Content-Based Image Retrieval Using Multiple-Instance Learning

Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach

IEEE Transactions on Pattern Analysis and Machine Intelligence

SVM-based generalized multiple-instance learning via approximate box counting

ICML '04 Proceedings of the twenty-first international conference on Machine learning

Image Categorization by Learning and Reasoning with Regions

The Journal of Machine Learning Research

Multi-Instance Learning Based Web Mining

Applied Intelligence

Multiple instance learning for labeling faces in broadcasting news video

Proceedings of the 13th annual ACM international conference on Multimedia

Localized content based image retrieval

Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval

Content-based image retrieval: approaches and trends of the new age

Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval

Supervised versus multiple instance learning: an empirical comparison

ICML '05 Proceedings of the 22nd international conference on Machine learning

Adapting RBF Neural Networks to Multi-Instance Learning

Neural Processing Letters

MISSL: multiple-instance semi-supervised learning

ICML '06 Proceedings of the 23rd international conference on Machine learning

Incorporating real-valued multiple instance learning into relevance feedback for image retrieval

ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2

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

Incorporating multiple SVMs for automatic image annotation

Pattern Recognition

Standards for image annotation using Semantic Web

Computer Standards & Interfaces

Solving multi-instance problems with classifier ensemble based on constructive clustering

Knowledge and Information Systems - Special Issue on Mining Low-Quality Data

Multiple instance learning for sparse positive bags

Proceedings of the 24th international conference on Machine learning

Automatic image annotation by an iterative approach: incorporating keyword correlations and region matching

Proceedings of the 6th ACM international conference on Image and video retrieval

Image retrieval: Ideas, influences, and trends of the new age

ACM Computing Surveys (CSUR)

Optimistic pruning for multiple instance learning

Pattern Recognition Letters

Exploiting generalized discriminative multiple instance learning for multimedia semantic concept detection

Pattern Recognition

Adaptive p-posterior mixture-model kernels for multiple instance learning

Proceedings of the 25th international conference on Machine learning

Learning from multi-topic web documents for contextual advertisement

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining

An Improved Multiple-Instance Learning Algorithm

ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks

Graph-based multiple-instance learning for object-based image retrieval

MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval

Improving Promoter Prediction Using Multiple Instance Learning

AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence

Multi-instance learning by treating instances as non-I.I.D. samples

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Localized matching using Earth Mover's Distance towards discovery of common patterns from small image samples

Image and Vision Computing

Multi-instance clustering with applications to multi-instance prediction

Applied Intelligence

MICCLLR: Multiple-Instance Learning Using Class Conditional Log Likelihood Ratio

DS '09 Proceedings of the 12th International Conference on Discovery Science

Max-margin Multiple-Instance Learning via Semidefinite Programming

ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning

Evaluating multi-class multiple-instance learning for image categorization

ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II

Automatic extraction of semantic relationships from images using ontologies and SVM classifiers

MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining

Review:

The Knowledge Engineering Review

Leveraging loosely-tagged images and inter-object correlations for tag recommendation

Proceedings of the international conference on Multimedia

Asking generalized queries to ambiguous oracle

ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I

Speeding up and boosting diverse density learning

DS'10 Proceedings of the 13th international conference on Discovery science

Predicting MHC-II Binding Affinity Using Multiple Instance Regression

IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)

Multiple instance learning with missing object tags

Proceedings of the Third International Conference on Internet Multimedia Computing and Service

Multiple-instance learning with instance selection via dominant sets

SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition

Multi-instance multi-label learning

Artificial Intelligence

Mining multiple visual appearances of semantics for image annotation

MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I

Unsupervised multiple-instance learning for functional profiling of genomic data

ECML'06 Proceedings of the 17th European conference on Machine Learning

Locating regions of interest in CBIR with multi-instance learning techniques

AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence

Machine-Learning-Based image categorization

ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition

Review: Sparse coding and classifier ensemble based multi-instance learning for image categorization

Signal Processing

An efficient parallel neural network-based multi-instance learning algorithm

The Journal of Supercomputing

Salient instance selection for multiple-instance learning

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III

MIL-SKDE: Multiple-instance learning with supervised kernel density estimation

Signal Processing

Salience-Based prototype selection for k-nearest neighbor classification in multiple-instance learning

IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering

Support vector description of clusters for content-based image annotation

Pattern Recognition

Combining example selection with instance selection to speed up multiple-instance learning

Neurocomputing

Multiple instance learning based on positive instance selection and bag structure construction

Pattern Recognition Letters

Multiple instance learning via Gaussian processes

Data Mining and Knowledge Discovery