Keypoint Recognition Using Randomized Trees
IEEE Transactions on Pattern Analysis and Machine Intelligence
Matrix-pattern-oriented Ho-Kashyap classifier with regularization learning
Pattern Recognition
Distinct Multicolored Region Descriptors for Object Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Visual language modeling for image classification
Proceedings of the international workshop on Workshop on multimedia information retrieval
Foundations and Trends® in Computer Graphics and Vision
Context-Based Object-Class Recognition and Retrieval by Generalized Correlograms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multistrategical image classification for image data mining
Proceedings of the 8th international workshop on Multimedia data mining: (associated with the ACM SIGKDD 2007)
Features for image retrieval: an experimental comparison
Information Retrieval
Matrix-pattern-oriented least squares support vector classifier with AdaBoost
Pattern Recognition Letters
A comparison of color features for visual concept classification
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Local invariant feature detectors: a survey
Foundations and Trends® in Computer Graphics and Vision
Automatic medical image annotation in ImageCLEF 2007: Overview, results, and discussion
Pattern Recognition Letters
Random Subwindows for Robust Peak Recognition in Intracranial Pressure Signals
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
Region-based image retrieval using color-size features of watershed regions
Journal of Visual Communication and Image Representation
WHLocator: hybrid indoor positioning system
Proceedings of the 2009 international conference on Pervasive services
A Bag of Strings Representation for Image Categorization
Journal of Mathematical Imaging and Vision
Semantics-preserving bag-of-words models for efficient image annotation
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Scale-invariant visual language modeling for object categorization
IEEE Transactions on Multimedia - Special issue on integration of context and content
Unsupervised human motion analysis using automatic label trees
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Incremental indexing and distributed image search using shared randomized vocabularies
Proceedings of the international conference on Multimedia information retrieval
Multistrategical approach in visual learning
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Content-based image retrieval by indexing random subwindows with randomized trees
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Multiple order gradient feature for macro-invertebrate identification using support vector machines
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
Is local colour normalization good enough for local appearance-based classification?
Machine Vision and Applications - Integrated Imaging and Vision Techniques for Industrial Inspection
Semantics-preserving bag-of-words models and applications
IEEE Transactions on Image Processing
Improved neural classifier for microscrew shape recognition
Optical Memory and Neural Networks
Multilinear tensor supervised neighborhood embedding analysis for view-based object recognition
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Pattern Recognition Letters
Randomized locality sensitive vocabularies for bag-of-features model
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Boosting histograms of descriptor distances for scalable multiclass specific scene recognition
Image and Vision Computing
Tissue fate prediction in acute ischemic stroke using cuboid models
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
A review on automatic image annotation techniques
Pattern Recognition
Model-based chart image classification
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Regionwise classification of building facade images
PIA'11 Proceedings of the 2011 ISPRS conference on Photogrammetric image analysis
Improvements in image categorization using codebook ensembles
Image and Vision Computing
Automatic localization of interest points in zebrafish images with tree-based methods
PRIB'11 Proceedings of the 6th IAPR international conference on Pattern recognition in bioinformatics
Sparse patch-histograms for object classification in cluttered images
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Approximate policy iteration for closed-loop learning of visual tasks
ECML'06 Proceedings of the 17th European conference on Machine Learning
Robust analysis of silhouettes by morphological size distributions
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
Segment and combine approach for non-parametric time-series classification
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
FIRE in ImageCLEF 2005: combining content-based image retrieval with textual information retrieval
CLEF'05 Proceedings of the 6th international conference on Cross-Language Evalution Forum: accessing Multilingual Information Repositories
Dynamic similarity kernel for visual recognition
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Feature harvesting for tracking-by-detection
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Reinforcement learning with raw image pixels as input state
IWICPAS'06 Proceedings of the 2006 Advances in Machine Vision, Image Processing, and Pattern Analysis international conference on Intelligent Computing in Pattern Analysis/Synthesis
Biomedical image classification with random subwindows and decision trees
CVBIA'05 Proceedings of the First international conference on Computer Vision for Biomedical Image Applications
A cascade of unsupervised and supervised neural networks for natural image classification
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Region covariance: a fast descriptor for detection and classification
ECCV'06 Proceedings of the 9th European 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
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
Joint classification-regression forests for spatially structured multi-object segmentation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Visual tracking by proto-objects
Pattern Recognition
Structural image retrieval using automatic image annotation and region based inverted file
Journal of Visual Communication and Image Representation
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We present a novel, generic image classification method based on a recent machine learning algorithm (ensembles of extremely randomized decision trees). Images are classified using randomly extracted subwindows that are suitably normalized to yield robustness to certain image transformations. Our method is evaluated on four very different, publicly available datasets (COIL-100, ZuBuD,ETH-80, WANG). Our results show that our automatic approach is generic and robust to illumination, scale, and viewpoint changes. An extension of the method is proposed to improve its robustness with respect to rotation changes.