Mean Shift: A Robust Approach Toward Feature Space Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image Segmentation by Data-Driven Markov Chain Monte Carlo
IEEE Transactions on Pattern Analysis and Machine Intelligence
Advanced algorithmic approaches to medical image segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Diffusions and Confusions in Signal and Image Processing
Journal of Mathematical Imaging and Vision
Segmentation of Multi-Channel Image with Markov Random Field Based Active Contour Model
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Adaptive resolution system for distributed surveillance
Real-Time Imaging
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Multivariate Saddle Point Detection for Statistical Clustering
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Colour Image Retrieval and Object Recognition Using the Multimodal Neighbourhood Signature
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Coupled Geodesic Active Regions for Image Segmentation: A Level Set Approach
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MICCAI '02 Proceedings of the 5th International Conference on Medical Image Computing and Computer-Assisted Intervention-Part I
Unsupervised Image Partitioning with Semidefinite Programming
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Clusters, outliers, and regression: fixed point clusters
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MDPE: A Very Robust Estimator for Model Fitting and Range Image Segmentation
International Journal of Computer Vision
Efficient Graph-Based Image Segmentation
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Range Image Segmentation by an Effective Jump-Diffusion Method
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Meanshift Clustering for DNA Microarray Analysis
CSB '04 Proceedings of the 2004 IEEE Computational Systems Bioinformatics Conference
Robust Adaptive-Scale Parametric Model Estimation for Computer Vision
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Multi-Scale 3D Scene Flow from Binocular Stereo Sequences
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Image Parsing: Unifying Segmentation, Detection, and Recognition
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A research of merging regions through isophotes analysis
ISICT '04 Proceedings of the 2004 international symposium on Information and communication technologies
Robust real-time tracking of non-rigid objects
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On the Removal of Shadows from Images
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Channel Smoothing: Efficient Robust Smoothing of Low-Level Signal Features
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Gamut Constrained Illuminant Estimation
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Interactive watercolor rendering with temporal coherence and abstraction
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A comprehensive analysis for relevance feedback in CBIR system
SPPRA'06 Proceedings of the 24th IASTED international conference on Signal processing, pattern recognition, and applications
ACM Computing Surveys (CSUR)
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MPEG-2 compressed-domain algorithms for video analysis
EURASIP Journal on Applied Signal Processing
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Region saliency as a measure for colour segmentation stability
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LEGClust—A Clustering Algorithm Based on Layered Entropic Subgraphs
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Recognizing cars in aerial imagery to improve orthophotos
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Automatic background substitution using monocular camera and temporal foreground probability model
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Model for a gradual objects recognition
ICECS'03 Proceedings of the 2nd WSEAS International Conference on Electronics, Control and Signal Processing
Performance Analysis of Cooperative Hopfield Networks for Stereo Matching
Computational Intelligence and Security
Image Segmentation by Nonparametric Color Clustering
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Mean-Shift-Based Color Tracking in Illuminance Change
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A System to Segment Text and Symbols from Color Maps
Graphics Recognition. Recent Advances and New Opportunities
Anisotropic mean shift based fuzzy c-means segmentation of skin lesions
CSTST '08 Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology
Image Segmentation Based on Supernodes and Region Size Estimation
ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems
Morphological multiscale decomposition of connected regions with emphasis on cell clusters
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Expert system segmentation of face images
Expert Systems with Applications: An International Journal
A Method for Visualizing Pedestrian Traffic Flow Using SIFT Feature Point Tracking
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
Optical-flow based on an edge-avoidance procedure
Computer Vision and Image Understanding
Mean shift-based clustering analysis of multispectral remote sensing imagery
International Journal of Remote Sensing
Approaches and Challenges for Cognitive Vision Systems
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Curvature-aware adaptive re-sampling for point-sampled geometry
Computer-Aided Design
Sensor-based Behavior Control for an Autonomous Underwater Vehicle
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Improved Object Tracking Algorithm Based on New HSV Color Probability Model
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
MM '09 Proceedings of the 17th ACM international conference on Multimedia
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Scale Space'03 Proceedings of the 4th international conference on Scale space methods in computer vision
A multiple classifier system approach to affine invariant object recognition
ICVS'03 Proceedings of the 3rd international conference on Computer vision systems
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
Fragments based parametric tracking
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Probability hypothesis density approach for multi-camera multi-object tracking
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Combined object detection and segmentation by using space-time patches
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Superpixel analysis for object detection and tracking with application to UAV imagery
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VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Sub-pixel motion estimation using kernel methods
Image Communication
Kernel based sub-pixel motion estimation
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Simplifying mixture models through function approximation
IEEE Transactions on Neural Networks
MetroSurv: detecting events in subway stations
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Image segmentation by MAP-ML estimations
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A determined binary level set method based on mean shift for contour tracking
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Tree-based overlay networks for scalable applications
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Real-time human detection using relational depth similarity features
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Modified bacterial foraging algorithm based multilevel thresholding for image segmentation
Engineering Applications of Artificial Intelligence
Nonparametric estimation of multiple structures with outliers
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
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EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Hierarchical blurring mean-shift
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Robust object tracking via inertial potential based mean shift
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Color-based extensions to MSERs
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
A fuzzy segmentation of salient region of interest in low depth of field image
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Fist tracking using bayesian network
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Automatic foreground propagation in image sequences for 3D reconstruction
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Image object recognition by SVMs and evidence theory
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
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Electronic Notes in Theoretical Computer Science (ENTCS)
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Accurate extraction of reciprocal space information from transmission electron microscopy images
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A comparative study of skin-color models
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
Distributed control of attention
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ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Estimating gaze direction from low-resolution faces in video
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Multiple target tracking with motion priors
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Image segmentation using fuzzy logic, neural networks and genetic algorithms: survey and trends
Machine Graphics & Vision International Journal
Computer Methods and Programs in Biomedicine
Nearest-neighbors medians clustering
Statistical Analysis and Data Mining
A reduced-complexity image coding scheme using decision-directed wavelet-based contourlet transform
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Ardeco: automatic region detection and conversion
EGSR'06 Proceedings of the 17th Eurographics conference on Rendering Techniques
Dynamics of a mean-shift-like algorithm and its applications on clustering
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SensorStream: a semantic real-time stream management system
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Template matching based video tracking system using a novel n-step search algorithm and HOG features
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
SOM and fuzzy based color image segmentation
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Computer Vision and Image Understanding
A proposed FPGA architecture for mean shift based object tracking with bandwidth constrained sensors
International Journal of Intelligent Systems Technologies and Applications
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A non-parametric estimator of density gradient, the mean shift, is employed in the joint, spatial-range (value) domain of gray level and color images for discontinuity preserving filtering and image segmentation. Properties of the mean shift are reviewed and its convergence on lattices is proven.The proposed filtering method associates with each pixel in the image the closest local mode in the density distribution of the joint domain. Segmentation into a piecewise constant structure requires only one more step, fusion of the regions associated with nearby modes.The proposed technique has two parameters controlling the resolution in the spatial and range domains. Since convergence is guaranteed, the technique does not require the intervention of the user to stop the filtering at the desired image quality. Several examples, for gray and color images, show the versatility of the method and compare favorably with results described in the literature for the same images.