Efficient Graph-Based Image Segmentation

Authors:
Pedro F. Felzenszwalb;Daniel P. Huttenlocher
Affiliations:
Artificial Intelligence Lab, Massachusetts Institute of Technology. pff@ai.mit.edu;Computer Science Department, Cornell University. dph@cs.cornell.edu
Venue:
International Journal of Computer Vision
Year:
2004

Citing 13
Cited 424

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Natural image segmentation with adaptive texture and boundary encoding

ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Automatic image inpainting by heuristic texture and structure completion

MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
3D thumbnails for mobile media browser interface with autostereoscopic displays

MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Visual saliency based object tracking

ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Multicue graph mincut for image segmentation

ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Towards plenoptic raumzeit reconstruction

Proceedings of the 2010 international conference on Video Processing and Computational Video
Two algorithms for motion estimation from alternate exposure images

Proceedings of the 2010 international conference on Video Processing and Computational Video
Recovering depth map from video with moving objects

PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Semantic parsing of street scenes from video

International Journal of Robotics Research
Time series case based reasoning for image categorisation

ICCBR'11 Proceedings of the 19th international conference on Case-Based Reasoning Research and Development
Combining image-level and segment-level models for automatic annotation

MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Towards category-based aesthetic models of photographs

MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Colorization using quaternion algebra with automatic scribble generation

MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Content based image retrieval using bag-of-regions

MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
A model for the qualitative description of images based on visual and spatial features

Computer Vision and Image Understanding
Bimanual marking menu for near surface interactions

Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Hypergraph-based image retrieval for graph-based representation

Pattern Recognition
Visual detection of lintel-occluded doors by integrating multiple cues using a data-driven Markov chain Monte Carlo process

Robotics and Autonomous Systems
MDS-based segmentation model for the fusion of contour and texture cues in natural images

Computer Vision and Image Understanding
Surface Sulfur Detection via Remote Sensing and Onboard Classification

ACM Transactions on Intelligent Systems and Technology (TIST)
Visual graph modeling for scene recognition and mobile robot localization

Multimedia Tools and Applications
Segmentation-based multi-class semantic object detection

Multimedia Tools and Applications
Mid-level features and spatio-temporal context for activity recognition

Pattern Recognition
Intrinsic Images by Clustering

Computer Graphics Forum
A graph based approach for heterogeneous document 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)
Region based on object recognition in 3d scenes

IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Image segmentation with BYY-RPCL framework

IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Real-time object detection and localization with SIFT-based clustering

Image and Vision Computing
Analysis of adductors angle measurement in Hammersmith infant neurological examinations using mean shift segmentation and feature point based object tracking

Computers in Biology and Medicine
Quality prediction for image completion

ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Lightweight binocular facial performance capture under uncontrolled lighting

ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Image segmentation using Atanassov's intuitionistic fuzzy sets

Expert Systems with Applications: An International Journal
Label-to-region with continuity-biased bi-layer sparsity priors

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Object-based image retrieval with kernel on adjacency matrix and local combined features

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Interactive product image search with complex scenes

Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Stone weathering in a photograph

EGSR'11 Proceedings of the Twenty-second Eurographics conference on Rendering
Motion Coherent Tracking Using Multi-label MRF Optimization

International Journal of Computer Vision
Object Detection using Geometrical Context Feedback

International Journal of Computer Vision
Multi-nature hierarchical approach for natural image segmentation with pattern refinement feedback

Neurocomputing
Granule-view based feature extraction and classification approach to color image segmentation in a manifold space

Neurocomputing
Combining boundary and region features inside the combinatorial pyramid for topology-preserving perceptual image segmentation

Pattern Recognition Letters
Query-adaptive shape topic mining for hand-drawn sketch recognition

Proceedings of the 20th ACM international conference on Multimedia
IMShare: instantly sharing your mobile landmark images by search-based reconstruction

Proceedings of the 20th ACM international conference on Multimedia
Game design guided by visual attention

ICEC'07 Proceedings of the 6th international conference on Entertainment Computing
Video object cosegmentation

Proceedings of the 20th ACM international conference on Multimedia
Depth estimation for semi-automatic 2D to 3D conversion

Proceedings of the 20th ACM international conference on Multimedia
Multispectral piecewise planar stereo using Manhattan-world assumption

Pattern Recognition Letters
Spreading algorithm for efficient vegetation detection in cluttered outdoor environments

Robotics and Autonomous Systems
A survey of graph theoretical approaches to image segmentation

Pattern Recognition
Water region detection supporting ship identification in port surveillance

ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
Graph degree linkage: agglomerative clustering on a directed graph

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Free hand-drawn sketch segmentation

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Learning domain knowledge for façade labelling

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
TriCoS: a tri-level class-discriminative co-segmentation method for image classification

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Grain segmentation of 3d superalloy images using multichannel EWCVT under human annotation constraints

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Evaluation of image segmentation quality by adaptive ground truth composition

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Scene semantics from long-term observation of people

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Streaming hierarchical video segmentation

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Co-inference for multi-modal scene analysis

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Connecting missing links: object discovery from sparse observations using 5 million product images

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

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Segmentation propagation in imagenet

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Far-Field terrain perception using max-margin markov networks

ICIRA'12 Proceedings of the 5th international conference on Intelligent Robotics and Applications - Volume Part III
Finding people using scale, rotation and articulation invariant matching

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Automatic exposure correction of consumer photographs

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Joint spatio-temporal depth features fusion framework for 3d structure estimation in urban environment

ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Real-time plane segmentation and obstacle detection of 3d point clouds for indoor scenes

ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Combining monocular geometric cues with traditional stereo cues for consumer camera stereo

ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Semantic road segmentation via multi-scale ensembles of learned features

ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Graph mining for object tracking in videos

ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Visual saliency detection with center shift

Neurocomputing
A self-adaptive segmentation method by fusion of multi-color space components

AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Rapid image segmentation using color, texture and syntactic visual features

AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Dense depth maps from sparse models and image coherence for augmented reality

Proceedings of the 18th ACM symposium on Virtual reality software and technology
An evolutionary and graph-based method for image segmentation

PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
Neti Neti: in search of deity

Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
3DTV view generation with virtual pan/tilt/zoom functionality

Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
A Bayes filter based adaptive floor segmentation with homography and appearance cues

Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Monocular visual odometry and obstacle detection system based on ground constraints

ICSR'12 Proceedings of the 4th international conference on Social Robotics
A hierarchical image segmentation algorithm based on an observation scale

SSPR'12/SPR'12 Proceedings of the 2012 Joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Similar region contrast based salient object detection

CVM'12 Proceedings of the First international conference on Computational Visual Media
Global contrast of superpixels based salient region detection

CVM'12 Proceedings of the First international conference on Computational Visual Media
Salient object detection: From pixels to segments

Image and Vision Computing
A Self-adaptive ASIFT-SH method

Advanced Engineering Informatics
Automatic registration of large-scale multi-sensor datasets

ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part II
Middle-Level representation for human activities recognition: the role of spatio-temporal relationships

ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Detecting regions from single scale edges

ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Pre-attention cues for person detection

COST'11 Proceedings of the 2011 international conference on Cognitive Behavioural Systems
Superparsing

International Journal of Computer Vision
Causes and subjective evaluation of blurriness in video frames

Image Communication
Video abstraction based on the visual attention model and online clustering

Image Communication
Orthogonal design of experiments for parameter learning in image segmentation

Signal Processing
Desynchronization attacks resilient image watermarking scheme based on global restoration and local embedding

Neurocomputing
Fuzzy clustering algorithms with self-tuning non-local spatial information for image segmentation

Neurocomputing
Qualitative distances and qualitative image descriptions for representing indoor scenes in robotics

Pattern Recognition Letters
Part-based object detection into a hierarchy of image segmentations combining color and topology

Pattern Recognition Letters
Toward parts-based scene understanding with pixel-support parts-sparse pictorial structures

Pattern Recognition Letters
A genetic algorithm for color image segmentation

EvoApplications'13 Proceedings of the 16th European conference on Applications of Evolutionary Computation
SOM and fuzzy based color image segmentation

Multimedia Tools and Applications
Getting the look: clothing recognition and segmentation for automatic product suggestions in everyday photos

Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
STV-based video feature processing for action recognition

Signal Processing
Modeling how people extract color themes from images

Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Image storage, retrieval, compression and segmentation in a quantum system

Quantum Information Processing
A region-centered topic model for object discovery and category-based image segmentation

Pattern Recognition
A Swarm Intelligence inspired algorithm for contour detection in images

Applied Soft Computing
Saliency detection using joint spatial-color constraint and multi-scale segmentation

Journal of Visual Communication and Image Representation
Semantic segmentation with millions of features: integrating multiple cues in a combined random forest approach

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Knowledge leverage from contours to bounding boxes: a concise approach to annotation

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Efficient pixel-grouping based on dempster's theory of evidence for image segmentation

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Video segmentation with superpixels

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Video co-segmentation

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Dynamic objectness for adaptive tracking

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Detecting changes in images of street scenes

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part IV
Class-Specified segmentation with multi-scale superpixels

ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume Part I
Transforming cluster-based segmentation for use in OpenVL by mainstream developers

ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume Part I
Learning visual object models on a robot using context and appearance cues

Proceedings of the 2013 international conference on Autonomous agents and multi-agent systems
Depth synthesis and local warps for plausible image-based navigation

ACM Transactions on Graphics (TOG)
Dense subgraph mining with a mixed graph model

Pattern Recognition Letters
Shape priors extraction and application for geodesic distance transforms in images and videos

Pattern Recognition Letters
3D from looking: using wearable gaze tracking for hands-free and feedback-free object modelling

Proceedings of the 2013 International Symposium on Wearable Computers
Depth recovery from a single defocused image based on depth locally consistency

Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Spectral-spatial classification of hyperspectral imagery based on Random Forests

Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Disparity-based space-variant image deblurring

Image Communication
Comparative study of segmentation methods for tree leaves extraction

Proceedings of the International Workshop on Video and Image Ground Truth in Computer Vision Applications
Robust text and drawing segmentation algorithm for historical documents

Proceedings of the 2nd International Workshop on Historical Document Imaging and Processing
Inference Methods for CRFs with Co-occurrence Statistics

International Journal of Computer Vision
A finite mixture model for detail-preserving image segmentation

Signal Processing
Homography based Monocular Dense Reconstruction for a Mobile Robot

Proceedings of Conference on Advances In Robotics
Mesh saliency with global rarity

Graphical Models
Multiscale Symmetric Part Detection and Grouping

International Journal of Computer Vision
Selective Search for Object Recognition

International Journal of Computer Vision
Predicting where we look from spatiotemporal gaps

Proceedings of the 15th ACM on International conference on multimodal interaction
Break and conquer: efficient correlation clustering for image segmentation

SIMBAD'13 Proceedings of the Second international conference on Similarity-Based Pattern Recognition
Automatic 3d reconstruction of transfemoral residual limb from MRI images

DHM'13 Proceedings of the 4th international conference on Digital Human Modeling and Applications in Health, Safety, Ergonomics, and Risk Management: human body modeling and ergonomics - Volume Part II
Unsupervised Natural Image Segmentation via Bayesian Ying-Yang Harmony Learning Theory

Neurocomputing
Efficient reconstruction, decomposition and editing for spatially-varying reflectance data

Proceedings of Graphics Interface 2013
An interactive personalized video summarization based on sketches

Proceedings of the 12th ACM SIGGRAPH International Conference on Virtual-Reality Continuum and Its Applications in Industry
Letters: Background contrast based salient region detection

Neurocomputing
Efficient segmentation of leaves in semi-controlled conditions

Machine Vision and Applications
Agriculture satellite image segmentation using a modified artificial Hopfield neural network

Computers in Human Behavior
ObjectPatchNet: Towards scalable and semantic image annotation and retrieval

Computer Vision and Image Understanding
Tag-Saliency: Combining bottom-up and top-down information for saliency detection

Computer Vision and Image Understanding
Learning of perceptual grouping for object segmentation on RGB-D data

Journal of Visual Communication and Image Representation
Object segmentation and classification using 3-D range camera

Journal of Visual Communication and Image Representation
Fusion of 3D-LIDAR and camera data for scene parsing

Journal of Visual Communication and Image Representation
Special Section on CAD/Graphics 2013: Confidence-driven image co-matting

Computers and Graphics
Optimized graph-based segmentation for ultrasound images

Neurocomputing
Salient object detection based on regions

Multimedia Tools and Applications
Probabilistic Joint Image Segmentation and Labeling by Figure-Ground Composition

International Journal of Computer Vision
Efficient semantic image segmentation with multi-class ranking prior

Computer Vision and Image Understanding
Special Section on Graphics Interface: Non-parametric modeling and editing for captured SVBRDF

Computers and Graphics
Optimal-selection-based suppressed fuzzy c-means clustering algorithm with self-tuning non local spatial information for image segmentation

Expert Systems with Applications: An International Journal
Object search using object co-occurrence relations derived from web content mining

Intelligent Service Robotics
Frequency-based underwater terrain segmentation

Autonomous Robots
Depth sculpturing for 2D paintings: A progressive depth map completion framework

Journal of Visual Communication and Image Representation
Saliency-guided improvement for hand posture detection and recognition

Neurocomputing
SalientShape: group saliency in image collections

The Visual Computer: International Journal of Computer Graphics
Color boosted visual saliency detection and its application to image classification

Multimedia Tools and Applications
Shape from Sharp and Motion-Blurred Image Pair

International Journal of Computer Vision
Approximating functions on a mesh with restricted Voronoï diagrams

SGP '13 Proceedings of the Eleventh Eurographics/ACMSIGGRAPH Symposium on Geometry Processing

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Abstract

This paper addresses the problem of segmenting an image into regions. We define a predicate for measuring the evidence for a boundary between two regions using a graph-based representation of the image. We then develop an efficient segmentation algorithm based on this predicate, and show that although this algorithm makes greedy decisions it produces segmentations that satisfy global properties. We apply the algorithm to image segmentation using two different kinds of local neighborhoods in constructing the graph, and illustrate the results with both real and synthetic images. The algorithm runs in time nearly linear in the number of graph edges and is also fast in practice. An important characteristic of the method is its ability to preserve detail in low-variability image regions while ignoring detail in high-variability regions.