Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Real-Time Periodic Motion Detection, Analysis, and Applications
IEEE Transactions on Pattern Analysis and Machine Intelligence
A decision-theoretic generalization of on-line learning and an application to boosting
EuroCOLT '95 Proceedings of the Second European Conference on Computational Learning Theory
Summed-area tables for texture mapping
SIGGRAPH '84 Proceedings of the 11th annual conference on Computer graphics and interactive techniques
Finding Periodicity in Space and Time
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
A General Framework for Object Detection
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Computational studies of human motion: part 1, tracking and motion synthesis
Foundations and Trends® in Computer Graphics and Vision
A Real generalization of discrete AdaBoost
Artificial Intelligence
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
Live 3D Video in Soccer Stadium
International Journal of Computer Vision
Detecting and segmenting humans in crowded scenes
Proceedings of the 15th international conference on Multimedia
Pedestrian recognition with false positive detection by model-based tracking
SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications
A Two-Step Approach for Detecting Individuals within Dense Crowds
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
Object detection using image reconstruction with PCA
Image and Vision Computing
An efficient approach to detecting pedestrians in video
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Crowd Behavior Recognition for Video Surveillance
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
People detection in low-resolution video with non-stationary background
Image and Vision Computing
Detecting motion patterns via direction maps with application to surveillance
Computer Vision and Image Understanding
Multiple objects tracking by color-based methods
ISCGAV'08 Proceedings of the 8th conference on Signal processing, computational geometry and artificial vision
New Frontiers in Applied Data Mining
Detecting Abnormal Events via Hierarchical Dirichlet Processes
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Driver Inattention Detection based on Eye Gaze-Road Event Correlation
International Journal of Robotics Research
A featureless and stochastic approach to on-board stereo vision system pose
Image and Vision Computing
Mixtures of Classifiers for Recognizing Standing and Running Pedestrians
ICCVG 2008 Proceedings of the International Conference on Computer Vision and Graphics: Revised Papers
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
High-Level Fusion of Depth and Intensity for Pedestrian Classification
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Partially parallel architecture for AdaBoost-based detection with Haar-like features
IEEE Transactions on Circuits and Systems for Video Technology
Real-time pedestrian detection and tracking at nighttime for driver-assistance systems
IEEE Transactions on Intelligent Transportation Systems
Optical Flow Based Detection in Mixed Human Robot Environments
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Visual event detection using orientation histograms with feature point trajectory information
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Pedestrian recognition with false positive detection by model-based tracking
SPPRA '07 Proceedings of the Fourth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications
EuroIMSA '08 Proceedings of the IASTED International Conference on Internet and Multimedia Systems and Applications
Adaptive mean-shift tracking with auxiliary particles
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
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
Detecting pedestrians at very small scales
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Tracking in a Dense Crowd Using Multiple Cameras
International Journal of Computer Vision
Rank-test similarity measure between video segments for local descriptors
AMR'06 Proceedings of the 4th international conference on Adaptive multimedia retrieval: user, context, and feedback
Pedestrian recognition from a moving catadioptric camera
Proceedings of the 29th DAGM conference on Pattern recognition
Discriminative mean shift tracking with auxiliary particles
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
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
Boosting with temporal consistent learners: an application to human activity recognition
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part I
Multiple classifier object detection with confidence measures
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
A real-time object recognition system on cell broadband engine
PSIVT'07 Proceedings of the 2nd Pacific Rim conference on Advances in image and video technology
Real-time nose detection and tracking based on AdaBoost and optical flow algorithms
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Cascade of descriptors to detect and track objects across any network of cameras
Computer Vision and Image Understanding
Advances in view-invariant human motion analysis: a review
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Genetic algorithms for automatic classification of moving objects
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
A novel architecture for content and delivery validation for IPTV systems
CCNC'10 Proceedings of the 7th IEEE conference on Consumer communications and networking conference
Globally optimal multi-target tracking on a hexagonal lattice
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Multi-stage sampling with boosting cascades for pedestrian detection in images and videos
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
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
Histogram-based description of local space-time appearance
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Opponent colors for human detection
IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
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
Sparsity Driven People Localization with a Heterogeneous Network of Cameras
Journal of Mathematical Imaging and Vision
Genetic algorithms for automatic object movement classification
ICHIT'11 Proceedings of the 5th international conference on Convergence and hybrid information technology
Optical camera based pedestrian detection in rainy or snowy weather
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Boosted algorithms for visual object detection on graphics processing units
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part II
Tracking of individuals in very long video sequences
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part I
Journal of Intelligent and Robotic Systems
Pedestrian detection in images via cascaded L1-norm minimization learning method
Pattern Recognition
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Intelligent video surveillance system: 3-tier context-aware surveillance system with metadata
Multimedia Tools and Applications
Performance analysis of pedestrian detection at night time with different classifiers
ADCONS'11 Proceedings of the 2011 international conference on Advanced Computing, Networking and Security
Fast Human Pose Detection Using Randomized Hierarchical Cascades of Rejectors
International Journal of Computer Vision
Evaluation of Three Vision Based Object Perception Methods for a Mobile Robot
Journal of Intelligent and Robotic Systems
Improving HOG with image segmentation: application to human detection
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Large-scale statistical modeling of motion patterns: a Bayesian nonparametric approach
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Pedestrian analysis and counting system with videos
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
A self-constructing cascade classifier with AdaBoost and SVM for pedestriandetection
Engineering Applications of Artificial Intelligence
A novel multiplex cascade classifier for pedestrian detection
Pattern Recognition Letters
Multimedia Tools and Applications
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This paper describes a pedestrian detection system that integrates image intensity information with motion information. We use a detection style algorithm that scans a detector over two consecutive frames of a video sequence. The detector is trained (using AdaBoost) to take advantage of both motion and appearance information to detect a walking person. Past approaches have built detectors based on motion information or detectors based on appearance information, but ours is the first to combine both sources of information in a single detector. The implementation described runs at about 4 frames/second, detects pedestrians at very small scales (as small as 20 脳 15 pixels), and has a very low false positive rate.Our approach builds on the detection work of Viola and Jones. Novel contributions of this paper include: (i) development of a representation of image motion which is extremely efficient, and (ii) implementation of a state of the art pedestrian detection system which operates on low resolution images under difficult conditions (such as rain and snow).