Content-based multimedia information retrieval: State of the art and challenges

Authors:
Michael S. Lew;Nicu Sebe;Chabane Djeraba;Ramesh Jain
Affiliations:
Leiden University, The Netherlands;University of Amsterdam, The Netherlands, SJ Amsterdam, The Netherlands;LIFL, France;University of California at Irvine, USA
Venue:
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Year:
2006

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WILF'11 Proceedings of the 9th international conference on Fuzzy logic and applications
Methods for automatic and assisted image annotation

Multimedia Tools and Applications
Interactive Image Search by Color Map

ACM Transactions on Intelligent Systems and Technology (TIST)
A graph partitioning approach to SOM clustering

IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
A framework for understanding file format conversions

Proceedings of the 2010 Roadmap for Digital Preservation Interoperability Framework Workshop
Fuzzy image labeling by partially supervised shape clustering

KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part II
Reduction of faulty detected shot cuts and cross dissolve effects in video segmentation process of different categories of digital videos

Transactions on computational collective intelligence V
Image123: a "Web1.0+web2.0+semantic web" based image retrieval system

WISS'10 Proceedings of the 2010 international conference on Web information systems engineering
The importance of visual context clues in multimedia translation

CLEF'11 Proceedings of the Second international conference on Multilingual and multimodal information access evaluation
Content quality based image retrieval with multiple instance boost ranking

MM '11 Proceedings of the 19th ACM international conference on Multimedia
Modeling multimedia contents through probabilistic feature signatures

MM '11 Proceedings of the 19th ACM international conference on Multimedia
Towards multi-semantic image annotation with graph regularized exclusive group lasso

MM '11 Proceedings of the 19th ACM international conference on Multimedia
Contextual image search

MM '11 Proceedings of the 19th ACM international conference on Multimedia
SIRE: a social image retrieval engine

MM '11 Proceedings of the 19th ACM international conference on Multimedia
Acoustic super models for large scale video event detection

J-MRE '11 Proceedings of the 2011 joint ACM workshop on Modeling and representing events
Personal semantic indexation of images using textual annotations

SAMT'06 Proceedings of the First international conference on Semantic and Digital Media Technologies
Relevance feature mapping for content-based multimedia information retrieval

Pattern Recognition
Efficient object identification and localization for image retrieval using query-by-region

Computers & Mathematics with Applications
Relevance feedback for real-world human action retrieval

Pattern Recognition Letters
A fast compression-based similarity measure with applications to content-based image retrieval

Journal of Visual Communication and Image Representation
Social multimedia: highlighting opportunities for search and mining of multimedia data in social media applications

Multimedia Tools and Applications
Photo retrieval from personal memories using generic concepts

PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Answering top-k similar region queries

DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
QSQL: incorporating logic-based retrieval conditions into SQL

DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
Multimedia elements in a hybrid multi-agent system for the analysis of web usability

HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
Multi-video summary and skim generation of sensor-rich videos in geo-space

Proceedings of the 3rd Multimedia Systems Conference
Multimodal indexing based on semantic cohesion for image retrieval

Information Retrieval
Machine Recognition of Music Emotion: A Review

ACM Transactions on Intelligent Systems and Technology (TIST)
Collaborative video reindexing via matrix factorization

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Measuring the validity of peer-to-peer data for information retrieval applications

Computer Networks: The International Journal of Computer and Telecommunications Networking
A 3D geometry search engine in support of learning

ICWL'07 Proceedings of the 6th international conference on Advances in web based learning
Chapter 8: multimedia and multimodal information retrieval

Search Computing
On the use of a fuzzy object-relational database for retrieval of x-rays on the basis of spine curvature pattern similarities

FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
Flexible content extraction and querying for videos

FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
Navigating through very large sets of medical records: an information retrieval evaluation architecture for non-standardized text

USAB'11 Proceedings of the 7th conference on Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society: information Quality in e-Health
Oracle in Image Search: A Content-Based Approach to Performance Prediction

ACM Transactions on Information Systems (TOIS)
A DICOM viewer with flexible image retrieval to support diagnosis and treatment of scoliosis

Expert Systems with Applications: An International Journal
An affect-based video retrieval system with open vocabulary querying

AMR'10 Proceedings of the 8th international conference on Adaptive Multimedia Retrieval: context, exploration, and fusion
Interactive cartoon reusing by transfer learning

Signal Processing
On stability of adaptive similarity measures for content-based image retrieval

MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Large-scale similarity-based join processing in multimedia databases

MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
An intrinsic semantic framework for recognizing image objects

Multimedia Tools and Applications
Rotation Invariant Curvelet Features for Region Based Image Retrieval

International Journal of Computer Vision
Multimodal information spaces for content-based image retrieval

FDIA'09 Proceedings of the Third BCS-IRSG conference on Future Directions in Information Access
An annotation rule extraction algorithm for image retrieval

Pattern Recognition Letters
Content-based layouts for exploratory metadata search in scientific research data

Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Sparse transfer learning for interactive video search reranking

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Image abstraction in crossmedia retrieval for text illustration

ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Impact of storage technology on the efficiency of cluster-based high-dimensional index creation

DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications
Probabilistic semantic component descriptor

Multimedia Tools and Applications
Multi-graph multi-instance learning for object-based image and video retrieval

Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Classifier-specific intermediate representation for multimedia tasks

Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Assistive tagging: A survey of multimedia tagging with human-computer joint exploration

ACM Computing Surveys (CSUR)
Information Retrieval in the Commentsphere

ACM Transactions on Intelligent Systems and Technology (TIST)
Boosting multi-kernel locality-sensitive hashing for scalable image retrieval

SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
A social inverted index for social-tagging-based information retrieval

Journal of Information Science
Enhancing image retrieval by an exploration-exploitation approach

MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Retrieval-based cartoon gesture recognition and applications via semi-supervised heterogeneous classifiers learning

Pattern Recognition
Efficient targeted search using a focus and context video browser

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Video structure analysis for content-based indexing and categorisation of TV sports news

International Journal of Intelligent Information and Database Systems
On-line and open platform for 3D object retrieval

EG 3DOR'08 Proceedings of the 1st Eurographics conference on 3D Object Retrieval
Pictorial analysis of line-drawings

Computational Aesthetics'08 Proceedings of the Fourth Eurographics conference on Computational Aesthetics in Graphics, Visualization and Imaging
Directional Binary Wavelet Patterns for Biomedical Image Indexing and Retrieval

Journal of Medical Systems
The retrieval of motion event by associations of temporal frequent pattern growth

Future Generation Computer Systems
Synthetic pattern generation for imbalanced learning in image retrieval

Pattern Recognition Letters
There is no data like less data: percepts for video concept detection on consumer-produced media

Proceedings of the 2012 ACM international workshop on Audio and multimedia methods for large-scale video analysis
Crowdsourcing micro-level multimedia annotations: the challenges of evaluation and interface

Proceedings of the ACM multimedia 2012 workshop on Crowdsourcing for multimedia
Attribute feedback

Proceedings of the 20th ACM international conference on Multimedia
Snap-and-ask: answering multimodal question by naming visual instance

Proceedings of the 20th ACM international conference on Multimedia
Exploring and browsing photos through characteristic geographic tag regions

Proceedings of the 20th ACM international conference on Multimedia
Interactive tool for image annotation using a semi-supervised and hierarchical approach

Computer Standards & Interfaces
Semi-supervised spectral hashing for fast similarity search

Neurocomputing
Rank hash similarity for fast similarity search

Information Processing and Management: an International Journal
Towards a user based recommendation strategy for digital ecosystems

Knowledge-Based Systems
A benchmark for content-based retrieval in bivariate data collections

TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
Image retrieval using edge based shape similarity with multiresolution enhanced orthogonal polynomials model

Digital Signal Processing
Towards large scale cross-media retrieval via modeling heterogeneous information and exploring an efficient indexing scheme

CVM'12 Proceedings of the First international conference on Computational Visual Media
Wildlife video key-frame extraction based on novelty detection in semantic context

Multimedia Tools and Applications
Multiple perspective interactive search: a paradigm for exploratory search and information retrieval on the web

Multimedia Tools and Applications
Online multi-modal distance learning for scalable multimedia retrieval

Proceedings of the sixth ACM international conference on Web search and data mining
3D Face Reconstruction from Two Orthogonal Images for Face Recognition Applications

International Journal of Digital Library Systems
Nested Partitions Properties for Spatial Content Image Retrieval

International Journal of Digital Library Systems
Cross-Media semantics mining based on sparse canonical correlation analysis and relevance feedback

PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Structural context-aware cross media recommendation

PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
An axiomatic model for merging stratified belief bases by negotiation

ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part I
Weighted Association Rule Mining for Video Semantic Detection

International Journal of Multimedia Data Engineering & Management
Performance Evaluation of Relevance Feedback for Image Retrieval by "Real-World" Multi-Tagged Image Datasets

International Journal of Multimedia Data Engineering & Management
On the Applicability of Speaker Diarization to Audio Indexing of Non-Speech and Mixed Non-Speech/Speech Video Soundtracks

International Journal of Multimedia Data Engineering & Management
A meta-learning approach for determining the number of clusters with consideration of nearest neighbors

Information Sciences: an International Journal
Asymmetric propagation based batch mode active learning for image retrieval

Signal Processing
3D CBIR with sparse coding for image-guided neurosurgery

Signal Processing
Multimodal recognition of visual concepts using histograms of textual concepts and selective weighted late fusion scheme

Computer Vision and Image Understanding
Pooling in image representation: The visual codeword point of view

Computer Vision and Image Understanding
SHIATSU: tagging and retrieving videos without worries

Multimedia Tools and Applications
Navigating videos by location

Proceedings of the 5th Workshop on Mobile Video
A spatio-temporal pyramid matching for video retrieval

Computer Vision and Image Understanding
Cueing multimedia search with audiovisual blur

ACM Transactions on Applied Perception (TAP)
Axiomatic characterization of belief merging by negotiation

Multimedia Tools and Applications
Visual-interactive querying for multivariate research data repositories using bag-of-words

Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
Temporal-Spatial refinements for video concept fusion

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Robust color image retrieval using visual interest point feature of significant bit-planes

Digital Signal Processing
An educational application for botanical study in science classes at elementary schools

Proceedings of the 12th International Conference on Interaction Design and Children
Near-lossless semantic video summarization and its applications to video analysis

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Uncovering locally characterizing regions within geotagged data

Proceedings of the 22nd international conference on World Wide Web
Image search—from thousands to billions in 20 years

ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special Sections on the 20th Anniversary of ACM International Conference on Multimedia, Best Papers of ACM Multimedia 2012
Juggle: large-scale discovery in music recommendation

Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
When Amazon Meets Google: Product Visualization by Exploring Multiple Web Sources

ACM Transactions on Internet Technology (TOIT)
Attribute-augmented semantic hierarchy: towards bridging semantic gap and intention gap in image retrieval

Proceedings of the 21st ACM international conference on Multimedia
Online multimodal deep similarity learning with application to image retrieval

Proceedings of the 21st ACM international conference on Multimedia
Unveiling the multimedia unconscious: implicit cognitive processes and multimedia content analysis

Proceedings of the 21st ACM international conference on Multimedia
Clickage: towards bridging semantic and intent gaps via mining click logs of search engines

Proceedings of the 21st ACM international conference on Multimedia
Rule-Based Semantic Concept Classification from Large-Scale Video Collections

International Journal of Multimedia Data Engineering & Management
Fusing inherent and external knowledge with nonlinear learning for cross-media retrieval

Neurocomputing
Structural image retrieval using automatic image annotation and region based inverted file

Journal of Visual Communication and Image Representation
A Web-Based Multimedia Retrieval System with MCA-Based Filtering and Subspace-Based Learning Algorithms

International Journal of Multimedia Data Engineering & Management
Fisher Linear Discriminant Analysis for text-image combination in multimedia information retrieval

Pattern Recognition
An improved distance-based relevance feedback strategy for image retrieval

Image and Vision Computing
Multimedia search reranking: A literature survey

ACM Computing Surveys (CSUR)
Neighborhood rough sets based multi-label classification for automatic image annotation

International Journal of Approximate Reasoning
Active learning for human action retrieval using query pool selection

Neurocomputing
Toward crowdsourcing micro-level behavior annotations: the challenges of interface, training, and generalization

Proceedings of the 19th international conference on Intelligent User Interfaces
Efficient techniques on retrieving bio-information for active U-healthcare

Personal and Ubiquitous Computing
Semantic context based refinement for news video annotation

Multimedia Tools and Applications
Content based image retrieval based on relative locations of multiple regions of interest using selective regions matching

Information Sciences: an International Journal
Improved Semantic Retrieval of Spoken Content by Document/Query Expansion with Random Walk Over Acoustic Similarity Graphs

IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP)

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Abstract

Extending beyond the boundaries of science, art, and culture, content-based multimedia information retrieval provides new paradigms and methods for searching through the myriad variety of media all over the world. This survey reviews 100+ recent articles on content-based multimedia information retrieval and discusses their role in current research directions which include browsing and search paradigms, user studies, affective computing, learning, semantic queries, new features and media types, high performance indexing, and evaluation techniques. Based on the current state of the art, we discuss the major challenges for the future.