Ten lectures on wavelets
A Markov Random Field Model-Based Approach to Image Interpretation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Natural object recognition
Numerical recipes in C (2nd ed.): the art of scientific computing
Numerical recipes in C (2nd ed.): the art of scientific computing
Region Competition: Unifying Snakes, Region Growing, and Bayes/MDL for Multiband Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Solving the multiple instance problem with axis-parallel rectangles
Artificial Intelligence
A Note on Learning from Multiple-Instance Examples
Machine Learning - Special issue on the ninth annual conference on computational theory (COLT '96)
An automatic hierarchical image classification scheme
MULTIMEDIA '98 Proceedings of the sixth ACM international conference on Multimedia
Making large-scale support vector machine learning practical
Advances in kernel methods
A framework for multiple-instance learning
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Image classification and querying using composite region templates
Computer Vision and Image Understanding - Special issue on content-based access for image and video libraries
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised Multiresolution Segmentation for Images with Low Depth of Field
IEEE Transactions on Pattern Analysis and Machine Intelligence
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computer Vision: A Modern Approach
Computer Vision: A Modern Approach
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Blobworld: Image Segmentation Using Expectation-Maximization and Its Application to Image Querying
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Region-Based Fuzzy Feature Matching Approach to Content-Based Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Content-Based Image Retrieval Using Multiple-Instance Learning
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
On Learning From Multi-Instance Examples: Empirical Evaluation of a Theoretical Approach
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Multiple-Instance Learning for Natural Scene Classification
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Indoor-Outdoor Image Classification
CAIVD '98 Proceedings of the 1998 International Workshop on Content-Based Access of Image and Video Databases (CAIVD '98)
A Bayesian Framework for Semantic Content Characterization
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
NeTra: a toolbox for navigating large image databases
ICIP '97 Proceedings of the 1997 International Conference on Image Processing (ICIP '97) 3-Volume Set-Volume 1 - Volume 1
Image Database Retrieval with Multiple-Instance Learning Techniques
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Journal of Machine Learning Research
Vision: A Computational Investigation into the Human Representation and Processing of Visual Information
Image classification for content-based indexing
IEEE Transactions on Image Processing
Texture classification and segmentation using wavelet frames
IEEE Transactions on Image Processing
Support vector machines for histogram-based image classification
IEEE Transactions on Neural Networks
Region based image annotation through multiple-instance learning
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
Mining Patterns of Change in Remote Sensing Image Databases
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
OCRS: an Interactive Object-based Image Clustering and Retrieval System
MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data
A regularization framework for multiple-instance learning
ICML '06 Proceedings of the 23rd international conference on Machine learning
MISSL: multiple-instance semi-supervised learning
ICML '06 Proceedings of the 23rd international conference on Machine learning
MILES: Multiple-Instance Learning via Embedded Instance Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Local image representations using pruned salient points with applications to CBIR
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Toward bridging the annotation-retrieval gap in image search by a generative modeling approach
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Incorporating multiple SVMs for automatic image annotation
Pattern Recognition
Solving multi-instance problems with classifier ensemble based on constructive clustering
Knowledge and Information Systems - Special Issue on Mining Low-Quality Data
On the relation between multi-instance learning and semi-supervised learning
Proceedings of the 24th international conference on Machine learning
Integrated patch model: A generative model for image categorization based on feature selection
Pattern Recognition Letters
Segmentation and region of interest based image retrieval in low depth of field observations
Image and Vision Computing
Image annotation: which approach for realistic databases?
Proceedings of the 6th ACM international conference on Image and video retrieval
Kernels on bags for multi-object database retrieval
Proceedings of the 6th ACM international conference on Image and video retrieval
OCRS: an interactive object-based image clustering and retrieval system
Multimedia Tools and Applications
Typicality ranking via semi-supervised multiple-instance learning
Proceedings of the 15th international conference on Multimedia
Multi-layer multi-instance kernel for video concept detection
Proceedings of the 15th international conference on Multimedia
Exploiting spatial context constraints for automatic image region annotation
Proceedings of the 15th international conference on Multimedia
Journal on Image and Video Processing
Evaluation of Localized Semantics: Data, Methodology, and Experiments
International Journal of Computer Vision
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Journal on Image and Video Processing
Computer Vision and Image Understanding
Optimistic pruning for multiple instance learning
Pattern Recognition Letters
Leveraging probabilistic season and location context models for scene understanding
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
A Multiple Instance Learning Strategy for Combating Good Word Attacks on Spam Filters
The Journal of Machine Learning Research
Content-based image retrieval by hierarchical linear subspace method
Journal of Intelligent Information Systems
A survey of methods for image annotation
Journal of Visual Languages and Computing
MM '08 Proceedings of the 16th ACM international conference on Multimedia
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Graph-based multiple-instance learning for object-based image retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Weakly Supervised Object Localization with Stable Segmentations
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Morphological segmentation on learned boundaries
Image and Vision Computing
Sparse Multiscale Patches (SMP) for Image Categorization
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Emerging Trends in Visual Computing
Region and constellations based categorization of images with unsupervised graph learning
Image and Vision Computing
Multi-instance learning by treating instances as non-I.I.D. samples
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Multi-instance genetic programming for web index recommendation
Expert Systems with Applications: An International Journal
MAMECTIS'08 Proceedings of the 10th WSEAS international conference on Mathematical methods, computational techniques and intelligent systems
Multi-instance clustering with applications to multi-instance prediction
Applied Intelligence
A Convex Method for Locating Regions of Interest with Multi-instance Learning
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Instance-level semisupervised multiple instance learning
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Marginalized multi-instance kernels
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Expert Systems with Applications: An International Journal
Short-term audio-visual atoms for generic video concept classification
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Are Clickthroughs Useful for Image Labelling?
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Image categorization via robust pLSA
Pattern Recognition Letters
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
MICCLLR: Multiple-Instance Learning Using Class Conditional Log Likelihood Ratio
DS '09 Proceedings of the 12th International Conference on Discovery Science
Applying pLSA to region-based image categorization with soft vector quantization
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Multimedia Tools and Applications
Multiple instance learning via margin maximization
Applied Numerical Mathematics
Image retrieval with segmentation-based query
AMR'06 Proceedings of the 4th international conference on Adaptive multimedia retrieval: user, context, and feedback
Proceedings of the 2007 conference on Human interface: Part I
Localized content-based image retrieval using semi-supervised multiple instance learning
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Evaluating multi-class multiple-instance learning for image categorization
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Learning concepts by modeling relationships
MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining
Improving the accuracy of global feature fusion based image categorisation
SAMT'07 Proceedings of the semantic and digital media technologies 2nd international conference on Semantic Multimedia
A study of vocabularies for image annotation
SAMT'07 Proceedings of the semantic and digital media technologies 2nd international conference on Semantic Multimedia
Where are focused places of a photo?
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Empirical investigations on benchmark tasks for automatic image annotation
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
Automatic handling of digital image repositories: a brief survey
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
A phase transition-based perspective on multiple instance kernels
ILP'07 Proceedings of the 17th international conference on Inductive logic programming
DisIClass: discriminative frequent pattern-based image classification
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Proceedings of the ACM International Conference on Image and Video Retrieval
Audio-visual atoms for generic video concept classification
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
The Knowledge Engineering Review
Multi-model classification method in heterogeneous image databases
Pattern Recognition
Multiple Instance Learning with Multiple Objective Genetic Programming for Web Mining
Applied Soft Computing
G3P-MI: A genetic programming algorithm for multiple instance learning
Information Sciences: an International Journal
Multi-label boosting for image annotation by structural grouping sparsity
Proceedings of the international conference on Multimedia
Interest point and segmentation-based photo annotation
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
Subspace tree: high dimensional multimedia indexing with logarithmic temporal complexity
Journal of Intelligent Information Systems
Speeding up and boosting diverse density learning
DS'10 Proceedings of the 13th international conference on Discovery science
A hybrid computational model for an automated image descriptor for visually impaired users
Computers in Human Behavior
Multimedia news exploration and retrieval by integrating keywords, relations and visual features
Multimedia Tools and Applications
Speed up image annotation based on LVQ technique with affinity propagation algorithm
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Prosemantic features for content-based image retrieval
AMR'09 Proceedings of the 7th international conference on Adaptive multimedia retrieval: understanding media and adapting to the user
Regularized semi-supervised latent dirichlet allocation for visual concept learning
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
LSA based multi-instance learning algorithm for image retrieval
Signal Processing
An efficient image classifier using discrete cosine transform
Proceedings of the International Conference & Workshop on Emerging Trends in Technology
Improving image categorization by using multiple instance learning with spatial relation
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Multiple-instance learning with instance selection via dominant sets
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Multiple instance learning for classification of human behavior observations
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part I
Multi-instance multi-label learning
Artificial Intelligence
Inexact graph matching based on kernels for object retrieval in image databases
Image and Vision Computing
Content quality based image retrieval with multiple instance boost ranking
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multiple-Instance learning via random walk
ECML'06 Proceedings of the 17th European conference on Machine Learning
Adapted vocabularies for generic visual categorization
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
A wavelet statistical model for characterizing chinese ink paintings
ACIVS'05 Proceedings of the 7th international conference on Advanced Concepts for Intelligent Vision Systems
Supervised neighborhood graph construction for semi-supervised classification
Pattern Recognition
Waterfall segmentation of complex scenes
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
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
Hierarchical partitions for content image retrieval from large-scale database
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Incorporating geometry information with weak classifiers for improved generic visual categorization
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Machine-Learning-Based image categorization
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
Content based image retrieval using region labelling
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Halfway through the semantic gap: Prosemantic features for image retrieval
Information Sciences: an International Journal
Multiple instance learning for classifying students in learning management systems
Expert Systems with Applications: An International Journal
A MapReduce-based distributed SVM algorithm for automatic image annotation
Computers & Mathematics with Applications
Multi-graph multi-instance learning for object-based image and video retrieval
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Latent topic based multi-instance learning method for localized content-based image retrieval
Computers & Mathematics with Applications
Multiple instance learning for group record linkage
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
An efficient parallel neural network-based multi-instance learning algorithm
The Journal of Supercomputing
HyDR-MI: A hybrid algorithm to reduce dimensionality in multiple instance learning
Information Sciences: an International Journal
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Salient instance selection for multiple-instance learning
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Semantic image clustering using object relation network
CVM'12 Proceedings of the First international conference on Computational Visual Media
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
MI2LS: multi-instance learning from multiple informationsources
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
M4L: Maximum margin Multi-instance Multi-cluster Learning for scene modeling
Pattern Recognition
Cross-media semantic representation via bi-directional learning to rank
Proceedings of the 21st ACM international conference on Multimedia
Multiple instance classification: Review, taxonomy and comparative study
Artificial Intelligence
A MapReduce-based distributed SVM ensemble for scalable image classification and annotation
Computers & Mathematics with Applications
A bag-of-semantics model for image clustering
The Visual Computer: International Journal of Computer Graphics
Learning discriminative localization from weakly labeled data
Pattern Recognition
Multiple instance learning based on positive instance selection and bag structure construction
Pattern Recognition Letters
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Designing computer programs to automatically categorize images using low-level features is a challenging research topic in computer vision. In this paper, we present a new learning technique, which extends Multiple-Instance Learning (MIL), and its application to the problem of region-based image categorization. Images are viewed as bags, each of which contains a number of instances corresponding to regions obtained from image segmentation. The standard MIL problem assumes that a bag is labeled positive if at least one of its instances is positive; otherwise, the bag is negative. In the proposed MIL framework, DD-SVM, a bag label is determined by some number of instances satisfying various properties. DD-SVM first learns a collection of instance prototypes according to a Diverse Density (DD) function. Each instance prototype represents a class of instances that is more likely to appear in bags with the specific label than in the other bags. A nonlinear mapping is then defined using the instance prototypes and maps every bag to a point in a new feature space, named the bag feature space. Finally, standard support vector machines are trained in the bag feature space. We provide experimental results on an image categorization problem and a drug activity prediction problem.