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MFCC (Koeficientët Cepstral të Frekuencës Mel)×Funksioni i Transferimit të Relativ me Kokën×Analiza e Vektorit të Pavarur×
FushaFizika e aplikuarFizika e aplikuarFizika e aplikuar
FamiljaProcess / pipelineProcess / pipelineProcess / pipeline
Viti i origjinës198019892007
KrijuesiSteven Davis, Paul MermelsteinFredrik Wightman, Doris KistlerTae-Won Lee, Mark Lewicki, Terrence Sejnowski
LlojiAudio feature extraction algorithmFrequency-dependent spatial filtering functionMultivariate matrix decomposition algorithm
Burimi themeluesDavis, S., & Mermelstein, P. (1980). Comparison of parametric representations for monosyllabic word recognition in continuously spoken sentences. IEEE Transactions on Acoustics, Speech, and Signal Processing, 28(4), 357-366. DOI ↗Wightman, F. L., & Kistler, D. J. (1989). Headphone simulation of free-field listening. I: Stimulus synthesis. The Journal of the Acoustical Society of America, 85(2), 858-867. DOI ↗Lee, T. W., Lewicki, M. S., & Sejnowski, T. J. (2007). Independent Component Analysis for Source Localization in Biomedical Signals. In Proc. IEEE Int. Conf. Acoust. Speech Signal Process., pp. 97-100. link ↗
Emërtime të tjeramel-cepstral features, MFCC features, mel-frequency featuresHRTF, spatial hearing, binaural filterIVA, multivariate ICA, vector blind source separation
Të lidhura333
PërmbledhjaMel-Frequency Cepstral Coefficients (MFCCs) are a compact representation of audio features that mimic human auditory perception. Introduced by Davis and Mermelstein in 1980, MFCCs are the de facto feature extraction method for speech recognition and environmental sound analysis. They compress the frequency information of audio signals into a small set of coefficients that capture phonetic content while discarding irrelevant details.The Head-Related Transfer Function (HRTF) describes how the human head, ears, and torso filter sound from different directions. HRTFs capture the acoustical changes that occur as sound travels around the head to reach each ear, enabling the perception of sound location in 3D space. Measured or modeled HRTFs are essential for creating convincing 3D audio through headphones in virtual reality, spatial games, and immersive audio applications.Independent Vector Analysis (IVA) is a multivariate extension of Independent Component Analysis that jointly separates multiple datasets while maintaining dependencies within each dataset. Developed by Lee, Lewicki, and Sejnowski in the 2000s, IVA is used for blind source separation in multi-channel audio, brain imaging, and signal processing. It exploits both the independence between sources and correlations within frequency bands or time-frequency structures.
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ScholarGateKrahasoni metodat: MFCC · Head-Related Transfer Function · Independent Vector Analysis. Marrë më 2026-06-19 nga https://scholargate.app/sq/compare