Performance of optical flow techniques
International Journal of Computer Vision
Robust multiple car tracking with occlusion reasoning
ECCV '94 Proceedings of the third European conference on Computer vision (vol. 1)
Pfinder: Real-Time Tracking of the Human Body
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Bayesian Computer Vision System for Modeling Human Interactions
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision
Robust Computer Vision through Kernel Density Estimation
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
A Framework for High-Level Feedback to Adaptive, Per-Pixel, Mixture-of-Gaussian Background Models
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Non-parametric Model for Background Subtraction
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part II
Using Adaptive Tracking to Classify and Monitor Activities in a Site
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
A Hierarchical Approach to Robust Background Subtraction using Color and Gradient Information
MOTION '02 Proceedings of the Workshop on Motion and Video Computing
Segmenting Foreground Objects from a Dynamic Textured Background via a Robust Kalman Filter
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Background Modeling and Subtraction of Dynamic Scenes
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
An iterative image registration technique with an application to stereo vision
IJCAI'81 Proceedings of the 7th international joint conference on Artificial intelligence - Volume 2
Nonparametri information fusion for motion estimation
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Image segmentation in video sequences: a probabilistic approach
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Analysis of Persistent Motion Patterns Using the 3D Structure Tensor
WACV-MOTION '05 Proceedings of the IEEE Workshop on Motion and Video Computing (WACV/MOTION'05) - Volume 2 - Volume 02
WACV-MOTION '05 Proceedings of the IEEE Workshop on Motion and Video Computing (WACV/MOTION'05) - Volume 2 - Volume 02
Bayesian Modeling of Dynamic Scenes for Object Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bayesian background modeling for foreground detection
Proceedings of the third ACM international workshop on Video surveillance & sensor networks
Efficient adaptive density estimation per image pixel for the task of background subtraction
Pattern Recognition Letters
Background-Subtraction in Thermal Imagery Using Contour Saliency
International Journal of Computer Vision
Motion-based background modeling for foreground segmentation
Proceedings of the 4th ACM international workshop on Video surveillance and sensor networks
Real-time constant memory visual summaries for surveillance
Proceedings of the 4th ACM international workshop on Video surveillance and sensor networks
A new motion detection algorithm based on Σ-Δ background estimation
Pattern Recognition Letters
Background-subtraction using contour-based fusion of thermal and visible imagery
Computer Vision and Image Understanding
Reliability-based 3D reconstruction in real environment
Proceedings of the 15th international conference on Multimedia
Robust abandoned object detection using dual foregrounds
EURASIP Journal on Advances in Signal Processing
Motion and Appearance Nonparametric Joint Entropy for Video Segmentation
International Journal of Computer Vision
Waterfront surveillance and trackability
Machine Vision and Applications
Parallel Computing of Kernel Density Estimates with MPI
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Motion Detection with Background Clutter Suppression Based on KDE Model
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
VNBA '08 Proceedings of the 1st ACM workshop on Vision networks for behavior analysis
VNBA '08 Proceedings of the 1st ACM workshop on Vision networks for behavior analysis
Scene modeling and change detection in dynamic scenes: A subspace approach
Computer Vision and Image Understanding
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
HebbR2-Taffic: A novel application of neuro-fuzzy network for visual based traffic monitoring system
Expert Systems with Applications: An International Journal
Detection and segmentation of moving objects in complex scenes
Computer Vision and Image Understanding
A model for dynamic object segmentation with kernel density estimation based on gradient features
Image and Vision Computing
A novel robust background modeling algorithm for complex natural scenes
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
A new multimedia information data mining method
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Toward cinematizing our daily lives
Multimedia Tools and Applications
Object motion detection using information theoretic spatio-temporal saliency
Pattern Recognition
On the effectiveness of multiscale mode filters in edge preserving image filtering
ICS'09 Proceedings of the 13th WSEAS international conference on Systems
Unsupervised Video Analysis for Counting of Wood in River during Floods
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Unsupervised object of interest discovery in multi-view video sequence
ICACT'09 Proceedings of the 11th international conference on Advanced Communication Technology - Volume 3
Moving object segmentation by background subtraction and temporal analysis
Image and Vision Computing
Robust temporal activity templates using higher order statistics
IEEE Transactions on Image Processing
Foreground/background segmentation with learned dictionary
ASMCSS'09 Proceedings of the 3rd International Conference on Applied Mathematics, Simulation, Modelling, Circuits, Systems and Signals
RVM-based human action classification in crowd through projection and star skeletonization
Journal on Image and Video Processing - Special issue on video-based modeling, analysis, and recognition of human motion
Real-time foreground-background segmentation using codebook model
Real-Time Imaging
Space-time segmentation based on a joint entropy with estimation of nonparametric distributions
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
Robust foreground extraction technique using Gaussian family model and multiple thresholds
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Joint domain-range modeling of dynamic scenes with adaptive kernel bandwidth
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
A genetic approach to training support vector data descriptors for background modeling in video data
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
Base selection in estimating sparse foreground in video
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Graph-based foreground extraction in extended color space
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Proceedings of the 7th International Conference on Frontiers of Information Technology
Moving human detection and recognition in videos using adaptive method and support vector machine
Proceedings of the 7th International Conference on Frontiers of Information Technology
Expert Systems with Applications: An International Journal
Joint random field model for all-weather moving vehicle detection
IEEE Transactions on Image Processing
Visual attention based motion object detection and trajectory tracking
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
Local histogram of figure/ground segmentations for dynamic background subtraction
EURASIP Journal on Advances in Signal Processing
Robust real-time background subtraction based on local neighborhood patterns
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
Background subtraction for automated multisensor surveillance: a comprehensive review
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
A phase discrepancy analysis of object motion
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Sustained observability for salient motion detection
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Expert Systems with Applications: An International Journal
CONTROL'05 Proceedings of the 2005 WSEAS international conference on Dynamical systems and control
International Journal of Computer Vision
Moving object detecting system with phase discrepancy
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Wood detection and tracking in videos of rivers
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
A temporal-spatial background modeling of dynamic scenes
Frontiers of Computer Science in China
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
Error decreasing of background subtraction process by modeling the foreground
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
Efficient ghost removal in motion detection with patch-corrected background differentiation
Optical Memory and Neural Networks
Robust foreground detection in videos using adaptive color histogram thresholding and shadow removal
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Robust moving object detection against fast illumination change
Computer Vision and Image Understanding
Pixel-Wise histograms for visual segment description and applications
CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Background subtraction framework based on local spatial distributions
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
Modeling and segmentation of floating foreground and background in videos
Pattern Recognition
Background updating for visual surveillance
ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
A multiscale co-linearity statistic based approach to robust background modeling
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Smooth foreground-background segmentation for video processing
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part II
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part I
Local spatial co-occurrence for background subtraction via adaptive binned kernel estimation
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Uncertainty-Driven non-parametric knowledge-based segmentation: the corpus callosum case
VLSM'05 Proceedings of the Third international conference on Variational, Geometric, and Level Set Methods in Computer Vision
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Expert Systems with Applications: An International Journal
Temporal Spectral Residual for fast salient motion detection
Neurocomputing
Bayesian Formulation of Image Patch Matching Using Cross-correlation
Journal of Mathematical Imaging and Vision
Background subtraction based on phase feature and distance transform
Pattern Recognition Letters
Generalized kernel density estimation based robust estimator and its application
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Moving object segmentation using motor signals
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Block-Sparse RPCA for consistent foreground detection
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Online moving camera background subtraction
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
A new framework for background subtraction using multiple cues
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Image and Vision Computing
Journal of Electrical and Computer Engineering
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Background modeling is an important component of many vision systems. Existing work in the area has mostly addressed scenes that consist of static or quasi-static structures. When the scene exhibits a persistent dynamic behavior in time, such an assumption is violated and detection performance deteriorates. In this paper, we propose a new method for the modeling and subtraction of such scenes. Towards the modeling of the dynamic characteristics, optical flow is computed and utilized as a feature in a higher dimensional space. Inherent ambiguities in the computation of features are addressed by using a data-dependent bandwidth for density estimation using kernels. Extensive experiments demonstrate the utility and performance of the proposed approach.