Foundations and Trends® in Computer Graphics and Vision
Multistrategical image classification for image data mining
Proceedings of the 8th international workshop on Multimedia data mining: (associated with the ACM SIGKDD 2007)
On the Design of Cascades of Boosted Ensembles for Face Detection
International Journal of Computer Vision
Detection and recognition of contour parts based on shape similarity
Pattern Recognition
Learning an Alphabet of Shape and Appearance for Multi-Class Object Detection
International Journal of Computer Vision
MICCAI '08 Proceedings of the 11th international conference on Medical Image Computing and Computer-Assisted Intervention - Part I
Dynamic Model-Driven Quantitative and Visual Evaluation of the Aortic Valve from 4D CT
MICCAI '08 Proceedings of the 11th international conference on Medical Image Computing and Computer-Assisted Intervention - Part I
AutoGate: Fast and Automatic Doppler Gate Localization in B-Mode Echocardiogram
MICCAI '08 Proceedings of the 11th International Conference on Medical Image Computing and Computer-Assisted Intervention, Part II
FIMH '09 Proceedings of the 5th International Conference on Functional Imaging and Modeling of the Heart
Face Gender Classification on Consumer Images in a Multiethnic Environment
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Semi Supervised Image Spam Hunter: A Regularized Discriminant EM Approach
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Fast and Robust 3-D MRI Brain Structure Segmentation
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
Personalized Modeling and Assessment of the Aortic-Mitral Coupling from 4D TEE and CT
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part I
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part I
Fast Automatic Segmentation of the Esophagus from 3D CT Data Using a Probabilistic Model
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part I
Joint sulci detection using graphical models and boosted priors
IPMI'07 Proceedings of the 20th international conference on Information processing in medical imaging
Segmentation of sub-cortical structures by the graph-shifts algorithm
IPMI'07 Proceedings of the 20th international conference on Information processing in medical imaging
Hierarchical detection of multiple organs using boosted features
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
Multistrategical approach in visual learning
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Towards whole brain segmentation by a hybrid model
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention
Automatic fetal measurements in ultrasound using constrained probabilistic boosting tree
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention
Object category recognition using generative template boosting
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Detection and segmentation of pathological structures by the extended graph-shifts algorithm
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Detecting object boundaries using low-, mid-, and high-level information
Computer Vision and Image Understanding
Detection and retrieval of cysts in joint ultrasound B-mode and elasticity breast images
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Using needle detection and tracking for motion compensation in abdominal interventions
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Learning-based 3D myocardial motion flow estimation using high frame rate volumetric ultrasound data
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Consensus of ambiguity: theory and application of active learning for biomedical image analysis
PRIB'10 Proceedings of the 5th IAPR international conference on Pattern recognition in bioinformatics
Fast automatic detection of calcified coronary lesions in 3d cardiac CT images
MLMI'10 Proceedings of the First international conference on Machine learning in medical imaging
Fast and automatic heart isolation in 3D CT volumes: optimal shape initialization
MLMI'10 Proceedings of the First international conference on Machine learning in medical imaging
Patient-specific modeling of the heart: applications to cardiovascular disease management
STACOM'10/CESC'10 Proceedings of the First international conference on Statistical atlases and computational models of the heart, and international conference on Cardiac electrophysiological simulation challenge
Volumetric myocardial mechanics from 3D+t ultrasound data with multi-model tracking
STACOM'10/CESC'10 Proceedings of the First international conference on Statistical atlases and computational models of the heart, and international conference on Cardiac electrophysiological simulation challenge
A comprehensive approach to image spam detection: from server to client solution
IEEE Transactions on Information Forensics and Security
Graph based interactive detection of curve structures in 2D fluoroscopy
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part III
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part III
Complete valvular heart apparatus model from 4D cardiac CT
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
Cardiac anchoring in MRI through context modeling
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
Cross-modality assessment and planning for pulmonary trunk treatment using CT and MRI imaging
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
Computational decision support for percutaneous aortic valve implantation
MIAR'10 Proceedings of the 5th international conference on Medical imaging and augmented reality
MCV'10 Proceedings of the 2010 international MICCAI conference on Medical computer vision: recognition techniques and applications in medical imaging
FIMH'11 Proceedings of the 6th international conference on Functional imaging and modeling of the heart
Entangled decision forests and their application for semantic segmentation of CT images
IPMI'11 Proceedings of the 22nd international conference on Information processing in medical imaging
Representing and recognizing objects with massive local image patches
Pattern Recognition
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Robust and fast contrast inflow detection for 2D X-ray fluoroscopy
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Combined cardiac and respiratory motion compensation for atrial fibrillation ablation procedures
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part I
Automatic contrast phase estimation in CT volumes
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
Automatic multi-organ segmentation using learning-based segmentation and level set optimization
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
Automatic view planning for cardiac MRI acquisition
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
Multi-stage learning for robust lung segmentation in challenging CT volumes
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part III
Segmentation based features for lymph node detection from 3-D chest CT
MLMI'11 Proceedings of the Second international conference on Machine learning in medical imaging
Accurate regression-based 4D mitral valve surface reconstruction from 2D+t MRI slices
MLMI'11 Proceedings of the Second international conference on Machine learning in medical imaging
Interactive 2D and volume image segmentation using level sets of probabilities
SIGGRAPH Asia 2011 Sketches
A learning based algorithm for automatic extraction of the cortical sulci
MICCAI'06 Proceedings of the 9th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Hierarchical part-based detection of 3d flexible tubes: application to CT colonoscopy
MICCAI'06 Proceedings of the 9th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
A learning based approach for 3d segmentation and colon detagging
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Using a boosted tree classifier for text segmentation in hand-annotated documents
Pattern Recognition Letters
On the effects of normalization in adaptive MRF hierarchies
CompIMAGE'10 Proceedings of the Second international conference on Computational Modeling of Objects Represented in Images
Learning class-specific edges for object detection and segmentation
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Probabilistic cascade random fields for man-made structure detection
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Foundations and Trends® in Computer Graphics and Vision
Object categorization with sketch representation and generalized samples
Pattern Recognition
International Journal of Computer Vision
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Real time assistance for stent positioning and assessment by self-initialized tracking
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Evaluating segmentation error without ground truth
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
Hemodynamic assessment of pre- and post-operative aortic coarctation from MRI
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
Progressive image registration based on probability boosting tree
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Automatic heart isolation in 3d CT images
MCV'12 Proceedings of the Second international conference on Medical Computer Vision: recognition techniques and applications in medical imaging
A cascade learning method for liver lesion detection in CT images
MCV'12 Proceedings of the Second international conference on Medical Computer Vision: recognition techniques and applications in medical imaging
STACOM'12 Proceedings of the third international conference on Statistical Atlases and Computational Models of the Heart: imaging and modelling challenges
Learning to question: leveraging user preferences for shopping advice
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Computer Vision and Image Understanding
Statistical shape model for manifold regularization: Gleason grading of prostate histology
Computer Vision and Image Understanding
Hierarchical discriminative framework for detecting tubular structures in 3D images
IPMI'13 Proceedings of the 23rd international conference on Information Processing in Medical Imaging
Rapid multi-organ segmentation using context integration and discriminative models
IPMI'13 Proceedings of the 23rd international conference on Information Processing in Medical Imaging
Detecting People Looking at Each Other in Videos
International Journal of Computer Vision
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In this paper, a new learning framework驴probabilistic boosting-tree (PBT), is proposed for learning two-class and multi-class discriminative models. In the learning stage, the probabilistic boosting-tree automatically constructs a tree in which each node combines a number of weak classifiers (evidence, knowledge) into a strong classifier (a conditional posterior probability). It approaches the target posterior distribution by data augmentation (tree expansion) through a divide-and-conquer strategy. In the testing stage, the conditional probability is computed at each tree node based on the learned classifier, which guides the probability propagation in its sub-trees. The top node of the tree therefore outputs the overall posterior probability by integrating the probabilities gathered from its sub-trees. Also, clustering is naturally embedded in the learning phase and each sub-tree represents a cluster of certain level. The proposed framework is very general and it has interesting connections to a number of existing methods such as the A* algorithm, decision tree algorithms, generative models, and cascade approaches. In this paper, we show the applications of PBT for classification, detection, object recognition. We have also applied the framework in segmentation.