Automatic partitioning of full-motion video
Multimedia Systems
Video and image processing in multimedia systems
Video and image processing in multimedia systems
Audio databases with content-based retrieval
Intelligent multimedia information retrieval
Looking for sound?: selling perceptual space in hierarchically nested boxes
CHI 98 Cconference Summary on Human Factors in Computing Systems
Efficient repeating pattern finding in music databases
Proceedings of the seventh international conference on Information and knowledge management
An overview of audio information retrieval
Multimedia Systems - Special issue on audio and multimedia
Audio Feature Extraction and Analysis for Scene Segmentation and Classification
Journal of VLSI Signal Processing Systems - special issue on multimedia signal processing
Content-based retrieval for music collections
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Heuristic approach for generic audio data segmentation and annotation
MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 1)
Towards robust features for classifying audio in the CueVideo system
MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 1)
Comparing discriminating transformations and SVM for learning during multimedia retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
A robust audio classification and segmentation method
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Designing annotation before it's needed
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Content-based retrieval of MP3 music objects
Proceedings of the tenth international conference on Information and knowledge management
Content independence in multimedia databases
Journal of the American Society for Information Science and Technology
A singer identification technique for content-based classification of MP3 music objects
Proceedings of the eleventh international conference on Information and knowledge management
Search Algorithms for Subdatatype-Based Multimedia Retrieval
Journal of Intelligent and Robotic Systems
Indexing and Retrieval of Audio: A Survey
Multimedia Tools and Applications
Opportunities for Visual Computing in Healthcare
IEEE MultiMedia
Multimedia Database Management Requirements and Issues
IEEE MultiMedia
Video Handling with Music and Speech Detection
IEEE MultiMedia
A Survey on Content-Based Retrieval for Multimedia Databases
IEEE Transactions on Knowledge and Data Engineering
IEEE Transactions on Knowledge and Data Engineering
Content-based organization and visualization of music archives
Proceedings of the tenth ACM international conference on Multimedia
Efficient acoustic index for music retrieval with various degrees of similarity
Proceedings of the tenth ACM international conference on Multimedia
Content management for electronic music distribution
Communications of the ACM - Digital rights management
M-tree: An Efficient Access Method for Similarity Search in Metric Spaces
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Content-Based Sound Retrieval for Web Application
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
Clustering of Imperfect Transcripts Using a Novel Similarity Measure
Information Retrieval Techniques for Speech Applications [this book is based on the workshop “Information Retrieval Techniques for Speech Applications”, held as part of the 24th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval in New Orleans, USA, in September 2001].
Automatically Analyzing and Organizing Music Archives
ECDL '01 Proceedings of the 5th European Conference on Research and Advanced Technology for Digital Libraries
A Modular Neuro-Fuzzy Network for Musical Instruments Classification
MCS '00 Proceedings of the First International Workshop on Multiple Classifier Systems
Management and Rendering of Multimedia Views
MIS '98 Proceedings of the 4th International Workshop on Advances in Multimedia Information Systems
PCM '02 Proceedings of the Third IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Semantic Video Retrieval Using Audio Analysis
CIVR '02 Proceedings of the International Conference on Image and Video Retrieval
Evaluating a Melody Extraction Engine
Proceedings of the 24th BCS-IRSG European Colloquium on IR Research: Advances in Information Retrieval
Analysis of Environmental Sounds as Indexical Signs in Film
PCM '01 Proceedings of the Second IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Content-Based Audio Classification with Generalized Ellipsoid Distance
PCM '02 Proceedings of the Third IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
View management in multimedia databases
The VLDB Journal — The International Journal on Very Large Data Bases
Pivot Vector Space Approach for Audio-Video Mixing
IEEE MultiMedia
Peer-to-peer architecture for content-based music retrieval on acoustic data
WWW '03 Proceedings of the 12th international conference on World Wide Web
Content-based navigation of music using melodic pitch contours
Multimedia Systems - Special issue: Multimedia authoring and presentation techniques
A comparative study on content-based music genre classification
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Constructing a bowling information system with video content analysis
MMDB '03 Proceedings of the 1st ACM international workshop on Multimedia databases
Using structure patterns of temporal and spectral feature in audio similarity measure
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Content-based UEP: a new scheme for packet loss recovery in music streaming
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Concept framework for audio information retrieval: ARF
Journal of Computer Science and Technology
3D motion retrieval with motion index tree
Computer Vision and Image Understanding - Special isssue on video retrieval and summarization
Saying What it Means: Semi-Automated (News) Media Annotation
Multimedia Tools and Applications
General sound classification and similarity in MPEG-7
Organised Sound
MARSYAS: a framework for audio analysis
Organised Sound
MARSYAS: a framework for audio analysis
Organised Sound
Capturing experience: a matter of contextualising events
ETP '03 Proceedings of the 2003 ACM SIGMM workshop on Experiential telepresence
A Multimedia Information Repository for Cross Cultural Dance Studies
Multimedia Tools and Applications
Structuring and Querying Documents in an Audio Database Management System
Multimedia Tools and Applications
Search audio data with the wavelet pyramidal algorithm
Information Processing Letters - Devoted to the rapid publication of short contributions to information processing
Real-time background music monitoring based on content-based retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Multimodal Video Indexing: A Review of the State-of-the-art
Multimedia Tools and Applications
Popular music access: the Sony music browser
Journal of the American Society for Information Science and Technology - Music information retrieval
Music analysis and retrieval systems for audio signals
Journal of the American Society for Information Science and Technology - Music information retrieval
Constructing a Bowling Information System with Video Content Analysis
Multimedia Tools and Applications
Accurate repeat finding and object skipping using fingerprints
Proceedings of the 13th annual ACM international conference on Multimedia
Audio-based radio and TV broadcast monitoring
WebMedia '05 Proceedings of the 11th Brazilian Symposium on Multimedia and the web
Nearest-neighbor automatic sound annotation with a WordNet taxonomy
Journal of Intelligent Information Systems - Special issue: Intelligent multimedia applications
Acoustic environment as an indicator of social and physical context
Personal and Ubiquitous Computing
Content-based audio retrieval with relevance feedback
Pattern Recognition Letters
Automatic recognition of animal vocalizations using averaged MFCC and linear discriminant analysis
Pattern Recognition Letters
The Shazam music recognition service
Communications of the ACM - Music information retrieval
Acoustic environment classification
ACM Transactions on Speech and Language Processing (TSLP)
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
Audio similarity measure by graph modeling and matching
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Music retrieval: a tutorial and review
Foundations and Trends in Information Retrieval
Manifold Learning Based Cross-media Retrieval: A Solution to Media Object Complementary Nature
Journal of VLSI Signal Processing Systems
Adaptive Concatenative Sound Synthesis and Its Application to Micromontage Composition
Computer Music Journal
Musical instrument timbres classification with spectral features
EURASIP Journal on Applied Signal Processing
Automatic genre classification of musical signals
EURASIP Journal on Applied Signal Processing
Personalized multimedia retrieval: the new trend?
Proceedings of the international workshop on Workshop on multimedia information retrieval
A hybrid social-acoustic recommendation system for popular music
Proceedings of the 2007 ACM conference on Recommender systems
True suffix tree approach for discovering non-trivial repeating patterns in a music object
Multimedia Tools and Applications
A new hybrid audio classification algorithm based on SVM weight factor and Euclidean distance
CEA'07 Proceedings of the 2007 annual Conference on International Conference on Computer Engineering and Applications
A concurrency and an access control system for a web based multimedia distance education environment
MMACTE'05 Proceedings of the 7th WSEAS International Conference on Mathematical Methods and Computational Techniques In Electrical Engineering
Design of a content based multimedia retrieval system
CSECS'06 Proceedings of the 5th WSEAS International Conference on Circuits, Systems, Electronics, Control & Signal Processing
Hybrid Support Vector Machine and General Model Approach for Audio Classification
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
Detecting Violent Scenes in Movies by Auditory and Visual Cues
PCM '08 Proceedings of the 9th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Classification of audio signals using Fuzzy c-Means with divergence-based Kernel
Pattern Recognition Letters
Learning to rank videos personally using multiple clues
Proceedings of the ACM International Conference on Image and Video Retrieval
Similarity search in animal sound databases
IEEE Transactions on Multimedia
On the design and prototype implementation of a multimodal situation aware system
IEEE Transactions on Multimedia
Jump function Kolmogorov for audio classification in noise-mismatch conditions
IEEE Transactions on Signal Processing
EURASIP Journal on Advances in Signal Processing - Special issue on analysis and signal processing of oesophageal and pathological voices
Video Shrinking by Auditory and Visual Cues
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Weakly-Supervised Violence Detection in Movies with Audio and Video Based Co-training
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
A divide-and-conquer approach to latent perceptual indexing of audio for large web 2.0 applications
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Audio classification based on adaptive partitioning
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Natural soundscapes and identification of environmental sounds: a pattern recognition approach
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Combination of generative models and SVM based classifier for speech emotion recognition
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Scalable feature-based video retrieval for mobile devices
Proceedings of the First International Conference on Internet Multimedia Computing and Service
FMF: Query adaptive melody retrieval system
Journal of Systems and Software
On supervision and statistical learning for semantic multimedia analysis
Journal of Visual Communication and Image Representation
Automatic index construction for multimedia digital libraries
Information Processing and Management: an International Journal
Audio-based event detection for sports video
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Sound indexing using morphological description
IEEE Transactions on Audio, Speech, and Language Processing
Segmentation, indexing, and retrieval for environmental and natural sounds
IEEE Transactions on Audio, Speech, and Language Processing
Indexing and retrieval scheme for content-based multimedia applications
TSD'07 Proceedings of the 10th international conference on Text, speech and dialogue
SVM-based audio classification for content-based multimedia retrieval
MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining
Distribution-based similarity for multi-represented multimedia objects
MMM'08 Proceedings of the 14th international conference on Advances in multimedia modeling
Discriminant feature analysis for music timbre recognition and automatic indexing
MCD'07 Proceedings of the 3rd ECML/PKDD international conference on Mining complex data
Speech/music classification using occurrence pattern of ZCR and STE
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Audio data model for multi-criteria query formulation and retrieval
Proceedings of the 7th International Conference on Advances in Mobile Computing and Multimedia
Combining location and feature information for multimedia retrieval
International Journal of Computer Applications in Technology
A hooking method running on MHAP environment
ACE'10 Proceedings of the 9th WSEAS international conference on Applications of computer engineering
Audio-based semantic concept classification for consumer video
IEEE Transactions on Audio, Speech, and Language Processing
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
Estimating redundancy information of selected features in multi-dimensional pattern classification
Pattern Recognition Letters
Personalization in multimedia retrieval: A survey
Multimedia Tools and Applications
On similarity search in audio signals using adaptive sparse approximations
AMR'09 Proceedings of the 7th international conference on Adaptive multimedia retrieval: understanding media and adapting to the user
Hierarchical audio content classification system using an optimal feature selection algorithm
Multimedia Tools and Applications
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
Automatic classification of korean traditional music using robust multi-feature clustering
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part II
Content-based classification of music using VQ-multifeature clustering technique
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
ASIAN'04 Proceedings of the 9th Asian Computing Science conference on Advances in Computer Science: dedicated to Jean-Louis Lassez on the Occasion of His 5th Cycle Birthday
Audio visual cues for video indexing and retrieval
PCM'04 Proceedings of the 5th Pacific Rim conference on Advances in Multimedia Information Processing - Volume Part I
Music genre classification using a time-delay neural network
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Music style classification with a novel bayesian model
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Robust music information retrieval on mobile network based on multi-feature clustering
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Using earth mover's distance for audio clip retrieval
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Multiresolution pitch analysis of talking, singing, and the continuum between
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
Towards extracting emotions from music
IMTCI'04 Proceedings of the Second international conference on Intelligent Media Technology for Communicative Intelligence
Dominant feature vectors based audio similarity measure
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
Classification of audio signals using gradient-based fuzzy c-means algorithm with divergence measure
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
Understanding multimedia document semantics for cross-media retrieval
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
Information Sciences: an International Journal
Structural and semantic modeling of audio for content-based querying and browsing
FQAS'06 Proceedings of the 7th international conference on Flexible Query Answering Systems
ICADL'05 Proceedings of the 8th international conference on Asian Digital Libraries: implementing strategies and sharing experiences
Automatic classification of western music in digital library
ICADL'05 Proceedings of the 8th international conference on Asian Digital Libraries: implementing strategies and sharing experiences
Sound retrieval with intuitive verbal expressions
ICAD'98 Proceedings of the 1998 international conference on Auditory Display
The relationship between IR and multimedia databases
IRSG'98 Proceedings of the 20th Annual BCS-IRSG conference on Information Retrieval Research
Fuzzy rule based system ensemble for music genre classification
EvoMUSART'12 Proceedings of the First international conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design
A reliable qos model for festival constraint running on MHAP in festival site
FGIT'12 Proceedings of the 4th international conference on Future Generation Information Technology
Dictionary learning based sparse coefficients for audio classification with max and average pooling
Digital Signal Processing
An enhanced fuzzy c-means algorithm for audio segmentation and classification
Multimedia Tools and Applications
An analysis of content-based classification of audio signals using a fuzzy c-means algorithm
Multimedia Tools and Applications
Sound source localization using compressive sensing-based feature extraction and spatial sparsity
Digital Signal Processing
Latent topic model for audio retrieval
Pattern Recognition
Music Genre Classification Using Spectral Analysis and Sparse Representation of the Signals
Journal of Signal Processing Systems
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Many audio and multimedia applications would benefit from the ability to classify and search for audio based on characteristics of the audio rather than by keywords. These include multimedia databases and file systems, digital libraries, automatic segmentation or indexing of video (for example, news or sports footage) using the audio soundtrack, surveillance, and sound browsers for effects designers and musicians. This article describes an audio analysis, search, and classification engine that reduces sounds to perceptual and acoustical features. Sounds can then be searched or retrieved by any one or a combination of the features, by specifying previously learned classes based on these features, or by selecting or entering reference sounds and asking the engine to retrieve sounds that are similar (or dissimilar) to them. We present examples of this engine as it would be used in some of the application areas listed above. Readers may contact Erling Wold at Muscle Fish LLC, 2550 Ninth Street, Suite 207B, Berkeley, CA 94710, e-mail erling@musclefish.com.