Representing and Recognizing the Visual Appearance of Materials using Three-dimensional Textons
International Journal of Computer Vision
Shape Matching and Object Recognition Using Shape Contexts
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
"GrabCut": interactive foreground extraction using iterated graph cuts
ACM SIGGRAPH 2004 Papers
A Statistical Approach to Texture Classification from Single Images
International Journal of Computer Vision - Special Issue on Texture Analysis and Synthesis
Combining Top-Down and Bottom-Up Segmentation
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 4 - Volume 04
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Shape Matching and Object Recognition Using Low Distortion Correspondences
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
LOCUS: Learning Object Classes with Unsupervised Segmentation
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
A Hierarchical Field Framework for Unified Context-Based Classification
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Object Categorization by Learned Universal Visual Dictionary
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Boosting sex identification performance
IAAI'05 Proceedings of the 17th conference on Innovative applications of artificial intelligence - Volume 3
Multiscale conditional random fields for image labeling
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Sharing features: efficient boosting procedures for multiclass object detection
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
ACM SIGGRAPH 2006 Papers
ACM SIGGRAPH 2007 papers
Foundations and Trends® in Computer Graphics and Vision
Patch-based image classification through conditional random field model
Proceedings of the 3rd international conference on Mobile multimedia communications
On partial optimality in multi-label MRFs
Proceedings of the 25th international conference on Machine learning
Learning an Alphabet of Shape and Appearance for Multi-Class Object Detection
International Journal of Computer Vision
A survey of methods for image annotation
Journal of Visual Languages and Computing
Deformations, patches, and discriminative models for automatic annotation of medical radiographs
Pattern Recognition Letters
Multi-Class Segmentation with Relative Location Prior
International Journal of Computer Vision
Locating and Segmenting 3D Deformable Objects by Using Clusters of Contour Fragments
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
Semantic object classes in video: A high-definition ground truth database
Pattern Recognition Letters
Automatic player detection, labeling and tracking in broadcast soccer video
Pattern Recognition Letters
Learning Spatial Context: Using Stuff to Find Things
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Segmentation and Recognition Using Structure from Motion Point Clouds
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Localizing Objects with Smart Dictionaries
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Material-specific adaptation of color invariant features
Pattern Recognition Letters
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Learning to Combine Bottom-Up and Top-Down Segmentation
International Journal of Computer Vision
International Journal of Computer Vision
International Journal of Computer Vision
Robust Higher Order Potentials for Enforcing Label Consistency
International Journal of Computer Vision
Cue Integration for Urban Area Extraction in Remote Sensing Images
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Regional category parsing in undirected graphical models
Pattern Recognition Letters
Contextual classification of image patches with latent aspect models
Journal on Image and Video Processing - Special issue on patches in vision
Active Structured Learning for High-Speed Object Detection
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Label to region by bi-layer sparsity priors
MM '09 Proceedings of the 17th ACM international conference on Multimedia
IEEE Transactions on Information Technology in Biomedicine - Special section on biomedical informatics
Using visual context and region semantics for high-level concept detection
IEEE Transactions on Multimedia - Special issue on integration of context and content
Piecewise training for structured prediction
Machine Learning
Discriminative, Semantic Segmentation of Brain Tissue in MR Images
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
Local-driven semi-supervised learning with multi-label
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Hidden-concept driven image decomposition towards semi-supervised multi-label image annotation
Proceedings of the First International Conference on Internet Multimedia Computing and Service
International Journal of Computer Vision
Unsupervised Object Discovery: A Comparison
International Journal of Computer Vision
The Pascal Visual Object Classes (VOC) Challenge
International Journal of Computer Vision
A Hierarchical and Contextual Model for Aerial Image Parsing
International Journal of Computer Vision
The segmented and annotated IAPR TC-12 benchmark
Computer Vision and Image Understanding
Learning grasping points with shape context
Robotics and Autonomous Systems
Delving deeper into the whorl of flower segmentation
Image and Vision Computing
Object classification by fusing SVMs and Gaussian mixtures
Pattern Recognition
Conditional random fields for high-level part correlation analysis in images
SAMT'07 Proceedings of the semantic and digital media technologies 2nd international conference on Semantic Multimedia
MAP estimation of semi-metric MRFs via hierarchical graph cuts
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Proceedings of the ACM International Conference on Image and Video Retrieval
Falling snow motion estimation based on a semi-transparent and particle trajectory model
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Labelfaces: parsing facial features by multiclass labeling with an epitome prior
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Discriminative sparse representations for cervigram image segmentation
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Learning conditional random fields for classification of hyperspectral images
IEEE Transactions on Image Processing
Unified tag analysis with multi-edge graph
Proceedings of the international conference on Multimedia
Image segmentation with patch-pair density priors
Proceedings of the international conference on Multimedia
Guided informative image partitioning
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
What, where and how many? combining object detectors and CRFs
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Monocular 3D scene modeling and inference: understanding multi-object traffic scenes
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Graph cut based inference with co-occurrence statistics
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
A unified contour-pixel model for figure-ground segmentation
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
ACM Transactions on Intelligent Systems and Technology (TIST)
A fully automated approach to segmentation of irregularly shaped cellular structures in EM images
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part II
A conditional random field model for image parsing
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Cost-Sensitive Active Visual Category Learning
International Journal of Computer Vision
Content-based tag processing for Internet social images
Multimedia Tools and Applications
Improved Moves for Truncated Convex Models
The Journal of Machine Learning Research
Object class segmentation using reliable regions
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
A compositional exemplar-based model for hair segmentation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Segmentation via ncuts and lossy minimum description length: a unified approach
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Inference scene labeling by incorporating object detection with explicit shape model
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Deformable probability maps: Probabilistic shape and appearance-based object segmentation
Computer Vision and Image Understanding
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
Skeleton Search: Category-Specific Object Recognition and Segmentation Using a Skeletal Shape Model
International Journal of Computer Vision
Multimodal registration via spatial-context mutual information
IPMI'11 Proceedings of the 22nd international conference on Information processing in medical imaging
Multiple-instance learning with structured bag models
EMMCVPR'11 Proceedings of the 8th international conference on Energy minimization methods in computer vision and pattern recognition
Discriminative Models for Multi-Class Object Layout
International Journal of Computer Vision
Recursive Compositional Models for Vision: Description and Review of Recent Work
Journal of Mathematical Imaging and Vision
An Efficient Approach to Semantic Segmentation
International Journal of Computer Vision
A Bayesian approach for scene interpretation with integrated hierarchical structure
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Implicit scene context for object segmentation and classification
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Discriminative pathological context detection in thoracic images based on multi-level inference
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
Regionwise classification of building facade images
PIA'11 Proceedings of the 2011 ISPRS conference on Photogrammetric image analysis
Sparse patch-histograms for object classification in cluttered images
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Sub-sampling: Real-time vision for micro air vehicles
Robotics and Autonomous Systems
Contour-based object detection as dominant set computation
Pattern Recognition
Context-Aware Semi-Local Feature Detector
ACM Transactions on Intelligent Systems and Technology (TIST)
Image label completion by pursuing contextual decomposability
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Single-Histogram class models for image segmentation
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Semantic classification in aerial imagery by integrating appearance and height information
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Road image segmentation and recognition using hierarchical bag-of-textons method
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part I
Pedestrian image segmentation via shape-prior constrained random walks
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Leveraging social media for scalable object detection
Pattern Recognition
International Journal of Computational Vision and Robotics
Combining image-level and segment-level models for automatic annotation
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Annotated free-hand sketches for video retrieval using object semantics and motion
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Segmentation of objects in a detection window by Nonparametric Inhomogeneous CRFs
Computer Vision and Image Understanding
Object Recognition by Sequential Figure-Ground Ranking
International Journal of Computer Vision
Multi-modal region selection approach for training object detectors
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Image interpretation by combining ontologies and bayesian networks
SETN'12 Proceedings of the 7th Hellenic conference on Artificial Intelligence: theories and applications
LS-SVM based image segmentation using color and texture information
Journal of Visual Communication and Image Representation
Orientation-aware scene understanding for mobile cameras
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Label-to-region with continuity-biased bi-layer sparsity priors
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Joint Optimization for Object Class Segmentation and Dense Stereo Reconstruction
International Journal of Computer Vision
Stel Component Analysis: Joint Segmentation, Modeling and Recognition of Objects Classes
International Journal of Computer Vision
Joint semantic segmentation by searching for compatible-competitive references
Proceedings of the 20th ACM international conference on Multimedia
Proceedings of the 20th ACM international conference on Multimedia
Color texture segmentation based on image pixel classification
Engineering Applications of Artificial Intelligence
Cascaded classification of high resolution remote sensing images using multiple contexts
Information Sciences: an International Journal
Real-time human pose recognition in parts from single depth images
Communications of the ACM
Combining per-frame and per-track cues for multi-person action recognition
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
Unsupervised discovery of mid-level discriminative patches
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
On learning higher-order consistency potentials for multi-class pixel labeling
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Annotation propagation in large image databases via dense image correspondence
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Supervised geodesic propagation for semantic label transfer
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
PATCHMATCHGRAPH: building a graph of dense patch correspondences for label transfer
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Beyond the line of sight: labeling the underlying surfaces
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Scene semantics from long-term observation of people
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Local label descriptor for example based semantic image labeling
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Segmentation and classification of objects with implicit scene context
Proceedings of the 15th international conference on Theoretical Foundations of Computer Vision: outdoor and large-scale real-world scene analysis
Relating things and stuff by high-order potential modeling
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Semantic image segmentation using visible and near-infrared channels
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Rapid image segmentation using color, texture and syntactic visual features
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
International Journal of Computer Vision
Context enhanced graphical model for object localization in medical images
MCV'12 Proceedings of the Second international conference on Medical Computer Vision: recognition techniques and applications in medical imaging
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Joint kernel learning for supervised image segmentation
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Inference Methods for CRFs with Co-occurrence Statistics
International Journal of Computer Vision
DARWIN: a framework for machine learning and computer vision research and development
The Journal of Machine Learning Research
Projective analysis for 3D shape segmentation
ACM Transactions on Graphics (TOG)
Object class detection: A survey
ACM Computing Surveys (CSUR)
Consensus strategy for clustering using RC-images
Pattern Recognition
Active learning with multi-label SVM classification
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Sparse reconstruction for weakly supervised semantic segmentation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Multi-view embedding learning for incompletely labeled data
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
New color GPHOG descriptors for object and scene image classification
Machine Vision and Applications
Efficient semantic image segmentation with multi-class ranking prior
Computer Vision and Image Understanding
QuMinS: Fast and scalable querying, mining and summarizing multi-modal databases
Information Sciences: an International Journal
Image annotation by modeling Supporting Region Graph
Applied Intelligence
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This paper proposes a new approach to learning a discriminative model of object classes, incorporating appearance, shape and context information efficiently. The learned model is used for automatic visual recognition and semantic segmentation of photographs. Our discriminative model exploits novel features, based on textons, which jointly model shape and texture. Unary classification and feature selection is achieved using shared boosting to give an efficient classifier which can be applied to a large number of classes. Accurate image segmentation is achieved by incorporating these classifiers in a conditional random field. Efficient training of the model on very large datasets is achieved by exploiting both random feature selection and piecewise training methods. High classification and segmentation accuracy are demonstrated on three different databases: i) our own 21-object class database of photographs of real objects viewed under general lighting conditions, poses and viewpoints, ii) the 7-class Corel subset and iii) the 7-class Sowerby database used in [1]. The proposed algorithm gives competitive results both for highly textured (e.g. grass, trees), highly structured (e.g. cars, faces, bikes, aeroplanes) and articulated objects (e.g. body, cow).