CONDENSATION—Conditional Density Propagation forVisual Tracking
International Journal of Computer Vision
Detecting Faces in Images: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence
Statistical color models with application to skin detection
International Journal of Computer Vision
Toward Robust Skin Identification in Video Images
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
View-Based Interpretation of Real-Time Optical Flow for Gesture Recognition
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Segmenting Hands of Arbitrary Color
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
The Hand Mouse: GMM Hand-Color Classication and Mean Shift Tracking
RATFG-RTS '01 Proceedings of the IEEE ICCV Workshop on Recognition, Analysis, and Tracking of Faces and Gestures in Real-Time Systems (RATFG-RTS'01)
Robust Real-Time Face Detection
International Journal of Computer Vision
Multimodal Interaction with a Wearable Augmented Reality System
IEEE Computer Graphics and Applications
Resolving hand over face occlusion
Image and Vision Computing
Vision-based hand pose estimation: A review
Computer Vision and Image Understanding
Robust hand tracking in low-resolution video sequences
ACST'07 Proceedings of the third conference on IASTED International Conference: Advances in Computer Science and Technology
Real-Time Model-Based Hand Localization for Unsupervised Palmar Image Acquisition
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
A Human-Centered Model for Detecting Technology Engagement
Proceedings of the 13th International Conference on Human-Computer Interaction. Part III: Ubiquitous and Intelligent Interaction
Detection of a Hand Holding a Cellular Phone Using Multiple Image Features
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
Real-Time Hand Detection and Gesture Tracking with GMM and Model Adaptation
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Real-Time Articulated Hand Detection and Pose Estimation
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Real-time hand gesture detection and recognition using boosted classifiers and active learning
PSIVT'07 Proceedings of the 2nd Pacific Rim conference on Advances in image and video technology
Fast hand detection using posture invariant constraints
KI'09 Proceedings of the 32nd annual German conference on Advances in artificial intelligence
A real time vision-based hand gestures recognition system
ISICA'10 Proceedings of the 5th international conference on Advances in computation and intelligence
A framework for hand-based interaction
Proceedings of the 13th International Conference on Humans and Computers
A fully automatic hand gesture recognition system for human-robot interaction
Proceedings of the Second Symposium on Information and Communication Technology
Real-time viewpoint-invariant hand localization with cluttered backgrounds
Image and Vision Computing
Experiments with computer vision methods for hand detection
Proceedings of the 4th International Conference on PErvasive Technologies Related to Assistive Environments
Fast and accurate hand pose detection for human-robot interaction
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
A modular approach to gesture recognition for interaction with a domestic service robot
ICIRA'11 Proceedings of the 4th international conference on Intelligent Robotics and Applications - Volume Part II
Empirical study of a vision-based depth-sensitive human-computer interaction system
Proceedings of the 10th asia pacific conference on Computer human interaction
An image based algorithm to safely locate human extremities for human-robot collaboration
ICIRA'12 Proceedings of the 5th international conference on Intelligent Robotics and Applications - Volume Part II
Attention Based Detection and Recognition of Hand Postures Against Complex Backgrounds
International Journal of Computer Vision
Model-based hand pose estimation via spatial-temporal hand parsing and 3D fingertip localization
The Visual Computer: International Journal of Computer Graphics
A method for hand detection using internal features and active boosting-based learning
Proceedings of the Fourth Symposium on Information and Communication Technology
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Vision-based hand gesture interfaces require fast and extremely robust hand detection. Here, we study view-specific hand posture detection with an object recognition method recently proposed by Viola and Jones. Training with this method is computationally very expensive, prohibiting the evaluation of many hand appearances for their suitability to detection. As one contribution of this paper, we present a frequency analysis-based methodfor instantaneous estimation of class separability, without the need for any training. We built detectors for the most promising candidates, their receiver operating characteristics confirming the estimates. Next, we found that classification accuracy increases with a more expressive feature type. As a third contribution, we show that further optimization of training parameters yields additional detection rate improvements. In summary, we present a systematic approach to building an extremely robust hand appearance detector, providing an important step towards easily deployable and reliable vision-based hand gesture interfaces.