Evaluating a Melody Extraction Engine
Proceedings of the 24th BCS-IRSG European Colloquium on IR Research: Advances in Information Retrieval
Personalization of user profiles for content-based music retrieval based on relevance feedback
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Music analysis and retrieval systems for audio signals
Journal of the American Society for Information Science and Technology - Music information retrieval
A method for retrieving music data with different bit rates using MPEG-4 TwinVQ audio compression
Proceedings of the 13th annual ACM international conference on Multimedia
Automatic genre classification of musical signals
EURASIP Journal on Applied Signal Processing
Musical genre classification using modified wavelet-like features and support vector machines
IMSA'07 IASTED European Conference on Proceedings of the IASTED European Conference: internet and multimedia systems and applications
Musical genre classification using modified wavelet-like features and support vector machines
EurolMSA '07 Proceedings of the Third IASTED European Conference on Internet and Multimedia Systems and Applications
Audio-based event detection for sports video
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Audio signal representations for indexing in the transform domain
IEEE Transactions on Audio, Speech, and Language Processing
Efficient and robust music identification with weighted finite-state transducers
IEEE Transactions on Audio, Speech, and Language Processing
Audio data model for multi-criteria query formulation and retrieval
Proceedings of the 7th International Conference on Advances in Mobile Computing and Multimedia
Robust audio identification for MP3 popular music
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
A method for music structure analysis using MPEG-4 TwinVQ audio compression
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Report of the ISMIS 2011 contest: music information retrieval
ISMIS'11 Proceedings of the 19th international conference on Foundations of intelligent systems
Unsupervised music genre classification with a model-based approach
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
Boosting classifiers for music genre classification
ISCIS'05 Proceedings of the 20th international conference on Computer and Information Sciences
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The literature on content-based music retrieval has largely finessed acoustic issues by using MIDI format music. This paper however considers content-based classification and retrieval of a typical (MPEG layer III) digital music archive. Two statistical techniques are investigated and appraised. Gaussian mixture modelling performs well with an accuracy of 92% on a music classification task. A tree-based vector quantization scheme offers marginally worse performance in a faster, scalable framework. Good results are also reported for music retrieval-by-similarity using the same techniques. Mel-frequency cepstral coefficients parameterize the audio well, though are slow to compute from the compressed domain. A new parameterization (MP3CEP), based on a partial decompression of MPEG layer III audio, is therefore proposed to facilitate music processing at user-interactive speeds. Overall, the techniques described provide useful tools in the management of a typical digital music library.