A Method for Registration of 3-D Shapes
IEEE Transactions on Pattern Analysis and Machine Intelligence - Special issue on interpretation of 3-D scenes—part II
A morphable model for the synthesis of 3D faces
Proceedings of the 26th annual conference on Computer graphics and interactive techniques
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Learning
An Algorithm for Real-Time Stereo Vision Implementation of Head Pose and Gaze Direction Measurement
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Model-Based Head Pose Tracking With Stereovision
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Pose Estimation using 3D View-Based Eigenspaces
AMFG '03 Proceedings of the IEEE International Workshop on Analysis and Modeling of Faces and Gestures
Robust Real-Time Face Detection
International Journal of Computer Vision
Keypoint Recognition Using Randomized Trees
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multi-View AAM Fitting and Construction
International Journal of Computer Vision
Multi-View AAM Fitting and Construction
International Journal of Computer Vision
Robust single-view geometry and motion reconstruction
ACM SIGGRAPH Asia 2009 papers
Head Pose Estimation Based on Random Forests for Multiclass Classification
ICPR '10 Proceedings of the 2010 20th International Conference on Pattern Recognition
3D deformable face tracking with a commodity depth camera
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Head pose estimation using stereo vision for human-robot interaction
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Regression forests for efficient anatomy detection and localization in CT studies
MCV'10 Proceedings of the 2010 international MICCAI conference on Medical computer vision: recognition techniques and applications in medical imaging
Hough Forests for Object Detection, Tracking, and Action Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Real time head pose estimation with random regression forests
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Perifoveal display: combining foveal with peripheral vision in one visualization
ACM SIGGRAPH 2012 Posters
An interactive approach to semantic modeling of indoor scenes with an RGBD camera
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Perifoveal display: combining foveal and peripheral vision in one visualization
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Improving accuracy in face tracking user interfaces using consumer devices
Proceedings of the 1st Annual conference on Research in information technology
Face tracking user interfaces using vision-based consumer devices
Proceedings of the 14th international ACM SIGACCESS conference on Computers and accessibility
An introduction to random forests for multi-class object detection
Proceedings of the 15th international conference on Theoretical Foundations of Computer Vision: outdoor and large-scale real-world scene analysis
Depth-based real time head pose tracking using 3D template matching
SIGGRAPH Asia 2012 Technical Briefs
Unconventional approaches for facial animation and tracking
SIGGRAPH Asia 2012 Technical Briefs
Random Forests for Real Time 3D Face Analysis
International Journal of Computer Vision
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Second screen interaction: an approach to infer tv watcher's interest using 3d head pose estimation
Proceedings of the 22nd international conference on World Wide Web companion
A review of motion analysis methods for human Nonverbal Communication Computing
Image and Vision Computing
Developing visual competencies for socially assistive robots: the HOBBIT approach
Proceedings of the 6th International Conference on PErvasive Technologies Related to Assistive Environments
Design and evaluation of face tracking user interfaces for accessibility
Proceedings of the 2nd annual conference on Research in information technology
Head direction estimation from low resolution images with scene adaptation
Computer Vision and Image Understanding
A head pose tracking system using RGB-D camera
ICVS'13 Proceedings of the 9th international conference on Computer Vision Systems
Multi-party human-machine interaction using a smart multimodal digital signage
HCI'13 Proceedings of the 15th international conference on Human-Computer Interaction: interaction modalities and techniques - Volume Part IV
Dynamic random regression forests for real-time head pose estimation
Machine Vision and Applications
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We present a system for estimating location and orientation of a person's head, from depth data acquired by a low quality device. Our approach is based on discriminative random regression forests: ensembles of random trees trained by splitting each node so as to simultaneously reduce the entropy of the class labels distribution and the variance of the head position and orientation. We evaluate three different approaches to jointly take classification and regression performance into account during training. For evaluation, we acquired a new dataset and propose a method for its automatic annotation.