Feature selection for automatic classification of musical instrument sounds
Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries
Analysis of Feature Dependencies in Sound Description
Journal of Intelligent Information Systems
Application of Temporal Descriptors to Musical Instrument Sound Recognition
Journal of Intelligent Information Systems
Music analysis and retrieval systems for audio signals
Journal of the American Society for Information Science and Technology - Music information retrieval
Application of soft computing to automatic music information retrieval
Journal of the American Society for Information Science and Technology - Music information retrieval
Pitch-Dependent Identification of Musical Instrument Sounds
Applied Intelligence
Pitch-dependent musical instrument identification and its application to musical sound ontology
IEA/AIE'2003 Proceedings of the 16th international conference on Developments in applied artificial intelligence
Automatic recognition of isolated monophonic musical instrument sounds using kNNC
Journal of Intelligent Information Systems - Special issue: Intelligent multimedia applications
A hierarchical modular architecture for musical instrument classification
International Journal of Knowledge-based and Intelligent Engineering Systems
Knowledge discovery-based identification of musical pitches and instruments in polyphonic sounds
Engineering Applications of Artificial Intelligence
EURASIP Journal on Applied Signal Processing
Sound Isolation by Harmonic Peak Partition For Music Instrument Recognition
Fundamenta Informaticae - Special issue ISMIS'05
Parameter-Based Categorization for Musical Instrument Retrieval
RSEISP '07 Proceedings of the international conference on Rough Sets and Intelligent Systems Paradigms
Analytical features: a knowledge-based approach to audio feature generation
EURASIP Journal on Audio, Speech, and Music Processing
Towards timbre-invariant audio features for harmony-based music
IEEE Transactions on Audio, Speech, and Language Processing
Speech/music discrimination using Mel-cepstrum modulation energy
TSD'07 Proceedings of the 10th international conference on Text, speech and dialogue
Speech/music classification using occurrence pattern of ZCR and STE
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Musical instrument classification using neural networks
SIP'06 Proceedings of the 5th WSEAS international conference on Signal processing
Blind signal separation of similar pitches and instruments in a noisy polyphonic domain
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
SETN'06 Proceedings of the 4th Helenic conference on Advances in Artificial Intelligence
Extracting emotions from music data
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Towards extracting emotions from music
IMTCI'04 Proceedings of the Second international conference on Intelligent Media Technology for Communicative Intelligence
Semantic region detection in acoustic music signals
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
Processing of musical data employing rough sets and artificial neural networks
Transactions on Rough Sets III
Genetic programming for musical sound analysis
EvoMUSART'12 Proceedings of the First international conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design
A cross-modal method of labeling music tags
Multimedia Tools and Applications
Musical instrument identification based on new boosting algorithm with probabilistic decisions
CMMR'11 Proceedings of the 8th international conference on Speech, Sound and Music Processing: embracing research in India
Sound Isolation by Harmonic Peak Partition For Music Instrument Recognition
Fundamenta Informaticae - Special issue ISMIS'05
Song/instrumental classification using spectrogram based contextual features
Proceedings of the CUBE International Information Technology Conference
Multi-label automatic indexing of music by cascade classifiers
Web Intelligence and Agent Systems
Hi-index | 0.00 |
In this paper, a system for pitch independent musical instrument recognition is presented. A wide set of features covering both spectral and temporal properties of sounds was investigated, and their extraction algorithms were designed. The usefulness of the features was validated using test data that consisted of 1498 samples covering the full pitch ranges of 30 orchestral instruments from the string, brass and woodwind families, played with different techniques. The correct instrument family was recognized with 94% accuracy and individual instruments in 80% of cases. These results are compared to those reported in other work. Also, utilization of a hierarchical classification framework is considered.