International Journal of Computer Vision
Improving Generalization with Active Learning
Machine Learning - Special issue on structured connectionist systems
Fast multiresolution image querying
SIGGRAPH '95 Proceedings of the 22nd annual conference on Computer graphics and interactive techniques
Machine Learning
Photobook: content-based manipulation of image databases
International Journal of Computer Vision
VisualSEEk: a fully automated content-based image query system
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
CONIVAS: content-based image and video access system
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
A system for effective content based image retrieval
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
A decision-theoretic generalization of on-line learning and an application to boosting
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Shape quantization and recognition with randomized trees
Neural Computation
Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Structure driven image database retrieval
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiple-Instance Learning for Natural Scene Classification
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Configuration based scene classification and image indexing
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Image Indexing Using Color Correlograms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
An Optimized Interaction Strategy for Bayesian Relevance Feedback
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Efficient Query Refinement for Image Retrieval
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
A General Framework for Object Detection
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
JACOB: just a content-based query system for video databases
ICASSP '96 Proceedings of the Acoustics, Speech, and Signal Processing, 1996. on Conference Proceedings., 1996 IEEE International Conference - Volume 02
Learning similarity measure for natural image retrieval with relevance feedback
IEEE Transactions on Neural Networks
Boosting contextual information in content-based image retrieval
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
Fast Recognition of Musical Genres Using RBF Networks
IEEE Transactions on Knowledge and Data Engineering
Coevolutionary feature synthesized EM algorithm for image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Content-based multimedia information retrieval: State of the art and challenges
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
ACM Computing Surveys (CSUR)
Real-time computerized annotation of pictures
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Kernel-based distance metric learning for content-based image retrieval
Image and Vision Computing
Negative Samples Analysis in Relevance Feedback
IEEE Transactions on Knowledge and Data Engineering
Visual information retrieval using synthesized imagery
Proceedings of the 6th ACM international conference on Image and video retrieval
Semantics reinforcement and fusion learning for multimedia streams
Proceedings of the 6th ACM international conference on Image and video retrieval
Evaluation of active learning strategies for video indexing
Image Communication
Automatic hardware implementation tool for a discrete Adaboost-based decision algorithm
EURASIP Journal on Applied Signal Processing
Context-Based Object-Class Recognition and Retrieval by Generalized Correlograms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Modeling Semantic Aspects for Cross-Media Image Indexing
IEEE Transactions on Pattern Analysis and Machine Intelligence
A boosting approach to content-based 3D model retrieval
Proceedings of the 5th international conference on Computer graphics and interactive techniques in Australia and Southeast Asia
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Recognizing cars in aerial imagery to improve orthophotos
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
Mixture of KL subspaces for relevance feedback
Multimedia Tools and Applications
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Color-based image retrieval using perceptually modified Hausdorff distance
Journal on Image and Video Processing - Color in Image and Video Processing
Knowledge discovery in multimedia repositories: the role of metadata
MMACTE'05 Proceedings of the 7th WSEAS International Conference on Mathematical Methods and Computational Techniques In Electrical Engineering
WND-CHARM: Multi-purpose image classification using compound image transforms
Pattern Recognition Letters
Performance evaluation of relevance feedback methods
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Advanced Information Retrieval
Electronic Notes in Theoretical Computer Science (ENTCS)
A new relevance feedback technique for iconic image retrieval based on spatial relationships
Journal of Systems and Software
MAMECTIS'08 Proceedings of the 10th WSEAS international conference on Mathematical methods, computational techniques and intelligent systems
Semi-automatic dynamic auxiliary-tag-aided image annotation
Pattern Recognition
Image categorization combining neighborhood methods and boosting
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Short-term audio-visual atoms for generic video concept classification
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Deep exploration for experiential image retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
IEEE Transactions on Multimedia - Special issue on integration of context and content
Content based image retrieval using unclean positive examples
IEEE Transactions on Image Processing
Unsupervised Clustering of Clickthrough Data for Automatic Annotation of Multimedia Content
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Image retrieval using noisy query
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Unsupervised image categorization
Image and Vision Computing
Biased discriminant euclidean embedding for content-based image retrieval
IEEE Transactions on Image Processing
Large Scale Online Learning of Image Similarity Through Ranking
The Journal of Machine Learning Research
An artificial imagination for interactive search
HCI'07 Proceedings of the 2007 IEEE international conference on Human-computer interaction
Ensemble gene selection for cancer classification
Pattern Recognition
Unsupervised multi-feature tag relevance learning for social image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Effective image splicing detection based on image chroma
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Mean shift feature space warping for relevance feedback
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Audio-visual atoms for generic video concept classification
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Multi-model classification method in heterogeneous image databases
Pattern Recognition
MultiFusion: A boosting approach for multimedia fusion
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Interactive retrieval of targets for wide area surveillance
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Totally-corrective multi-class boosting
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Real-time tracking with classifiers
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
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Hypergraph with sampling for image retrieval
Pattern Recognition
Data-driven visual similarity for cross-domain image matching
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Pattern Recognition Letters
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Proceedings of the Third International Conference on Internet Multimedia Computing and Service
A neural network to retrieve images from text queries
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
A discriminative approach for the retrieval of images from text queries
ECML'06 Proceedings of the 17th European conference on Machine Learning
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CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Semi-supervised image classification for automatic construction of a health image library
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Region-based semantic similarity propagation for image retrieval
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Relevance criteria for data mining using error-tolerant graph matching
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Pattern Recognition
Feature selection for enhanced spectral shape comparison
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Information Sciences: an International Journal
SMI 2013: Grouping real functions defined on 3D surfaces
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SIMBAD'13 Proceedings of the Second international conference on Similarity-Based Pattern Recognition
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Information Sciences: an International Journal
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3DOR '13 Proceedings of the Sixth Eurographics Workshop on 3D Object Retrieval
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We present an approach for image retrieval using a very large number of highly selective features and efficient learning of queries. Our approach is predicated on the assumption that each image is generated by a sparse set of visual “causes” and that images which are visually similar share causes. We propose a mechanism for computing a very large number of highly selective features which capture some aspects of this causal structure (in our implementation there are over 46,000 highly selective features). At query time a user selects a few example images, and the AdaBoost algorithm is used to learn a classification function which depends on a small number of the most appropriate features. This yields a highly efficient classification function. In addition we show that the AdaBoost framework provides a natural mechanism for the incorporation of relevance feedback. Finally we show results on a wide variety of image queries.