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
Artificial intelligence: a new synthesis
Artificial intelligence: a new synthesis
Improved Boosting Algorithms Using Confidence-rated Predictions
Machine Learning - The Eleventh Annual Conference on computational Learning Theory
Detecting Faces in Images: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision - Special issue on statistical and computational theories of vision: Part II
An Adaptive Version of the Boost by Majority Algorithm
Machine Learning
Boosting Methods for Regression
Machine Learning
Statistical Learning of Multi-view Face Detection
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Boosting the margin: A new explanation for the effectiveness of voting methods
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Training Support Vector Machines: an Application to Face Detection
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Rotation Invariant Neural Network-Based Face Detection
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Rule-based face detection in frontal views
ICASSP '97 Proceedings of the 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '97) -Volume 4 - Volume 4
Boosting Chain Learning for Object Detection
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Learn Discriminant Features for Multi-View Face and Eye Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Vector Boosting for Rotation Invariant Multi-View Face Detection
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
Joint Haar-like Features for Face Detection
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Learning Sparse Features in Granular Space for Multi-View Face Detection
FGR '06 Proceedings of the 7th 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
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Tsinghua Face Detection and Tracking for CLEAR 2007 Evaluation
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
International Journal of Computer Vision
Learning Fast Emulators of Binary Decision Processes
International Journal of Computer Vision
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
Multi-View Face Alignment Using 3D Shape Model for View Estimation
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
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
Multi-view face segmentation using fusion of statistical shape and appearance models
Computer Vision and Image Understanding
Monocular head pose estimation using generalized adaptive view-based appearance model
Image and Vision Computing
Topology modeling for Adaboost-cascade based object detection
Pattern Recognition Letters
Multiview pedestrian detection based on vector boosting
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Vision and RFID data fusion for tracking people in crowds by a mobile robot
Computer Vision and Image Understanding
Face detection through compact classifier using adaptive look-up-table
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A hybrid face detection approach for real-time depolyment on mobile devices
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Automatic eye detection using intensity filtering and K-means clustering
Pattern Recognition Letters
Cluster-based distributed face tracking in camera networks
IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation
Wheelchair detection using cascaded decision tree
IEEE Transactions on Information Technology in Biomedicine - Special section on affective and pervasive computing for healthcare
A compositional exemplar-based model for hair segmentation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Face detection with effective feature extraction
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Real-time object detection on CUDA
Journal of Real-Time Image Processing
Face alignment using boosting and evolutionary search
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
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
A review of recent advances in 3D ear- and expression-invariant face biometrics
ACM Computing Surveys (CSUR)
Robust face detection using local gradient patterns and evidence accumulation
Pattern Recognition
Face-based multiple instance analysis for smart electronics billboard
Multimedia Tools and Applications
Efficient and accurate face detection using heterogeneous feature descriptors and feature selection
Computer Vision and Image Understanding
3D face pose estimation based on multi-template AAM
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Adaptive object detection by implicit sub-class sharing features
Signal Processing
Coarse-to-fine multiclass learning and classification for time-critical domains
Pattern Recognition Letters
Combining texture and stereo disparity cues for real-time face detection
Image Communication
Scene transformation for detector adaptation
Pattern Recognition Letters
Robotics and Autonomous Systems
3D Active Appearance Model alignment using intensity and range data
Robotics and Autonomous Systems
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Rotation invariant multiview face detection (MVFD) aims to detect faces with arbitrary rotation-in-plane (RIP) and rotation-off-plane (ROP) angles in still images or video sequences. MVFD is crucial as the first step in automatic face processing for general applications since face images are seldom upright and frontal unless they are taken cooperatively. In this paper, we propose a series of innovative methods to construct a high-performance rotation invariant multiview face detector, including the Width-First-Search (WFS) tree detector structure, the Vector Boosting algorithm for learning vector-output strong classifiers, the domain-partition-based weak learning method, the sparse feature in granular space, and the heuristic search for sparse feature selection. As a result of that, our multiview face detector achieves low computational complexity, broad detection scope, and high detection accuracy on both standard testing sets and real-life images.