining in sports video
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
Probabilistic face tracking using boosted multi-view detector
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
Face samples re-lighting for detection based on the harmonic images
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
Novel face detection method based on gabor features
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Vision-Based face understanding technologies and their applications
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Multiple face detection at different resolutions for perceptual user interfaces
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
Head gesture recognition based on bayesian network
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
Face detection system for SVGA source with hecto-scale frame rate on FPGA board
Microprocessors & Microsystems
Transductive relational classification in the co-training paradigm
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Face detection based on multi-block LBP representation
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Tracking and recognition of multiple faces at distances
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Image retargeting using controlled shrinkage
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Adaptive object detection by implicit sub-class sharing features
Signal Processing
Automatic generation of social media snippets for mobile browsing
Proceedings of the 21st ACM international conference on Multimedia
Combining texture and stereo disparity cues for real-time face detection
Image Communication
Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication
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A new boosting algorithm, called FloatBoost, is proposed to overcome the monotonicity problem of the sequential AdaBoost learning. AdaBoost [1, 2] is a sequential forward search procedure using the greedy selection strategy. The premise oyered by the sequential procedure can be broken-down when the monotonicity assumption, i.e. that when adding a new feature to the current set, the value of the performance criterion does not decrease, is violated. FloatBoost incorporates the idea of Floating Search [3] into AdaBoost to solve the non-monotonicity problem encountered in the sequential search of AdaBoost.We then present a system which learns to detect multi-view faces using FloatBoost. The system uses a coarse-to-fine, simple-to-complex architecture called detector-pyramid. FloatBoost learns the component detectors in the pyramid and yields similar or higher classification accuracy than AdaBoost with a smaller number of weak classifiers. This work leads to the first real-time multi-view face detection system in the world. It runs at 200 ms per image of size 320x240 pixels on a Pentium-III CPU of 700 MHz. A live demo will be shown at the conference.