Shape-Based Recognition of Wiry Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
Detection and Analysis of Hair
IEEE Transactions on Pattern Analysis and Machine Intelligence
Empirical evaluation of a new structure for AdaBoost
Proceedings of the 2008 ACM symposium on Applied computing
A Multiple Kernel Learning Approach to Joint Multi-class Object Detection
Proceedings of the 30th DAGM symposium on Pattern Recognition
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Stream processing for fast and efficient rotated Haar-like features using rotated integral images
International Journal of Intelligent Systems Technologies and Applications
Topology selection for stream mining systems
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
A rules-based approach for configuring chains of classifiers in real-time stream mining systems
EURASIP Journal on Advances in Signal Processing
Resource-adaptive semantic concept detection using ensemble classifiers
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Design principles for developing stream processing applications
Software—Practice & Experience - Focus on Selected PhD Literature Reviews in the Practical Aspects of Software Technology
Attribute-based vehicle search in crowded surveillance videos
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Efficient Detection and Recognition of 3D Ears
International Journal of Computer Vision
An study on ear detection and its applications to face detection
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
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 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
Object detection via fusion of global classifier and part-based classifier
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
A comparative study on face detection and tracking algorithms
Expert Systems with Applications: An International Journal
Mouth region localization method based on gaussian mixture model
IWICPAS'06 Proceedings of the 2006 Advances in Machine Vision, Image Processing, and Pattern Analysis international conference on Intelligent Computing in Pattern Analysis/Synthesis
Part-Based object detection using cascades of boosted classifiers
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Coarse-to-fine multiclass learning and classification for time-critical domains
Pattern Recognition Letters
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This paper presents a novel tree classifier for complex object detection tasks together with a general framework for real-time object tracking in videos using the novel tree classifier. A boosted training algorithm with a clustering-and-splitting step is employed to construct branches in the nodes recursively, if and only if it improves the discriminative power compared to a single monolithic node classifier and has a lower computational complexity. A mouth tracking system that integrates the tree classifier under the proposed framework is built and tested on XM2FDB database. Experimental results show that the detection accuracy is equal or better than a single or multiple cascade classifier, while being computational less demanding.