Multi-level local descriptor quantization for bag-of-visterms image representation
Proceedings of the 6th ACM international conference on Image and video retrieval
3D Urban Scene Modeling Integrating Recognition and Reconstruction
International Journal of Computer Vision
Curious George: An attentive semantic robot
Robotics and Autonomous Systems
Selecting features for object detection using an AdaBoost-compatible evaluation function
Pattern Recognition Letters
Local invariant feature detectors: a survey
Foundations and Trends® in Computer Graphics and Vision
Learning an Alphabet of Shape and Appearance for Multi-Class Object Detection
International Journal of Computer Vision
People detection in low-resolution video with non-stationary background
Image and Vision Computing
Structure Is a Visual Class Invariant
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Combining Invariant and Corner-Like Features to Optimize Image Matching
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
Latent Style Model: Discovering writing styles for calligraphy works
Journal of Visual Communication and Image Representation
Asymmetric Learning for Pedestrian Detection Based on Joint Local Orientation Histograms
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
A Hierarchical Model for the Recognition of Deformable Objects
ICCVG 2008 Proceedings of the International Conference on Computer Vision and Graphics: Revised Papers
Robust Statistical Estimation Applied to Automatic Lip Segmentation
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
Regional category parsing in undirected graphical models
Pattern Recognition Letters
Sikuli: using GUI screenshots for search and automation
Proceedings of the 22nd annual ACM symposium on User interface software and technology
A comprehensive evaluation framework and a comparative study for human detectors
IEEE Transactions on Intelligent Transportation Systems
Object classification by fusing SVMs and Gaussian mixtures
Pattern Recognition
Region-based image retrieval system with heuristic pre-clustering relevance feedback
Expert Systems with Applications: An International Journal
Holomorphic filters for object detection
Proceedings of the 29th DAGM conference on Pattern recognition
AdaBoost learning for human detection based on histograms of oriented gradients
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Fast codebook generation by sequential data analysis for object classification
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part I
Multi person tracking within crowded scenes
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
On vocabulary size in bag-of-visual-words representation
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Visual alphabets on different levels of abstraction for the recognition of deformable objects
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Recursive coarse-to-fine localization for fast object detection
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Bivariate feature localization for SIFT assuming a Gaussian feature shape
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Action recognition with appearance-motion features and fast search trees
Computer Vision and Image Understanding
EURASIP Journal on Advances in Signal Processing - Special issue on biologically inspired signal processing: analyses, algorithms and applications
Learning invariant structure for object identification by using graph methods
Computer Vision and Image Understanding
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
Measuring the coverage of interest point detectors
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
An evaluation of local interest regions for non-rigid object class recognition
Expert Systems with Applications: An International Journal
Image matching based on representative local descriptors
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
A robust image retrieval system for mobile guide applications
International Journal of Intelligent Systems
A Review of Codebook Models in Patch-Based Visual Object Recognition
Journal of Signal Processing Systems
Discriminative Appearance Models for Pictorial Structures
International Journal of Computer Vision
An improved image corner matching approach
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
Context-aware features and robust image representations
Journal of Visual Communication and Image Representation
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In this paper we propose an approach capable of simultaneous recognition and localization of multiple object classes using a generative model. A novel hierarchical representation allows to represent individual images as well as various objects classes in a single, scale and rotation invariant model. The recognition method is based on a codebook representation where appearance clusters built from edge based features are shared among several object classes. A probabilistic model allows for reliable detection of various objects in the same image. The approach is highly efficient due to fast clustering and matching methods capable of dealing with millions of high dimensional features. The system shows excellent performance on several object categories over a wide range of scales, in-plane rotations, background clutter, and partial occlusions. The performance of the proposed multi-object class detection approach is competitive to state of the art approaches dedicated to a single object class recognition problem.