What size net gives valid generalization?
Neural Computation
Object recognition by computer: the role of geometric constraints
Object recognition by computer: the role of geometric constraints
Feature extraction from faces using deformable templates
International Journal of Computer Vision
The nature of statistical learning theory
The nature of statistical learning theory
An Active Testing Model for Tracking Roads in Satellite Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape quantization and recognition with randomized trees
Neural Computation
Minimax entropy principle and its application to texture modeling
Neural Computation
Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Example-Based Learning for View-Based Human Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pattern Recognition Letters
Face Detection From Color Images Using a Fuzzy Pattern Matching Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
A computational model for visual selection
Neural Computation
Training Support Vector Machines: an Application to Face Detection
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Locating Faces Using Statistical Feature Detectors
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
Tracking and Learning Graphs and Pose on Image Sequences of Faces
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
Finding faces in cluttered scenes using random labeled graph matching
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Decision tree algorithms for handwritten digit recognition
Decision tree algorithms for handwritten digit recognition
Neural network-based face detection
Neural network-based face detection
A Neural Network Architecture for Visual Selection
Neural Computation
Statistical Learning of Multi-view Face Detection
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Finding Deformable Shapes Using Loopy Belief Propagation
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
A Grouping Principle and Four Applications
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Detection Using the Statistics of Parts
International Journal of Computer Vision
Robust Real-Time Face Detection
International Journal of Computer Vision
FloatBoost Learning and Statistical Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Coarse-to-Fine Strategy for Multiclass Shape Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fast Binary Feature Selection with Conditional Mutual Information
The Journal of Machine Learning Research
Linear Asymmetric Classifier for cascade detectors
ICML '05 Proceedings of the 22nd international conference on Machine learning
Keypoint Recognition Using Randomized Trees
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face detection and facial feature localization without considering the appearance of image context
Image and Vision Computing
A Hierarchy of Support Vector Machines for Pattern Detection
The Journal of Machine Learning Research
A Stochastic Algorithm for Feature Selection in Pattern Recognition
The Journal of Machine Learning Research
Synergistic Face Detection and Pose Estimation with Energy-Based Models
The Journal of Machine Learning Research
High-Performance Rotation Invariant Multiview Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Scale Invariant Action Recognition Using Compound Features Mined from Dense Spatio-temporal Corners
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Real time face and mouth recognition using radial basis function neural networks
Expert Systems with Applications: An International Journal
On a New Similarity Analysis in Frequency Domain for Mining Faces within a Complex Background
ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
A sparsity-enforcing method for learning face features
IEEE Transactions on Image Processing
Energy-based blob analysis for improving precision of skin segmentation
Multimedia Tools and Applications
Fovea intensity comparison code for person identification and verification
Engineering Applications of Artificial Intelligence
Robust Pose Recognition of the Obscured Human Body
International Journal of Computer Vision
Cascaded models for articulated pose estimation
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
A coarse-to-fine taxonomy of constellations for fast multi-class object detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Feature-centric evaluation for efficient cascaded object detection
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Detecting and reading text in natural scenes
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Generic object class detection using boosted configurations of oriented edges
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Context, Computation, and Optimal ROC Performance in Hierarchical Models
International Journal of Computer Vision
Improving predictions using aggregate information
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
A novel self-created tree structure based multi-view face detection
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Boosted translation-tolerable classifiers for fast object detection
Image and Vision Computing
The fast reject schema for part-in-whole 3D shape matching
EG 3DOR'10 Proceedings of the 3rd Eurographics conference on 3D Object Retrieval
Crosstalk cascades for frame-rate pedestrian detection
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Bounding part scores for rapid detection with deformable part models
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Adaptive object detection by implicit sub-class sharing features
Signal Processing
Using coarse information for real valued prediction
Data Mining and Knowledge Discovery
Object class detection: A survey
ACM Computing Surveys (CSUR)
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We study visual selection: Detect and roughly localize all instances of a generic object class, such as a face, in a greyscale scene, measuring performance in terms of computation and false alarms. Our approach is sequential testing which is coarse-to-fine in both in the exploration of poses and the representation of objects. All the tests are binary and indicate the presence or absence of loose spatial arrangements of oriented edge fragments. Starting from training examples, we recursively find larger and larger arrangements which are “decomposable,” which implies the probability of an arrangement appearing on an object decays slowly with its size. Detection means finding a sufficient number of arrangements of each size along a decreasing sequence of pose cells. At the beginning, the tests are simple and universal, accommodating many poses simultaneously, but the false alarm rate is relatively high. Eventually, the tests are more discriminating, but also more complex and dedicated to specific poses. As a result, the spatial distribution of processing is highly skewed and detection is rapid, but at the expense of (isolated) false alarms which, presumably, could be eliminated with localized, more intensive, processing.