Multilayer feedforward networks are universal approximators
Neural Networks
SexNet: A neural network identifies sex from human faces
NIPS-3 Proceedings of the 1990 conference on Advances in neural information processing systems 3
Neural networks and the bias/variance dilemma
Neural Computation
The nature of statistical learning theory
The nature of statistical learning theory
Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Ensemble and modular approaches for face detection: a comparison
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Face Recognition: Features Versus Templates
IEEE Transactions on Pattern Analysis and Machine Intelligence
Training Support Vector Machines: an Application to Face Detection
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Detection of human faces using decision trees
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
LISTEN: A System for Locating and Tracking Individual Speakers
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
Detection of human faces under scale, orientation and viewpoint variations
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
Face detection using local maxima
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
Probabilistic visual learning for object detection
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Example Based Learning for View-Based Human Face Detection
Example Based Learning for View-Based Human Face Detection
Face Recognition Under Varying Pose
Face Recognition Under Varying Pose
A General Framework for Object Detection
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
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
On the Combination of Different Template Matching Strategies for Fast Face Detection
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Face Detection for Video Summaries
CIVR '02 Proceedings of the International Conference on Image and Video Retrieval
An efficient face detection method using skin-color discovering and chain code
Machine Graphics & Vision International Journal - Special issue on latest results in colour image processing and applications
A face location and recognition system based on tangent distance
Multimodal interface for human-machine communication
Journal of Mathematical Imaging and Vision
Edge, Shade and Mixed Range Detection by Fuzzy Gaussian Filter for an Autonomous Robot
Journal of Intelligent and Robotic Systems
Convolutional Face Finder: A Neural Architecture for Fast and Robust Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recent advances in visual and infrared face recognition: a review
Computer Vision and Image Understanding
From a wizard of Oz experiment to a real time speech and gesture multimodal interface
Signal Processing - Special section: Multimodal human-computer interfaces
A Hierarchy of Support Vector Machines for Pattern Detection
The Journal of Machine Learning Research
Face recognition in non-uniform illumination conditions using lighting normalization and SVM
CEA'07 Proceedings of the 2007 annual Conference on International Conference on Computer Engineering and Applications
Real-time facial feature localization by combining space displacement neural networks
Pattern Recognition Letters
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Facial expression recognition - A real time approach
Expert Systems with Applications: An International Journal
Fast nonparametric belief propagation for real-time stereo articulated body tracking
Computer Vision and Image Understanding
Face detection and recognition of natural human emotion using Markov random fields
Personal and Ubiquitous Computing
EURASIP Journal on Embedded Systems - FPGA supercomputing platforms, architectures, and techniques for accelerating computationally complex algorithms
Local and Global Collaboration for Object Detection Enhancement with Information Redundancy
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Robust face detection using Gabor filter features
Pattern Recognition Letters
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Comparison of MLP and GMM classifiers for face verification on XM2VTS
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Segmentation of faces in video footage using controlled weights on HSV color
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Face detection system based on MLP neural network
NN'10/EC'10/FS'10 Proceedings of the 11th WSEAS international conference on nural networks and 11th WSEAS international conference on evolutionary computing and 11th WSEAS international conference on Fuzzy systems
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
A symmetric transformation for LDA-based face verification
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
A weighted FMM neural network and its application to face detection
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Adaptive color space switching based approach for face tracking
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Real-time implementation of face detection for a ubiquitous computing
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and its Applications - Volume Part I
On a video surveillance system with a DSP by the LDA algorithm
HSI'05 Proceedings of the 3rd international conference on Human Society@Internet: web and Communication Technologies and Internet-Related Social Issues
Tracking body parts of multiple people for multi-person multimodal interface
ICCV'05 Proceedings of the 2005 international conference on Computer Vision in Human-Computer Interaction
Robust real-time face detection using hybrid neural networks
ICIC'06 Proceedings of the 2006 international conference on Computational Intelligence and Bioinformatics - Volume Part III
Classifier combination for face localization in color images
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Coarse-to-fine classification for image-based face detection
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Multiple neural networks for facial feature localization in orientation-free face images
ANNPR'06 Proceedings of the Second international conference on Artificial Neural Networks in Pattern Recognition
Artificial neural networks in smart homes
Designing Smart Homes
Effective face detection using a small quantity of training data
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Digital Signal Processing
Efficient and accurate face detection using heterogeneous feature descriptors and feature selection
Computer Vision and Image Understanding
Robotics and Autonomous Systems
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Detecting faces in images with complex backgrounds is a difficult task. Our approach, which obtains state of the art results, is based on a new neural network model: the Constrained Generative Model (CGM). Generative, since the goal of the learning process is to evaluate the probability that the model has generated the input data, and constrained since some counterexamples are used to increase the quality of the estimation performed by the model. To detect side view faces and to decrease the number of false alarms, a conditional mixture of networks is used. To decrease the computational time cost, a fast search algorithm is proposed. The level of performance reached, in terms of detection accuracy and processing time, allows to apply this detector to a real world application: the indexation of images and videos.