International Journal of Computer Vision
Periodicity, Directionality, and Randomness: Wold Features for Image Modeling and Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparing images using color coherence vectors
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
Local Grayvalue Invariants for Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Query refinement for multimedia similarity retrieval in MARS
MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 1)
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Support vector machine active learning for image retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
An effective region-based image retrieval framework
Proceedings of the tenth ACM international conference on Multimedia
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
MindReader: Querying Databases Through Multiple Examples
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Image Indexing Using Color Correlograms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Query Reformulation for Content Based Multimedia Retrieval in MARS
ICMCS '99 Proceedings of the IEEE International Conference on Multimedia Computing and Systems - Volume 2
A Metric for Distributions with Applications to Image Databases
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Relevance feedback: a power tool for interactive content-based image retrieval
IEEE Transactions on Circuits and Systems for Video Technology
Iteratively clustering web images based on link and attribute reinforcements
Proceedings of the 13th annual ACM international conference on Multimedia
Graph based multi-modality learning
Proceedings of the 13th annual ACM international conference on Multimedia
Multi-graph enabled active learning for multimodal web image retrieval
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Multiple random walk and its application in content-based image retrieval
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Multimedia Correlation Analysis in Unstructured Peer-to-Peer Networks
WOWMOM '06 Proceedings of the 2006 International Symposium on on World of Wireless, Mobile and Multimedia Networks
Center-piece subgraphs: problem definition and fast solutions
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
An adaptive graph model for automatic image annotation
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Manifold-ranking based video concept detection on large database and feature pool
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Automatic video annotation by semi-supervised learning with kernel density estimation
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
Query expansion with the minimum user feedback by transductive learning
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Fast direction-aware proximity for graph mining
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Manifold-ranking-based keyword propagation for image retrieval
EURASIP Journal on Applied Signal Processing
Regularized regression on image manifold for retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
A review of text and image retrieval approaches for broadcast news video
Information Retrieval
Human behaviour consistent relevance feedback model for image retrieval
Proceedings of the 15th international conference on Multimedia
Typicality ranking via semi-supervised multiple-instance learning
Proceedings of the 15th international conference on Multimedia
Video annotation by graph-based learning with neighborhood similarity
Proceedings of the 15th international conference on Multimedia
Spectral regression: a unified subspace learning framework for content-based image retrieval
Proceedings of the 15th international conference on Multimedia
Structure-sensitive manifold ranking for video concept detection
Proceedings of the 15th international conference on Multimedia
Optimizing multi-graph learning: towards a unified video annotation scheme
Proceedings of the 15th international conference on Multimedia
Semantic-Aware and QoS-Aware Image Caching in Ad Hoc Networks
IEEE Transactions on Knowledge and Data Engineering
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
DBconnect: mining research community on DBLP data
Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis
MQSearch: image search by multi-class query
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Learning to rank with partially-labeled data
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Learning a Mahalanobis distance metric for data clustering and classification
Pattern Recognition
Fast mining of complex time-stamped events
Proceedings of the 17th ACM conference on Information and knowledge management
Annotating photo collections by label propagation according to multiple similarity cues
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Cross-media manifold learning for image retrieval & annotation
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Transductive multi-label learning for video concept detection
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Ranking on semantic manifold for shape-based 3d model retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Semi-supervised kernel density estimation for video annotation
Computer Vision and Image Understanding
Combining Attention Model with Hierarchical Graph Representation for Region-Based Image Retrieval
IEICE - Transactions on Information and Systems
Mining Research Communities in Bibliographical Data
Advances in Web Mining and Web Usage Analysis
An efficient algorithm for local distance metric learning
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Graph-based semi-supervised learning as a generative model
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Using large-scale web data to facilitate textual query based retrieval of consumer photos
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Ranking with local regression and global alignment for cross media retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Inferring semantic concepts from community-contributed images and noisy tags
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Locally non-negative linear structure learning for interactive image retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Unified video annotation via multigraph learning
IEEE Transactions on Circuits and Systems for Video Technology
iPoG: fast interactive proximity querying on graphs
Proceedings of the 18th ACM conference on Information and knowledge management
Community mining on dynamic weighted directed graphs
Proceedings of the 1st ACM international workshop on Complex networks meet information & knowledge management
Beyond distance measurement: constructing neighborhood similarity for video annotation
IEEE Transactions on Multimedia - Special section on communities and media computing
DSI: A model for distributed multimedia semantic indexing and content integration
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Multi-modal Correlation Modeling and Ranking for Retrieval
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Audio retrieval by segment-based manifold-ranking
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Multigraph-based query-independent learning for video search
IEEE Transactions on Circuits and Systems for Video Technology
Music recommendation based on acoustic features and user access patterns
IEEE Transactions on Audio, Speech, and Language Processing
Parallelizing Random Walk with Restart for large-scale query recommendation
Proceedings of the 2010 Workshop on Massive Data Analytics on the Cloud
Relevance feature mapping for content-based image retrieval
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Non-parametric kernel ranking approach for social image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Hierarchical feedback algorithm based on visual community discovery for interactive video retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
SSPS: A Semi-Supervised Pattern Shift for Classification
Neural Processing Letters
Mass estimation and its applications
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Combining location and feature information for multimedia retrieval
International Journal of Computer Applications in Technology
Semi-supervised ranking for document retrieval
Computer Speech and Language
Image annotation by kNN-sparse graph-based label propagation over noisily tagged web images
ACM Transactions on Intelligent Systems and Technology (TIST)
Semisupervised kernel matrix learning by kernel propagation
IEEE Transactions on Neural Networks
Similarity beyond distance measurement
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
A unified framework for recommending diverse and relevant queries
Proceedings of the 20th international conference on World wide web
Content-based image retrieval with relevance feedback using random walks
Pattern Recognition
Hypergraph with sampling for image retrieval
Pattern Recognition
Efficient manifold ranking for image retrieval
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Multimodal search and retrieval using manifold learning and query formulation
Proceedings of the 16th International Conference on 3D Web Technology
Hierarchical semantic-based index for ad hoc image retrieval
Journal of Mobile Multimedia
Finding appropriate experts for collaboration
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Towards hierarchical context: unfolding visual community potential for interactive video retrieval
Multimedia Tools and Applications
Automatic refinement of keyword annotations for web image search
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Boosting cross-media retrieval by learning with positive and negative examples
MMM'07 Proceedings of the 13th International conference on Multimedia Modeling - Volume Part II
Query expansion with the minimum relevance judgments
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
Manifold-ranking based retrieval using k-regular nearest neighbor graph
Pattern Recognition
Relevance feature mapping for content-based multimedia information retrieval
Pattern Recognition
Discovering authoritative news sources and top news stories
AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
Fast and exact top-k search for random walk with restart
Proceedings of the VLDB Endowment
BASSET: scalable gateway finder in large graphs
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Interactive cartoon reusing by transfer learning
Signal Processing
Optimizing multimedia retrieval using multimodal fusion and relevance feedback techniques
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Gateway finder in large graphs: problem definitions and fast solutions
Information Retrieval
Multi-graph multi-instance learning for object-based image and video retrieval
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Keyword-propagation-based information enriching and noise removal for web news videos
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-label image annotation based on neighbor pair correlation chain
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Proceedings of the 20th ACM international conference on Multimedia
Local geometry adaptive manifold re-ranking for shape-based 3D object retrieval
Proceedings of the 20th ACM international conference on Multimedia
Information Sciences: an International Journal
Machine Learning
An interactive semi-supervised approach for automatic image annotation
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
What happened near big ben: event-driven landmark mining from flickr
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Graph-based semi-supervised learning with multi-modality propagation for large-scale image datasets
Journal of Visual Communication and Image Representation
Bidirectional-isomorphic manifold learning at image semantic understanding & representation
Multimedia Tools and Applications
ACM Transactions on Knowledge Discovery from Data (TKDD) - Special Issue on ACM SIGKDD 2012
Content based image retrieval via a transductive model
Journal of Intelligent Information Systems
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In this paper, we propose a novel transductive learning framework named manifold-ranking based image retrieval (MRBIR). Given a query image, MRBIR first makes use of a manifold ranking algorithm to explore the relationship among all the data points in the feature space, and then measures relevance between the query and all the images in the database accordingly, which is different from traditional similarity metrics based on pair-wise distance. In relevance feedback, if only positive examples are available, they are added to the query set to improve the retrieval result; if examples of both labels can be obtained, MRBIR discriminately spreads the ranking scores of positive and negative examples, considering the asymmetry between these two types of images. Furthermore, three active learning methods are incorporated into MRBIR, which select images in each round of relevance feedback according to different principles, aiming to maximally improve the ranking result. Experimental results on a general-purpose image database show that MRBIR attains a significant improvement over existing systems from all aspects.