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MFCC (Mel-Frequency Cepstral Coefficients) magnitude reveals key audio characteristics:
Magnitude Insights indicate:
- Spectral envelope shape
- Energy distribution across frequencies
- Speech/sound timbre
- Phonetic information
- Noise levels
Magnitude Range:
- Typically normalized between -1 and 1
- First few coefficients (0–3) contain most significant information
- Lower coefficients represent overall spectral shape
- Higher coefficients capture fine details
This image shows two related visualizations of Mel-Frequency Cepstral Coefficients (MFCCs) extracted from an audio signal. Let’s break down each plot and what the magnitudes tell us:
Left Plot: MFCC Coefficients (Heatmap)
- X-axis: Time (in some unit, likely seconds or frames). This represents the progression of the audio signal.
- Y-axis: MFCC Coefficients. Each row corresponds to a different MFCC (MFCC 0, MFCC 1, MFCC 2, etc.).
- Color (Magnitude): The color in each cell represents the magnitude or amplitude of the corresponding MFCC at a specific time. The colorbar on the right indicates the dB…