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Pattern Recognition
A Theory for Multiresolution Signal Decomposition: The Wavelet Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Visual learning and recognition of 3-D objects from appearance
International Journal of Computer Vision
The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
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
A Trainable System for Object Detection
International Journal of Computer Vision - special issue on learning and vision at the center for biological and computational learning, Massachusetts Institute of Technology
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Pedestrian Detection Using Wavelet Templates
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Rotation Invariant Neural Network-Based Face Detection
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
W4: Who? When? Where? What? A Real Time System for Detecting and Tracking People
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Finding faces in cluttered scenes using random labeled graph matching
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
A General Framework for Object Detection
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Sensor-Based Pedestrian Protection
IEEE Intelligent Systems
Segmentation of ultrasonic images using support vector machines
Pattern Recognition Letters - Speciqal issue: Ultrasonic image processing and analysis
Learning to Parse Pictures of People
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
A Tale of Two Classifiers: SNoW vs. SVM in Visual Recognition
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Learning a Sparse Representation for Object Detection
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SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Maintenance Training of Electric Power Facilities Using Object Recognition by SVM
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Real-Time Pedestrian Detection Using Support Vector Machines
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
Object Detection and Classification for Outdoor Walking Guidance System
BMCV '02 Proceedings of the Second International Workshop on Biologically Motivated Computer Vision
Face Recognition Using Component-Based SVM Classification and Morphable Models
SVM '02 Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines
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Machine Graphics & Vision International Journal
Human Body Tracking with Auxiliary Measurements
AMFG '03 Proceedings of the IEEE International Workshop on Analysis and Modeling of Faces and Gestures
Learning to Detect Objects in Images via a Sparse, Part-Based Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
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IEEE Transactions on Pattern Analysis and Machine Intelligence
Generic Model Abstraction from Examples
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A Field Model for Human Detection and Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Model-Based Approach for Estimating Human 3D Poses in Static Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Higher order symmetry for non-linear classification of human walk detection
Pattern Recognition Letters
Computational studies of human motion: part 1, tracking and motion synthesis
Foundations and Trends® in Computer Graphics and Vision
An Experimental Study on Pedestrian Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
MILES: Multiple-Instance Learning via Embedded Instance Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Edge affinity for pose-contour matching
Computer Vision and Image Understanding
Adaptive combination of adaptive classifiers for handwritten character recognition
Pattern Recognition Letters
Face detection using discriminating feature analysis and Support Vector Machine
Pattern Recognition
A survey of advances in vision-based human motion capture and analysis
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Multi-cue Pedestrian Detection and Tracking from a Moving Vehicle
International Journal of Computer Vision
Pedestrian detection and tracking in infrared imagery using shape and appearance
Computer Vision and Image Understanding
Learning Parts-Based Representations of Data
The Journal of Machine Learning Research
Robust Object Recognition with Cortex-Like Mechanisms
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Component-based Framework for Face Detection and Identification
International Journal of Computer Vision
A Bayesian, Exemplar-Based Approach to Hierarchical Shape Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision
Learning semantic object parts for object categorization
Image and Vision Computing
Component-based face detection and verification
Pattern Recognition Letters
Robust Object Detection with Interleaved Categorization and Segmentation
International Journal of Computer Vision
Pedestrian recognition in road sequences
ISPRA'06 Proceedings of the 5th WSEAS International Conference on Signal Processing, Robotics and Automation
Computer Vision Approaches to Pedestrian Detection: Visible Spectrum Survey
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
Detecting Humans in 2D Thermal Images by Generating 3D Models
KI '07 Proceedings of the 30th annual German conference on Advances in Artificial Intelligence
Selection of Histograms of Oriented Gradients Features for Pedestrian Detection
Neural Information Processing
View-Invariant Human Action Detection Using Component-Wise HMM of Body Parts
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
SIFT Based Ball Recognition in Soccer Images
ICISP '08 Proceedings of the 3rd international conference on Image and Signal Processing
A Method of Graphics Composition Using Differential SVG Documents
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Crowd Segmentation from a Static Camera
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Object detection using image reconstruction with PCA
Image and Vision Computing
Example based learning for object detection in images
VNBA '08 Proceedings of the 1st ACM workshop on Vision networks for behavior analysis
Contour-motion feature (CMF): A space-time approach for robust pedestrian detection
Pattern Recognition Letters
Image Feature Extraction Using Gradient Local Auto-Correlations
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Adaptive weighting of local classifiers by particle filters for robust tracking
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Co-occurrence Histograms of Oriented Gradients for Pedestrian Detection
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
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Hand-based verification and identification using palm-finger segmentation and fusion
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A Regularized Framework for Feature Selection in Face Detection and Authentication
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High-Speed Human Detection Using a Multiresolution Cascade of Histograms of Oriented Gradients
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
A Real-Time Person Detection Method for Moving Cameras
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Dense Stereo-Based ROI Generation for Pedestrian Detection
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Pedestrian Detection by Probabilistic Component Assembly
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High-Level Fusion of Depth and Intensity for Pedestrian Classification
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IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A comprehensive evaluation framework and a comparative study for human detectors
IEEE Transactions on Intelligent Transportation Systems
A sparsity-enforcing method for learning face features
IEEE Transactions on Image Processing
Human detection based on weighted template matching
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Optimizing parameters of a motion detection system by means of a distributed genetic algorithm
Image and Vision Computing
Tracking a detected face with dynamic programming
Image and Vision Computing
Object detection using spatial histogram features
Image and Vision Computing
A density-based approach for effective pedestrian counting at bus stops
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Proceedings of the international conference on Multimedia information retrieval
Tracking complex objects using graphical object models
IWCM'04 Proceedings of the 1st international conference on Complex motion
Component-based face recognition with 3D morphable models
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Shape based people detection for visual surveillance systems
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Predictive visual context in object detection
CONTEXT'03 Proceedings of the 4th international and interdisciplinary conference on Modeling and using context
Context based object detection from video
ICVS'03 Proceedings of the 3rd international conference on Computer vision systems
Pedestrian recognition from a moving catadioptric camera
Proceedings of the 29th DAGM conference on Pattern recognition
AdaBoost learning for human detection based on histograms of oriented gradients
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Multi-posture human detection in video frames by motion contour matching
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
A cascade of feed-forward classifiers for fast pedestrian detection
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
A regularized approach to feature selection for face detection
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Patch-based experiments with object classification in video surveillance
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Object recognition: a focused vision based approach
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
Production of user creative movie using analysis of music and picture
ICCSA'07 Proceedings of the 2007 international conference on Computational science and its applications - Volume Part I
Improving motion-based object detection by incorporating object-specific knowledge
International Journal of Intelligent Information and Database Systems
Object detection VIA boosted deformable features
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Complexity regularized pattern matching
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Advances in view-invariant human motion analysis: a review
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Spatial-temporal granularity-tunable gradients partition (STGGP) descriptors for human detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Multiresolution models for object detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Recovering human body configurations: combining segmentation and recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Representation and matching of articulated shapes
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
A novel features design method for cat head detection
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Robust Gait Recognition by Learning and Exploiting Sub-gait Characteristics
International Journal of Computer Vision
Lunar image classification for terrain detection
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part III
Real-time face and head detection using four directional features
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Using component features for face recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Combining histograms of oriented gradients with global feature for human detection
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Multiclass object classification for real-time video surveillance systems
Pattern Recognition Letters
International Journal of Information and Communication Technology
People detection using color and depth images
MCPR'11 Proceedings of the Third Mexican conference on Pattern recognition
Efficient discriminative multiresolution cascade for real-time human detection applications
Pattern Recognition Letters
Semantic hierarchies for image annotation: A survey
Pattern Recognition
Recovery and Reasoning About Occlusions in 3D Using Few Cameras with Applications to 3D Tracking
International Journal of Computer Vision
Part-based adaptive detection of workpieces using differential evolution
Signal Processing
Expert Systems with Applications: An International Journal
Head-and-Shoulder detection in varying pose
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Temporally integrated pedestrian detection from non-stationary video
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Cross-Articulation learning for robust detection of pedestrians
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Maximum likelihood estimates for object detection using multiple detectors
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Sensor fusion based obstacle detection/classification for active pedestrian protection system
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part II
A multi-scale and multi-pose face detection system
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
Improving a discriminative approach to object recognition using image patches
PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition
Object detection via fusion of global classifier and part-based classifier
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Real-time upper body detection and 3d pose estimation in monoscopic images
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Boosting soft-margin SVM with feature selection for pedestrian detection
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Statistical learning approaches with application to face detection
ASB'03 Proceedings of the 1st international conference on Advanced Studies in Biometrics
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KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Design of a digital forensics image mining system
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Pedestrian detection in images via cascaded L1-norm minimization learning method
Pattern Recognition
Human detection using oriented histograms of flow and appearance
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Reliable moving vehicle detection based on the filtering of swinging tree leaves and raindrops
Journal of Visual Communication and Image Representation
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Journal of Electrical and Computer Engineering
Robust face detection using local gradient patterns and evidence accumulation
Pattern Recognition
Nonnegative matrix factorizations performing object detection and localization
Applied Computational Intelligence and Soft Computing
A hierarchical clustering based non-maximum suppression method in pedestrian detection
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Robust real-time face detection using face certainty map
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
A survey of techniques for human detection in static images
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Fast Component-Based QR Code Detection in Arbitrarily Acquired Images
Journal of Mathematical Imaging and Vision
Part-based object detection into a hierarchy of image segmentations combining color and topology
Pattern Recognition Letters
Novel and efficient pedestrian detection using bidirectional PCA
Pattern Recognition
Multimedia Tools and Applications
Class-Specific weighted dominant orientation templates for object detection
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Virtual photograph based saliency analysis of high dynamic range images
Proceedings of the Symposium on Computational Aesthetics
Segmentation of Pedestrians with Confidence Level Computation
Journal of Signal Processing Systems
A feature construction method for general object recognition
Pattern Recognition
A novel multiplex cascade classifier for pedestrian detection
Pattern Recognition Letters
Robotics and Autonomous Systems
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In this paper, we present a general example-based framework for detecting objects in static images by components. The technique is demonstrated by developing a system that locates people in cluttered scenes. The system is structured with four distinct example-based detectors that are trained to separately find the four components of the human body: the head, legs, left arm, and right arm. After ensuring that these components are present in the proper geometric configuration, a second example-based classifier combines the results of the component detectors to classify a pattern as either a 驴person驴 or a 驴nonperson.驴 We call this type of hierarchical architecture, in which learning occurs at multiple stages, an Adaptive Combination of Classifiers (ACC). We present results that show that this system performs significantly better than a similar full-body person detector. This suggests that the improvement in performance is due to the component-based approach and the ACC data classification architecture. The algorithm is also more robust than the full-body person detection method in that it is capable of locating partially occluded views of people and people whose body parts have little contrast with the background.