Watersheds in Digital Spaces: An Efficient Algorithm Based on Immersion Simulations

Authors:
Luc Vincent;Pierre Soille
Affiliations:
-;-
Venue:
IEEE Transactions on Pattern Analysis and Machine Intelligence
Year:
1991

Citing 12
Cited 449

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Learning a nonlinear distance metric for supervised region-merging image segmentation

Computer Vision and Image Understanding
Reconfigurable Morphological Image Processing Accelerator for Video Object Segmentation

Journal of Signal Processing Systems
Region and edge-adaptive sampling and boundary completion for segmentation

ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
CT image segmentation using structural analysis

ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part III
Automatic detection of morphologically distinct objects in biomedical images using second generation wavelets and multiple marked point process

ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part III
Efficient cellular automaton segmentation supervised by pyramid on medical volumetric data and real time implementation with graphics processing unit

Expert Systems with Applications: An International Journal
Voronoi tessellation and Delauney triangulation using Euclidean disk growing in Z2

ICASSP'93 Proceedings of the 1993 IEEE international conference on Acoustics, speech, and signal processing: image and multidimensional signal processing - Volume V
Volumetry of hepatic metastases in computed tomography using the watershed and active contour algorithms

CBMS'03 Proceedings of the 16th IEEE conference on Computer-based medical systems
Modeling alternatives for fuzzy Markov chain-based classification of multitemporal remote sensing data

Pattern Recognition Letters
Artificial immune multi-objective SAR image segmentation with fused complementary features

Information Sciences: an International Journal
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Computer Vision and Image Understanding
Main subject detection of image by cropping specific sharp area

SSIP'05 Proceedings of the 5th WSEAS international conference on Signal, speech and image processing
Genetic algorithms for feature selection of image analysis-based quality monitoring model: An application to an iron mine

Engineering Applications of Artificial Intelligence
Unsupervised topographic learning for spatiotemporal data mining

Advances in Artificial Intelligence - Special issue on machine learning paradigms for modeling spatial and temporal information in multimedia data mining
SMI 2011: Full Paper: Diffusion-geometric maximally stable component detection in deformable shapes

Computers and Graphics
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Pattern Recognition
Interactive segmentation based on component-trees

Pattern Recognition
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Pattern Recognition
Distance maps from unthresholded magnitudes

IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
A region segmentation method for colonoscopy images using a model of polyp appearance

IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis
Advances on watershed processing on GPU architecture

ISMM'11 Proceedings of the 10th international conference on Mathematical morphology and its applications to image and signal processing
Topic segmentation: application of mathematical morphology to textual data

ISMM'11 Proceedings of the 10th international conference on Mathematical morphology and its applications to image and signal processing
Moving edge segment matching for the detection of moving object

ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
Saliency-directed color image segmentation using modified particle swarm optimization

Signal Processing
Lifetime extension for surveillance wireless sensor networks with intelligent redeployment

Journal of Network and Computer Applications
Building programming abstractions for wireless sensor networks using watershed segmentation

NEW2AN'11/ruSMART'11 Proceedings of the 11th international conference and 4th international conference on Smart spaces and next generation wired/wireless networking
A Segmentation Algorithm Based on an Iterative Computation of the Mean Shift Filtering

Journal of Intelligent and Robotic Systems
Extraction of neurons from images of mouse brain slices based on automated selection of connected morphological filters

Pattern Recognition and Image Analysis
A new algorithm for computing the 2-dimensional matching distance between size functions

Pattern Recognition Letters
Automatically detecting protruding objects when shooting environmental portraits

ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
A graph-based framework for thermal faceprint characterization

ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Computing morse decompositions for triangulated terrains: an analysis and an experimental evaluation

ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
A new algorithm for image segmentation via watershed transformation

ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
Orthophotoplan segmentation and colorimetric invariants for roof detection

ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
A general system for automatic biomedical image segmentation using intensity neighborhoods

Journal of Biomedical Imaging
Interactive panoramic map-like views for 3D mountain navigation

Computers & Geosciences
Interactive image segmentation by matching attributed relational graphs

Pattern Recognition
Integrated region-based segmentation using color components and texture features with prior shape knowledge

International Journal of Applied Mathematics and Computer Science
Improved watershed transform for tumor segmentation: Application to mammogram image compression

Expert Systems with Applications: An International Journal
Detection of spots in 2-d electrophoresis gels by symmetry features

ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
A novel coarse-to-fine adaptation segmentation approach for cellular image analysis

MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Morphological Multiscale Enhancement, Fuzzy Filter and Watershed for Vascular Tree Extraction in Angiogram

Journal of Medical Systems
An image segmentation algorithm using iteratively the mean shift

CIARP'06 Proceedings of the 11th Iberoamerican conference on Progress in Pattern Recognition, Image Analysis and Applications
Automatic recognition of landforms on mars using terrain segmentation and classification

DS'06 Proceedings of the 9th international conference on Discovery Science
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WABI'06 Proceedings of the 6th international conference on Algorithms in Bioinformatics
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ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
An evaluation measure of image segmentation based on object centres

ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
Constrained region-growing and edge enhancement towards automated semantic video object segmentation

ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
Seeded region merging based on gradient vector flow for image segmentation

ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
Exact and approximate computations of watersheds on triangulated terrains

Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Face modeling using grid light and feature point extraction

ICCSA'05 Proceedings of the 2005 international conference on Computational Science and its Applications - Volume Part I
Soft pyramid symmetry transforms

WILF'03 Proceedings of the 5th international conference on Fuzzy Logic and Applications
Suggested algorithms for blood cell images

SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Classification of structural images via high-dimensional image warping, robust feature extraction, and SVM

MICCAI'05 Proceedings of the 8th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
A strategy for atherosclerotic lesions segmentation

CIARP'05 Proceedings of the 10th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis and Applications
Development of breast ultrasound CAD system for screening

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A method for footprint range image segmentation and description

ICB'06 Proceedings of the 2006 international conference on Advances in Biometrics
A fast sequential rainfalling watershed segmentation algorithm

ACIVS'05 Proceedings of the 7th international conference on Advanced Concepts for Intelligent Vision Systems
Fast segmentation of high-resolution satellite images using watershed transform combined with an efficient region merging approach

IWCIA'04 Proceedings of the 10th international conference on Combinatorial Image Analysis
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PCM'04 Proceedings of the 5th Pacific Rim conference on Advances in Multimedia Information Processing - Volume Part I
Region filtering using color and texture features for image retrieval

CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
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Applied Soft Computing
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Comparison of region and edge segmentation approaches to recognize fish oocytes in histological images

ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
A general framework for image segmentation using ordered spatial dependency

MICCAI'06 Proceedings of the 9th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
Interactive 3d heart chamber partitioning with a new marker-controlled watershed algorithm

ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Geometric approach to segmentation and protein localization in cell cultured assays

ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Motion based segmentation using MPEG streams and watershed method

ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Automatic moving object segmentation with accurate boundaries

ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Inducing semantic segmentation from an example

ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part II
Segmentation of 3-d MRI brain images using information propagation

Miar'06 Proceedings of the Third international conference on Medical Imaging and Augmented Reality
Region-based sub-pixel motion estimation from noisy, blurred, and down-sampled sequences

PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Parallel computing of catchment basins in large digital elevation model

HPCA'09 Proceedings of the Second international conference on High Performance Computing and Applications
Algorithm for crest detection based on graph contraction

IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
Fast granular analysis based on watershed in microscopic mineral images

FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Color image segmentation using tensor voting based color clustering

Pattern Recognition Letters
Shape based identification of proteins in volume images

SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
Fuzzy sets theory based region merging for robust image segmentation

FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Easy-to-Use object selection by color space projections and watershed segmentation

ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Seeded watersheds for combined segmentation and tracking of cells

ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
3-D face modeling from two views and grid light

ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Recognition of leaf images based on shape features using a hypersphere classifier

ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Object tracking with probabilistic hausdorff distance matching

ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
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Carotid artery ultrasound image segmentation using fuzzy region growing

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MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
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DGCI'06 Proceedings of the 13th international conference on Discrete Geometry for Computer Imagery
Watershed segmentation with chamfer metric

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Classification of image pixels based on minimum distance and hypothesis testing

Computational Statistics & Data Analysis
Hierarchical watersheds within the combinatorial pyramid framework

DGCI'05 Proceedings of the 12th international conference on Discrete Geometry for Computer Imagery
Algorithms for the topological watershed

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Morse-Smale decompositions for modeling terrain knowledge

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A region segmentation method for region-oriented image compression

Neurocomputing
Motion field refinement and region-based motion segmentation

PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
A multi-resolution representation for terrain morphology

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An integrated algorithm for MRI brain images segmentation

CVAMIA'06 Proceedings of the Second ECCV international conference on Computer Vision Approaches to Medical Image Analysis
A minimally-interactive watershed algorithm designed for efficient CTA bone removal

CVAMIA'06 Proceedings of the Second ECCV international conference on Computer Vision Approaches to Medical Image Analysis
Segmentation of nerve fibers using multi-level gradient watershed and fuzzy systems

Artificial Intelligence in Medicine
A retrieval system from inverse synthetic aperture radar images: Application to radar target recognition

Information Sciences: an International Journal
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IWCIA'06 Proceedings of the 11th international conference on Combinatorial Image Analysis
A new sub-pixel map for image analysis

IWCIA'06 Proceedings of the 11th international conference on Combinatorial Image Analysis
The generation of 3d tree models by the integration of multi-sensor data

PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Intelligent spot detection for 2-DE gel image

PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
A novel merging criterion incorporating boundary smoothness and region homogeneity for image segmentation

PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Unsupervised texture segmentation based on watershed and a novel artificial immune antibody competitive network

PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
The persistent morse complex segmentation of a 3-manifold

3DPH'09 Proceedings of the 2009 international conference on Modelling the Physiological Human
Iterated graph cuts for image segmentation

ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Fusion of edge information in markov random fields region growing image segmentation

ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
An application for semi-automatic HPV typing of PCR-RFLP images

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Mass segmentation in mammograms based on improved level set and watershed algorithm

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Hand bone radiograph image segmentation with ROI merging

ACC'11/MMACTEE'11 Proceedings of the 13th IASME/WSEAS international conference on Mathematical Methods and Computational Techniques in Electrical Engineering conference on Applied Computing
Interval-Valued and Intuitionistic Fuzzy Mathematical Morphologies as Special Cases of $\mathbb{L}$-Fuzzy Mathematical Morphology

Journal of Mathematical Imaging and Vision
SMI 2012: Short Stable volumetric features in deformable shapes

Computers and Graphics
On using physical analogies for feature and shape extraction in computer vision

VoCS'08 Proceedings of the 2008 international conference on Visions of Computer Science: BCS International Academic Conference
2012 Special Issue: Enriched topological learning for cluster detection and visualization

Neural Networks
Distance maps from unthresholded magnitudes

Pattern Recognition
Spot detection for a 2-DE gel image using a slice tree with confidence evaluation

Mathematical and Computer Modelling: An International Journal
Unsupervised 2D gel electrophoresis image segmentation based on active contours

Pattern Recognition
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Artificial Intelligence in Medicine
An unbiased and intervoxel watershed algorithm for 3d image segmentation

ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part I
Automatic photoreceptor detection in in-vivo adaptive optics retinal images: statistical validation

ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
Eigen combination of colour and texture informations for image segmentation

ICISP'12 Proceedings of the 5th international conference on Image and Signal Processing
Object segmentation in video via graph cut built on superpixels

Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (II)
A color image segmentation algorithm by integrating watershed with region merging

RSKT'12 Proceedings of the 7th international conference on Rough Sets and Knowledge Technology
Fundamenta Morphologicae Mathematicae

Fundamenta Informaticae
Curve Evolution, Differential Morphology, and Distance Transforms Applied to Multiscale and Eikonal Problems

Fundamenta Informaticae
The Watershed Transform: Definitions, Algorithms and Parallelization Strategies

Fundamenta Informaticae
A generalized cracks simulation on 3D-meshes

NPH'06 Proceedings of the Second Eurographics conference on Natural Phenomena
Robust surface detection for variance comparison and dimensional measurement

EUROVIS'06 Proceedings of the Eighth Joint Eurographics / IEEE VGTC conference on Visualization
Background independent moving object segmentation using edge similarity measure

ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Fuzzy C-means clustering for segmenting carotid artery ultrasound images

ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
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ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Carotid artery image segmentation using modified spatial fuzzy c-means and ensemble clustering

Computer Methods and Programs in Biomedicine
A survey of graph theoretical approaches to image segmentation

Pattern Recognition
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ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
SEEDS: superpixels extracted via energy-driven sampling

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Detecting and tracking motion of myxococcus xanthus bacteria in swarms

MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Contrast enhancement in wavelet domain for graph-based segmentation in medical imaging

Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Analysis of Scalar Maps for the Segmentation of the Corpus Callosum in Diffusion Tensor Fields

Journal of Mathematical Imaging and Vision
Color image segmentation based on the block homogeneity

ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part I
The minimum barrier distance

Computer Vision and Image Understanding
GAS meter reading from real world images using a multi-net system

Pattern Recognition Letters
A Self-Organizing Feature Map (SOFM) model based on aggregate-ordering of local color vectors according to block similarity measures

Neurocomputing
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Computer Methods and Programs in Biomedicine
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MCV'12 Proceedings of the Second international conference on Medical Computer Vision: recognition techniques and applications in medical imaging
SOM and fuzzy based color image segmentation

Multimedia Tools and Applications
Breast mass contour segmentation algorithm in digital mammograms

Computer Methods and Programs in Biomedicine
Improving the stochastic watershed

Pattern Recognition Letters
Color-Aware regularization for gradient domain image manipulation

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part IV
Segmentation of neuronal nuclei based on clump splitting and a two-step binarization of images

Expert Systems with Applications: An International Journal
Recovering Relative Depth from Low-Level Features Without Explicit T-junction Detection and Interpretation

International Journal of Computer Vision
Morphologically-aware elimination of flat edges from a TIN

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Image Communication
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Efficient 2D and 3D watershed on graphics processing unit: block-asynchronous approaches based on cellular automata

Computers and Electrical Engineering
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Computers in Biology and Medicine
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Advances in Multimedia
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Applied Soft Computing
Performance divergence with data discrepancy: a review

Artificial Intelligence Review
Extreme Learning Machines for Feature Selection and Classification of Cocaine Dependent Patients on Structural MRI Data

Neural Processing Letters
A marker-based watershed method for X-ray image segmentation

Computer Methods and Programs in Biomedicine
Multi-objective image segmentation with an interactive evolutionary computation approach

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - Computational intelligence models for image processing and information reasoning

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Abstract

A fast and flexible algorithm for computing watersheds in digital gray-scale images is introduced. A review of watersheds and related motion is first presented, and the major methods to determine watersheds are discussed. The algorithm is based on an immersion process analogy, in which the flooding of the water in the picture is efficiently simulated using of queue of pixel. It is described in detail provided in a pseudo C language. The accuracy of this algorithm is proven to be superior to that of the existing implementations, and it is shown that its adaptation to any kind of digital grid and its generalization to n-dimensional images (and even to graphs) are straightforward. The algorithm is reported to be faster than any other watershed algorithm. Applications of this algorithm with regard to picture segmentation are presented for magnetic resonance (MR) imagery and for digital elevation models. An example of 3-D watershed is also provided.