Machine Learning
Automatic Detection of Human Nudes
International Journal of Computer Vision - 1998 Marr Prize
Detecting Faces in Images: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face Detection in Color Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision - Special issue on statistical and computational theories of vision: Part II
Extraction of 2D Motion Trajectories and Its Application to Hand Gesture Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Statistical color models with application to skin detection
International Journal of Computer Vision
Fast Face Detection via Morphology-Based Pre-processing
ICIAP '97 Proceedings of the 9th International Conference on Image Analysis and Processing-Volume II
Skin Patch Detection in Real-World Images
Proceedings of the 24th DAGM Symposium on Pattern Recognition
Training Support Vector Machines: an Application to Face Detection
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Neural Network-Based Face Detection
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Skin Detection in Video under Changing Illumination Conditions
ICPR '00 Proceedings of the International Conference on Pattern Recognition - Volume 1
Recognition of Local Features for Camera-Based Sign Language Recognition System
ICPR '00 Proceedings of the International Conference on Pattern Recognition - Volume 4
ASL Recognition Based on a Coupling Between HMMs and 3D Motion Analysis
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Face recognition: A literature survey
ACM Computing Surveys (CSUR)
Robust Real-Time Face Detection
International Journal of Computer Vision
Scale & Affine Invariant Interest Point Detectors
International Journal of Computer Vision
A System for Sign Language Recognition Using Fuzzy Object Similarity Tracking
IV '05 Proceedings of the Ninth International Conference on Information Visualisation
Fast and efficient algorithm for face detection in colour images
Machine Graphics & Vision International Journal
Distance and nearest neighbor transforms on gray-level surfaces
Pattern Recognition Letters
Multi-view face and eye detection using discriminant features
Computer Vision and Image Understanding
Skin Detection Using Contourlet-Based Texture Analysis
ICDT '09 Proceedings of the 2009 Fourth International Conference on Digital Telecommunications
A new instrumented approach for translating American sign language into sound and text
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Large vocabulary sign language recognition based on fuzzy decision trees
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Texture analysis for skin probability maps refinement
MCPR'12 Proceedings of the 4th Mexican conference on Pattern Recognition
Hi-index | 0.00 |
This paper addresses a problem of precise skin segmentation necessary for sign language recognition purposes. The main contribution of the presented research is an adaptive skin model enhanced with a blob analysis algorithm which significantly reduces false positives and improves skin segmentation precision. Adaptive skin detector utilizes a statistical skin color model updated dynamically based on a face region defined by eye positions. Face geometry is used for face and eye detection in luminance channel prior to the model adaptation. Color-based skin detectors classify every pixel separately which results in high false positives for background pixels which color is similar to human skin. The proposed blob analysis technique verifies detected skin regions by taking into account pixel topology. The experiments for ECU database showed that with the proposed approach false positive rate was reduced from 15.6% to 6% compared with a statistical model in RGB, which can be regarded as a significant improvement.