Image classification using cluster cooccurrence matrices of local relational features
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Learning spatial relations in object recognition
Pattern Recognition Letters
International Journal of Computer Vision
The CLEF 2005 Automatic Medical Image Annotation Task
International Journal of Computer Vision
Interest point detection using imbalance oriented selection
Pattern Recognition
Foundations and Trends® in Computer Graphics and Vision
Learning to Recognize Objects with Little Supervision
International Journal of Computer Vision
Exploring the relationship between feature and perceptual visual spaces
Journal of the American Society for Information Science and Technology
Features for image retrieval: an experimental comparison
Information Retrieval
Efficient EMD-based similarity search in multimedia databases via flexible dimensionality reduction
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Identifying relevant frames in weakly labeled videos for training concept detectors
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Learning an Alphabet of Shape and Appearance for Multi-Class Object Detection
International Journal of Computer Vision
Deformations, patches, and discriminative models for automatic annotation of medical radiographs
Pattern Recognition Letters
Facilitating the Adoption of Tor by Focusing on a Promising Target Group
NordSec '09 Proceedings of the 14th Nordic Conference on Secure IT Systems: Identity and Privacy in the Internet Age
Interest points of general imbalance
IEEE Transactions on Image Processing
Object classification by fusing SVMs and Gaussian mixtures
Pattern Recognition
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
A system that learns to tag videos by watching youtube
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
Query types and visual concept-based post-retrieval clustering
CLEF'08 Proceedings of the 9th Cross-language evaluation forum conference on Evaluating systems for multilingual and multimodal information access
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
ImageCLEF 2009 medical image annotation task: PCTs for hierarchical multi-label classification
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
Large-scale text to image retrieval using a Bayesian K-neighborhood model
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
A Liouville-based approach for discrete data categorization
RSFDGrC'11 Proceedings of the 13th international conference on Rough sets, fuzzy sets, data mining and granular computing
Dual-Space pyramid matching for medical image classification
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Sparse patch-histograms for object classification in cluttered images
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Properties of patch based approaches for the recognition of visual object classes
DAGM'06 Proceedings of the 28th conference on 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
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
Improving a discriminative approach to object recognition using image patches
PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition
PCA-Based recognition for efficient inpainting
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Biomedical image classification with random subwindows and decision trees
CVBIA'05 Proceedings of the First international conference on Computer Vision for Biomedical Image Applications
Image matching based on representative local descriptors
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Object recognition using discriminative parts
Computer Vision and Image Understanding
Medical image annotation and retrieval using visual features
CLEF'06 Proceedings of the 7th international conference on Cross-Language Evaluation Forum: evaluation of multilingual and multi-modal information retrieval
Image retrieval and annotation using maximum entropy
CLEF'06 Proceedings of the 7th international conference on Cross-Language Evaluation Forum: evaluation of multilingual and multi-modal information retrieval
Local patch dissimilarity for images
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
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We present a method for automatically learning discriminative image patches for the recognition of given object classes. The approach applies discriminative training of log-linear models to image patch histograms. We show that it works well on three tasks and performs significantly better than other methods using the same features. For example, the method decides that patches containing an eye are most important for distinguishing face from background images. The recognition performance is very competitive with error rates presented in other publications. In particular, a new best error rate for the Caltech motorbikes data of 1.5% is achieved.