Segmentation versus object representation—are they separable?
Analysis and interpretation of range images
Segmentation of range images as the search for geometric parametric models
International Journal of Computer Vision
Face Recognition by Elastic Bunch Graph Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multidimensional Morphable Models: A Framework for Representing and Matching Object Classes
International Journal of Computer Vision
Feature Detection with Automatic Scale Selection
International Journal of Computer Vision
A Trainable System for Object Detection
International Journal of Computer Vision - special issue on learning and vision at the center for biological and computational learning, Massachusetts Institute of Technology
Example-Based Object Detection in Images by Components
IEEE Transactions on Pattern Analysis and Machine Intelligence
Mean Shift: A Robust Approach Toward Feature Space Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Saliency, Scale and Image Description
International Journal of Computer Vision
Contour and Texture Analysis for Image Segmentation
International Journal of Computer Vision
Mean Shift, Mode Seeking, and Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape Matching and Object Recognition Using Shape Contexts
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Probabilistic Approach to Object Recognition Using Local Photometry and Global Geometry
ECCV '98 Proceedings of the 5th European Conference on Computer Vision-Volume II - Volume II
ECCV '98 Proceedings of the 5th European Conference on Computer Vision-Volume II - Volume II
Learning to Parse Pictures of People
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Class-Specific, Top-Down Segmentation
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part II
Normalized Cuts and Image Segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Combining greyvalue invariants with local constraints for object recognition
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Fusion of Global and Local Information for Object Detection
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 3 - Volume 3
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Model-Based Matching by Linear Combinations of Prototypes
Model-Based Matching by Linear Combinations of Prototypes
Unsupervised learning of models for object recognition
Unsupervised learning of models for object recognition
Selection of Scale-Invariant Parts for Object Class Recognition
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Image Parsing: Unifying Segmentation, Detection, and Recognition
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
A Bayesian Approach to Unsupervised One-Shot Learning of Object Categories
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Object Detection Using the Statistics of Parts
International Journal of Computer Vision
Robust Real-Time Face Detection
International Journal of Computer Vision
Matching Widely Separated Views Based on Affine Invariant Regions
International Journal of Computer Vision
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Pictorial Structures for Object Recognition
International Journal of Computer Vision
Convolutional Face Finder: A Neural Architecture for Fast and Robust Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning to Detect Objects in Images via a Sparse, Part-Based Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
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
A Sparse Object Category Model for Efficient Learning and Exhaustive Recognition
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Pedestrian Detection in Crowded Scenes
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Histograms of Oriented Gradients for Human Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Object Class Recognition Using Multiple Layer Boosting with Heterogeneous Features
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
A Performance Evaluation of Local Descriptors
IEEE Transactions on Pattern Analysis and Machine Intelligence
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
Local Features for Object Class Recognition
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
A Comparison of Affine Region Detectors
International Journal of Computer Vision
Multiclass Object Recognition with Sparse, Localized Features
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
International Journal of Computer Vision
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
The 2005 PASCAL visual object classes challenge
MLCW'05 Proceedings of the First international conference on Machine Learning Challenges: evaluating Predictive Uncertainty Visual Object Classification, and Recognizing Textual Entailment
Improving a discriminative approach to object recognition using image patches
PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition
3D Urban Scene Modeling Integrating Recognition and Reconstruction
International Journal of Computer Vision
The DIRAC AWEAR audio-visual platform for detection of unexpected and incongruent events
ICMI '08 Proceedings of the 10th international conference on Multimodal interfaces
Shape Based Detection and Top-Down Delineation Using Image Segments
International Journal of Computer Vision
Using Multi-view Recognition and Meta-data Annotation to Guide a Robot's Attention
International Journal of Robotics Research
Boosting Shift-Invariant Features
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Active Structured Learning for High-Speed Object Detection
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Shape-from-recognition: Recognition enables meta-data transfer
Computer Vision and Image Understanding
POSIT: Part-based object segmentation without intensive training
Pattern Recognition
Multi-level Ground Glass Nodule Detection and Segmentation in CT Lung Images
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
Consistent Interpretation of Image Sequences to Improve Object Models on the Fly
ICVS '09 Proceedings of the 7th International Conference on Computer Vision Systems: Computer Vision Systems
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Spatial Configuration of Local Shape Features for Discriminative Object Detection
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Localizing and recognizing action unit using position information of local feature
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Navigation through urban environments by visual perception and interaction
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Moving obstacle detection in highly dynamic scenes
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Proceedings of the international conference on Multimedia information retrieval
On-road vehicle detection by cascaded classifiers
Proceedings of the Third Annual ACM Bangalore Conference
Tutor-based learning of visual categories using different levels of supervision
Computer Vision and Image Understanding
A framework for visual-context-aware object detection in still images
Computer Vision and Image Understanding
Color image segmentation to the RGB and HSI model based on region growing algorithm
CEA'10 Proceedings of the 4th WSEAS international conference on Computer engineering and applications
Mining families of features for efficient object detection
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Learning contextual rules for priming object categories in images
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Measuring conceptual relation of visual words for visual categorization
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Proceedings of the international conference on Multimedia
Orientation invariant 3D object classification using hough transform based methods
Proceedings of the ACM workshop on 3D object retrieval
Human pose estimation with implicit shape models
Proceedings of the first ACM international workshop on Analysis and retrieval of tracked events and motion in imagery streams
Backprojection revisited: scalable multi-view object detection and similarity metrics for detections
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Voting by grouping dependent parts
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Category independent object proposals
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Recursive coarse-to-fine localization for fast object detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Hough transform and 3D SURF for robust three dimensional classification
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Object Detection and Tracking for Autonomous Navigation in Dynamic Environments
International Journal of Robotics Research
Tracking people in broadcast sports
Proceedings of the 32nd DAGM conference on Pattern recognition
Efficient object detection using orthogonal NMF descriptor hierarchies
Proceedings of the 32nd DAGM conference on Pattern recognition
Automatic detection and segmentation of axillary lymph nodes
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
VIRaL: Visual Image Retrieval and Localization
Multimedia Tools and Applications
Discriminative Generalized Hough transform for localization of joints in the lower extremities
Computer Science - Research and Development
Action recognition with appearance-motion features and fast search trees
Computer Vision and Image Understanding
Towards a more discriminative and semantic visual vocabulary
Computer Vision and Image Understanding
Learning spatio-temporal dependency of local patches for complex motion segmentation
Computer Vision and Image Understanding
EURASIP Journal on Advances in Signal Processing - Special issue on biologically inspired signal processing: analyses, algorithms and applications
Iterative training of discriminative models for the generalized hough transform
MCV'10 Proceedings of the 2010 international MICCAI conference on Medical computer vision: recognition techniques and applications in medical imaging
Unsupervised moving object detection with on-line generalized hough transform
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Mining Layered Grammar Rules for Action Recognition
International Journal of Computer Vision
Fast object detection using steiner tree
Machine Graphics & Vision International Journal
Fast PRISM: Branch and Bound Hough Transform for Object Class Detection
International Journal of Computer Vision
Using fourier descriptors and spatial models for traffic sign recognition
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Video analytics solution for tracking customer locations in retail shopping malls
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-class object detection with hough forests using local histograms of visual words
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Automatic occlusion removal from facades for 3D urban reconstruction
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Text-based CAPTCHA strengths and weaknesses
Proceedings of the 18th ACM conference on Computer and communications security
Real-time human action search using random forest based hough voting
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multiclass object detection by combining local appearances and context
MM '11 Proceedings of the 19th ACM international conference on Multimedia
International Journal of Computer Vision
Accurate Object Recognition with Shape Masks
International Journal of Computer Vision
On-line inverse multiple instance boosting for classifier grids
Pattern Recognition Letters
Detection of lounging people with a mobile robot companion
ICIRA'11 Proceedings of the 4th international conference on Intelligent Robotics and Applications - Volume Part II
Retrieval of multiple instances of objects in videos
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
SLAR (simultaneous localization and recognition) framework for smart CBIR
PerMIn'12 Proceedings of the First Indo-Japan conference on Perception and Machine Intelligence
On collaborative people detection and tracking in complex scenarios
Image and Vision Computing
Robotic object detection: learning to improve the classifiers using sparse graphs for path planning
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Object Recognition by Sequential Figure-Ground Ranking
International Journal of Computer Vision
A Review of Codebook Models in Patch-Based Visual Object Recognition
Journal of Signal Processing Systems
Shape-Based Object Detection via Boundary Structure Segmentation
International Journal of Computer Vision
Exploring two spaces with one feature: kernelized multidimensional modeling of visual alphabets
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Real-time object detection and localization with SIFT-based clustering
Image and Vision Computing
Evaluating a color-based active basis model for object recognition
Computer Vision and Image Understanding
Evolutionary Hough Games for coherent object detection
Computer Vision and Image Understanding
Evaluation of Three Vision Based Object Perception Methods for a Mobile Robot
Journal of Intelligent and Robotic Systems
Recognizing ingredients at cutting process by integrating multimodal features
Proceedings of the ACM multimedia 2012 workshop on Multimedia for cooking and eating activities
Predicting human activities using spatio-temporal structure of interest points
Proceedings of the 20th ACM international conference on Multimedia
Viewpoint-aware object detection and continuous pose estimation
Image and Vision Computing
Multiple human tracking in high-density crowds
Image and Vision Computing
From meaningful contours to discriminative object shape
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Monocular object detection using 3d geometric primitives
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Hough regions for joining instance localization and segmentation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Latent hough transform for object detection
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Propagative hough voting for human activity recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
3D2PM - 3d deformable part models
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
An introduction to random forests for multi-class object detection
Proceedings of the 15th international conference on Theoretical Foundations of Computer Vision: outdoor and large-scale real-world scene analysis
Reordering video shots for event classification using bag-of-words models and string kernels
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Web-enhanced object category learning for domestic robots
Intelligent Service Robotics
Accurate single image multi-modal camera pose estimation
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part II
Computers and Electronics in Agriculture
Robust Duplicate Detection of 2D and 3D Objects
International Journal of Multimedia Data Engineering & Management
Random Forests for Real Time 3D Face Analysis
International Journal of Computer Vision
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
Interactive object modelling based on piecewise planar surface patches
Computer Vision and Image Understanding
Direct modeling of image keypoints distribution through copula-based image signatures
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Arbitrary-Shape object localization using adaptive image grids
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Class-Specific weighted dominant orientation templates for object detection
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Online multi-target tracking by large margin structured learning
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Combining fast extracted edge descriptors and feature sharing for rapid object detection
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Journal of Information Science
Detecting start and end times of object-handlings on a table by fusion of camera and load sensors
Proceedings of the 5th international workshop on Multimedia for cooking & eating activities
Object class detection: A survey
ACM Computing Surveys (CSUR)
A unified tree-based framework for joint action localization, recognition and segmentation
Computer Vision and Image Understanding
Hough-based tracking of non-rigid objects
Computer Vision and Image Understanding
Large scale continuous visual event recognition using max-margin Hough transformation framework
Computer Vision and Image Understanding
Object segmentation and classification using 3-D range camera
Journal of Visual Communication and Image Representation
Car detection in sequences of images of urban environments using mixture of deformable part models
Pattern Recognition Letters
Demisting the Hough Transform for 3D Shape Recognition and Registration
International Journal of Computer Vision
Discriminative Hough context model for object detection
The Visual Computer: International Journal of Computer Graphics
Hough Pyramid Matching: Speeded-Up Geometry Re-ranking for Large Scale Image Retrieval
International Journal of Computer Vision
Automatic shape expansion with verification to improve 3D retrieval, classification and matching
3DOR '13 Proceedings of the Sixth Eurographics Workshop on 3D Object Retrieval
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This paper presents a novel method for detecting and localizing objects of a visual category in cluttered real-world scenes. Our approach considers object categorization and figure-ground segmentation as two interleaved processes that closely collaborate towards a common goal. As shown in our work, the tight coupling between those two processes allows them to benefit from each other and improve the combined performance.The core part of our approach is a highly flexible learned representation for object shape that can combine the information observed on different training examples in a probabilistic extension of the Generalized Hough Transform. The resulting approach can detect categorical objects in novel images and automatically infer a probabilistic segmentation from the recognition result. This segmentation is then in turn used to again improve recognition by allowing the system to focus its efforts on object pixels and to discard misleading influences from the background. Moreover, the information from where in the image a hypothesis draws its support is employed in an MDL based hypothesis verification stage to resolve ambiguities between overlapping hypotheses and factor out the effects of partial occlusion.An extensive evaluation on several large data sets shows that the proposed system is applicable to a range of different object categories, including both rigid and articulated objects. In addition, its flexible representation allows it to achieve competitive object detection performance already from training sets that are between one and two orders of magnitude smaller than those used in comparable systems.