Moving vehicles segmentation based on Bayesian framework for Gaussian motion model
Pattern Recognition Letters
Efficient hierarchical method for background subtraction
Pattern Recognition
A real-time object detecting and tracking system for outdoor night surveillance
Pattern Recognition
Bayesian object extraction from uncalibrated image pairs
Image Communication
Understanding human intentions via hidden markov models in autonomous mobile robots
Proceedings of the 3rd ACM/IEEE international conference on Human robot interaction
A Local Discriminative Model for Background Subtraction
Proceedings of the 30th DAGM symposium on Pattern Recognition
Generation of Multiple Background Model by Estimated Camera Motion Using Edge Segments
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Shape from inconsistent silhouette
Computer Vision and Image Understanding
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
Upper-Body Contour Extraction Using Face and Body Shape Variance Information
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
A novel robust background modeling algorithm for complex natural scenes
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Multivalued Background/Foreground Separation for Moving Object Detection
WILF '09 Proceedings of the 8th International Workshop on Fuzzy Logic and Applications
Object-Wise Multilayer Background Ordering for Public Area Surveillance
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
IEEE Transactions on Circuits and Systems for Video Technology
Weather-adaptive flying target detection and tracking from infrared video sequences
Expert Systems with Applications: An International Journal
Independent component analysis-based background subtraction for indoor surveillance
IEEE Transactions on Image Processing
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
Multiscale background modelling and segmentation
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Efficient wavelet based detection of moving objects
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Moving object segmentation by background subtraction and temporal analysis
Image and Vision Computing
Illumination invariant foreground detection using multi-subspace learning
International Journal of Knowledge-based and Intelligent Engineering Systems
Moving vehicles detection based on adaptive motion histogram
Digital Signal Processing
Environment recognition system for biped walking robot using vision based sensor fusion
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Scene context modeling for foreground detection from a scene in remote monitoring
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
A vision-based architecture for intent recognition
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Optimal wavelet differencing method for robust motion detection
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Object detection and tracking for night surveillance based on salient contrast analysis
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
GMM-based efficient foreground detection with adaptive region update
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Base selection in estimating sparse foreground in video
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
IEEE Transactions on Image Processing
Adaptive learning of multi-subspace for foreground detection under illumination changes
Computer Vision and Image Understanding
Environmentally robust motion detection for video surveillance
IEEE Transactions on Image Processing
Probabilistic self-organizing maps for continuous data
IEEE Transactions on Neural Networks
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
Localized detection of abandoned luggage
EURASIP Journal on Advances in Signal Processing - Special issue on video analysis for human behavior understanding
AUTO GMM-SAMT: an automatic object tracking system for video surveillance in traffic scenarios
Journal on Image and Video Processing - Special issue on advanced video-based surveillance
A knowledge-based problem solving method in GIS application
Knowledge-Based Systems
Modeling complex scenes for accurate moving objects segmentation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Adaptive εLBP for background subtraction
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
A relational vector space model using an advanced weighting scheme for image retrieval
Information Processing and Management: an International Journal
Stochastic approximation for background modelling
Computer Vision and Image Understanding
Robust principal component analysis?
Journal of the ACM (JACM)
Wood detection and tracking in videos of rivers
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Human action recognition by extracting features from negative space
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
TED: A texture-edge descriptor for pedestrian detection in video sequences
Pattern Recognition
Background extraction using improved mode algorithm for visual surveillance applications
International Journal of Computational Science and Engineering
Robust moving object detection against fast illumination change
Computer Vision and Image Understanding
Design of statistical measures for the assessment of image segmentation schemes
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Adaptive background subtraction with multiple feedbacks for video surveillance
ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Detecting and tracking distant objects at night based on human visual system
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part II
An eigenbackground subtraction method using recursive error compensation
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
A kalman filter based background updating algorithm robust to sharp illumination changes
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
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
Object detection with multiple motion models
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Fusion of fuzzy spatial relations
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part I
Towards robust object detection: integrated background modeling based on spatio-temporal features
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Pattern Recognition Letters
Background subtraction based on phase feature and distance transform
Pattern Recognition Letters
Wavelet-based data reduction for detection of moving objects
Machine Graphics & Vision International Journal
Spatially correlated background subtraction, based on adaptive background maintenance
Journal of Visual Communication and Image Representation
Background subtraction with dirichlet processes
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Determination of road traffic parameters based on 3d wavelet representation of an image sequence
ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics
Euler Principal Component Analysis
International Journal of Computer Vision
Human action recognition employing negative space features
Journal of Visual Communication and Image Representation
Dynamic saliency models and human attention: a comparative study on videos
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Robust principal component analysis via capped norms
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Predicting where we look from spatiotemporal gaps
Proceedings of the 15th ACM on International conference on multimodal interaction
Fast action recognition using negative space features
Expert Systems with Applications: An International Journal
Background subtraction using hybrid feature coding in the bag-of-features framework
Pattern Recognition Letters
Background foreground segmentation with RGB-D Kinect data: An efficient combination of classifiers
Journal of Visual Communication and Image Representation
Fast background subtraction using static and dynamic gates
Artificial Intelligence Review
A two-dimensional Poisson equation formulation of non-parametric statistical non-linear modeling
Computers & Mathematics with Applications
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This paper addresses the problem of background modeling for foreground object detection in complex environments. A Bayesian framework that incorporates spectral, spatial, and temporal features to characterize the background appearance is proposed. Under this framework, the background is represented by the most significant and frequent features, i.e., the principal features , at each pixel. A Bayes decision rule is derived for background and foreground classification based on the statistics of principal features. Principal feature representation for both the static and dynamic background pixels is investigated. A novel learning method is proposed to adapt to both gradual and sudden "once-off" background changes. The convergence of the learning process is analyzed and a formula to select a proper learning rate is derived. Under the proposed framework, a novel algorithm for detecting foreground objects from complex environments is then established. It consists of change detection, change classification, foreground segmentation, and background maintenance. Experiments were conducted on image sequences containing targets of interest in a variety of environments, e.g., offices, public buildings, subway stations, campuses, parking lots, airports, and sidewalks. Good results of foreground detection were obtained. Quantitative evaluation and comparison with the existing method show that the proposed method provides much improved results.