A Field Model for Human Detection and Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computational studies of human motion: part 1, tracking and motion synthesis
Foundations and Trends® in Computer Graphics and Vision
Pedestrian detection in uncontrolled environments using stereo and biometric information
Proceedings of the 4th ACM international workshop on Video surveillance and sensor networks
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
Human body pose detection using Bayesian spatio-temporal templates
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Evaluation of Features Detectors and Descriptors based on 3D Objects
International Journal of Computer Vision
Pedestrian detection and tracking in infrared imagery using shape and appearance
Computer Vision and Image Understanding
A Bayesian, Exemplar-Based Approach to Hierarchical Shape Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
Representing shape with a spatial pyramid kernel
Proceedings of the 6th ACM international conference on Image and video retrieval
International Journal of Computer Vision
Detecting and segmenting humans in crowded scenes
Proceedings of the 15th international conference on Multimedia
Foundations and Trends® in Computer Graphics and Vision
Learning to Recognize Objects with Little Supervision
International Journal of Computer Vision
Robust Object Detection with Interleaved Categorization and Segmentation
International Journal of Computer Vision
3D Urban Scene Modeling Integrating Recognition and Reconstruction
International Journal of Computer Vision
World-scale mining of objects and events from community photo collections
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Object detection by global contour shape
Pattern Recognition
Thermo-visual feature fusion for object tracking using multiple spatiogram trackers
Machine Vision and Applications
Machine Vision and Applications
A Performance Evaluation of Single and Multi-feature People Detection
Proceedings of the 30th DAGM symposium on Pattern Recognition
A Two-Step Approach for Detecting Individuals within Dense Crowds
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
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
An efficient approach to detecting pedestrians in video
MM '08 Proceedings of the 16th ACM international conference on Multimedia
People detection in image and video data
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
International Journal of Computer Vision
Contour Grouping Based on Contour-Skeleton Duality
International Journal of Computer Vision
Taking the bite out of automated naming of characters in TV video
Image and Vision Computing
Robust pedestrian detection and tracking in crowded scenes
Image and Vision Computing
Asymmetric Learning for Pedestrian Detection Based on Joint Local Orientation Histograms
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
Using Multi-view Recognition and Meta-data Annotation to Guide a Robot's Attention
International Journal of Robotics Research
Detection of multiple deformable objects using PCA-SIFT
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Multimodal people detection and tracking in crowded scenes
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
MSIADU '09 Proceedings of the 1st ACM SIGMM international workshop on Media studies and implementations that help improving access to disabled users
Intelligent Video for Protecting Crowded Sports Venues
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Learning to generate novel views of objects for class recognition
Computer Vision and Image Understanding
Automatic retrieval of visual continuity errors in movies
Proceedings of the ACM International Conference on Image and Video Retrieval
A comprehensive evaluation framework and a comparative study for human detectors
IEEE Transactions on Intelligent Transportation Systems
Human detection based on weighted template matching
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
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
Pedestrian recognition from a moving catadioptric camera
Proceedings of the 29th DAGM conference on Pattern recognition
2D-3D-based on-board pedestrian detection system
Computer Vision and Image Understanding
Object detection combining recognition and segmentation
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
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
Object recognition for the internet of things
IOT'08 Proceedings of the 1st international conference on The internet of things
Contour based object detection using part bundles
Computer Vision and Image Understanding
A novel template matching method for human detection
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Crowd counting and segmentation in visual surveillance
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Understanding transit scenes: a survey on human behavior-recognition algorithms
IEEE Transactions on Intelligent Transportation Systems
Action categorization by structural probabilistic latent semantic analysis
Computer Vision and Image Understanding
Multiclass Multimodal Detection and Tracking in Urban Environments
International Journal of Robotics Research
Crowd detection with a multiview sampler
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Boosting chamfer matching by learning chamfer distance normalization
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
A structural filter approach to human detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Geometric constraints for human detection in aerial imagery
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Human posture recognition for intelligent vehicles
Journal of Real-Time Image Processing
ACM Transactions on Intelligent Systems and Technology (TIST)
Object class recognition using SIFT and Bayesian networks
MICAI'10 Proceedings of the 9th Mexican international conference on Artificial intelligence conference on Advances in soft computing: Part II
A novel features design method for cat head detection
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part I
A shape-based voting algorithm for pedestrian detection and tracking
Pattern Recognition
Attention-based target localization using multiple instance learning
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Adaptive model for robust pedestrian counting
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
Predicate Logic Based Image Grammars for Complex Pattern Recognition
International Journal of Computer Vision
Semi-supervised Elastic net for pedestrian counting
Pattern Recognition
Fast PRISM: Branch and Bound Hough Transform for Object Class Detection
International Journal of Computer Vision
Recent advances and trends in visual tracking: A review
Neurocomputing
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
A Bayesian approach for object classification based on clusters of SIFT local features
Expert Systems with Applications: An International Journal
Temporally integrated pedestrian detection from non-stationary video
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Cross-Articulation learning for robust detection of pedestrians
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Combining human perception and geometric restrictions for automatic pedestrian detection
CAEPIA'05 Proceedings of the 11th Spanish association conference on Current Topics in Artificial Intelligence
A multiview approach to tracking people in crowded scenes using a planar homography constraint
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
The 2005 PASCAL visual object classes challenge
MLCW'05 Proceedings of the First international conference on Machine Learning Challenges: evaluating Predictive Uncertainty Visual Object Classification, and Recognizing Textual Entailment
Toward a unified probabilistic framework for object recognition and segmentation
ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Human distribution estimation using shape projection model based on multiple-viewpoint observations
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Tracking of individuals in very long video sequences
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part I
Object detection by contour segment networks
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Shape matching using a binary search tree structure of weak classifiers
Pattern Recognition
An improved template matching method for object detection
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Accurate Object Recognition with Shape Masks
International Journal of Computer Vision
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
Learning and regularizing motion models for enhancing particle filter-based target tracking
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Template matching and monte carlo markova chain for people counting under occlusions
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
On collaborative people detection and tracking in complex scenarios
Image and Vision Computing
Discriminative Appearance Models for Pictorial Structures
International Journal of Computer Vision
Visual knowledge transfer among multiple cameras for people counting with occlusion handling
Proceedings of the 20th ACM international conference on Multimedia
Collecting pedestrian trajectories
Neurocomputing
Monocular object detection using 3d geometric primitives
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Shadow Casting Out Of Plane (SCOOP) Candidates for Human and Vehicle Detection in Aerial Imagery
International Journal of Computer Vision
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
Max-Margin regularization for reducing accidentalness in chamfer matching
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Monocular pedestrian tracking from a moving vehicle
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Multitarget tracking of pedestrians in video sequences based on particle filters
Advances in Multimedia
Object class detection: A survey
ACM Computing Surveys (CSUR)
Model probability in self-organising maps
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advences in computational intelligence - Volume Part II
Computer Vision and Image Understanding
Robotics and Autonomous Systems
An integrative approach to accurate vehicle logo detection
Journal of Electrical and Computer Engineering
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In this paper, we address the problem of detecting pedestrians in crowded real-world scenes with severe overlaps. Our basic premise is that this problem is too difficult for any type of model or feature alone. Instead, we present a novel algorithm that integrates evidence in multiple iterations and from different sources. The core part of our method is the combination of local and global cues via a probabilistic top-down segmentation. Altogether, this approach allows to examine and compare object hypotheses with high precision down to the pixel level. Qualitative and quantitative results on a large data set confirm that our method is able to reliably detect pedestrians in crowded scenes, even when they overlap and partially occlude each other. In addition, the flexible nature of our approach allows it to operate on very small training sets.