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April 16, 2020 16:02
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MFCC.ipynb
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"name": "MFCC.ipynb", | |
"provenance": [], | |
"collapsed_sections": [], | |
"machine_shape": "hm", | |
"authorship_tag": "ABX9TyOUIGZcfjjxwhnPW3SaETXV", | |
"include_colab_link": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "view-in-github", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"<a href=\"https://colab.research.google.com/gist/DominguesM/cd5e3b30daae2cdae0c664c5fbef2473/mfcc.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "oJXi0Dzgfg9F", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"from google.colab import drive" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "5tsZlZAlio5r", | |
"colab_type": "code", | |
"outputId": "a309d9be-e5b6-4134-d582-9702861d025d", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
} | |
}, | |
"source": [ | |
"drive.mount(\"/content/gdrive\")" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "BIDCF0S8isFC", | |
"colab_type": "code", | |
"outputId": "8e781b54-e36b-4b7c-80d5-12fa9c98d1cf", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 191 | |
} | |
}, | |
"source": [ | |
"!ls \"/content/gdrive/My Drive/Colab Notebooks/IArA/data_training_audio/lapsbm/LapsBM-F004/\"" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"LapsBM_0061.txt LapsBM_0066.txt LapsBM_0071.txt LapsBM_0076.txt\n", | |
"LapsBM_0061.wav LapsBM_0066.wav LapsBM_0071.wav LapsBM_0076.wav\n", | |
"LapsBM_0062.txt LapsBM_0067.txt LapsBM_0072.txt LapsBM_0077.txt\n", | |
"LapsBM_0062.wav LapsBM_0067.wav LapsBM_0072.wav LapsBM_0077.wav\n", | |
"LapsBM_0063.txt LapsBM_0068.txt LapsBM_0073.txt LapsBM_0078.txt\n", | |
"LapsBM_0063.wav LapsBM_0068.wav LapsBM_0073.wav LapsBM_0078.wav\n", | |
"LapsBM_0064.txt LapsBM_0069.txt LapsBM_0074.txt LapsBM_0079.txt\n", | |
"LapsBM_0064.wav LapsBM_0069.wav LapsBM_0074.wav LapsBM_0079.wav\n", | |
"LapsBM_0065.txt LapsBM_0070.txt LapsBM_0075.txt LapsBM_0080.txt\n", | |
"LapsBM_0065.wav LapsBM_0070.wav LapsBM_0075.wav LapsBM_0080.wav\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "pi6XQLLPjDLp", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"# Teoria Básica e implementação do MFCC" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "SYeqDPCfjJVD", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## Teoria\n", | |
"\n", | |
"Os Coeficientes Mel-Cepstrais (MFCCs) são uma maneira de extrair features de um áudio. O MFCC usa a escala MEL para dividir a banda de frequência em sub-bandas e depois extrai os coeficientes cepstrais usando a transformada discreta de cosseno (DCT). A escala MEL baseia-se na maneira como os seres humanos distinguem as frequências, o que torna muito conveniente processar sons.\n", | |
"\n", | |
"Vamos primeiro entender como os seres humanos percebem os sons.\n", | |
"\n", | |
"## Percepção sonora da voz humana\n", | |
"\n", | |
"A faixa de freqüência de voz fundamental em humanos adultos está entre 85Hz a 255Hz (85Hz a 180Hz para homens e 165Hz a 255Hz para mulheres). No topo da frequência fundamental existem harmônicos de frequências fundamentais. Harmônicas são multiplicações inteiras da frequência fundamental. Se, por exemplo, a frequência fundamental for 100Hz, seu segundo harmônico será 200Hz, o terceiro harmônico será 300Hz e assim por diante.\n", | |
"\n", | |
"Você pode ver um exemplo na imagem abaixo, que mostra a frequência versus o tempo de várias palavras pronunciadas e a cor representa a potência da frequência naquele ponto (amarelo mais forte e preto mais fraco):\n", | |
"\n", | |
"<img src=\"https://static.scientificamerican.com/sciam/assets/media/sound/speechsep-audio/speechsep-2-spect.png\"></img>\n", | |
"\n", | |
"Observe a primeira linha horizontal amarela na parte inferior de cada segmento. Essa é a frequência fundamental e é a mais forte. Acima disso, existem harmônicos com a mesma distância de frequência entre si.\n", | |
"\n", | |
"Os seres humanos podem ouvir aproximadamente entre 20Hz e 20KHz. A percepção do som é não linear e você pode distinguir melhor entre sons de baixa frequência do que sons de alta frequência, por exemplo. os seres humanos podem ouvir claramente a diferença entre 100Hz e 200Hz, mas não entre 15kHz e 15.1kHz.\n", | |
"\n", | |
"## Escala MEL\n", | |
"\n", | |
"Uma escala MEL é uma unidade do PITCH proposta por Stevens, Volkmann e Newmann em 1937. A escala MEL é uma escala de pitches considerados pelos ouvintes como sendo iguais à distância um do outro. Devido à forma como os seres humanos percebem o som, a escala MEL é uma escala não-linear e as distâncias entre os pitches aumentam com a frequência." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "IrofALLXkq3Z", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"# Implementação MFCC\n", | |
"\n", | |
"Primeiro, vamos carregar um exemplo de áudio e começar a trabalhar com ele:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "R-O2Mo6KksyF", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"import os\n", | |
"import numpy as np\n", | |
"import scipy\n", | |
"from scipy.io import wavfile\n", | |
"import scipy.fftpack as fft\n", | |
"from scipy.signal import get_window\n", | |
"import IPython.display as ipd\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"%matplotlib inline" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "POWnzp0qn53f", | |
"colab_type": "code", | |
"outputId": "42e858bb-f8b0-48ed-9aef-9f2f4d01f303", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 61 | |
} | |
}, | |
"source": [ | |
"TRAIN_PATH = '/content/gdrive/My Drive/Colab Notebooks/IArA/data_training_audio/lapsbm/LapsBM-F004/'\n", | |
"ipd.Audio(TRAIN_PATH + \"LapsBM_0061.wav\")" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"\n", | |
" <audio controls=\"controls\" >\n", | |
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\" type=\"audio/x-wav\" />\n", | |
" Your browser does not support the audio element.\n", | |
" </audio>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.lib.display.Audio object>" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 11 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "hJ8NN7ZEjKUO", | |
"colab_type": "code", | |
"outputId": "e67e741a-60b2-494d-d6a7-3aa25dbe491f", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 52 | |
} | |
}, | |
"source": [ | |
"sample_rate, audio = wavfile.read(TRAIN_PATH + \"LapsBM_0061.wav\")\n", | |
"print(\"Sample rate: {0}Hz\".format(sample_rate))\n", | |
"print(\"Duração: {0}s\".format(len(audio) / sample_rate))" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Sample rate: 22050Hz\n", | |
"Duração: 4.2654421768707484s\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "8VZZ1p3XoYBJ", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"def normalize_audio(audio):\n", | |
" audio = audio / np.max(np.abs(audio))\n", | |
" return audio" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "OqY-omcToqv4", | |
"colab_type": "code", | |
"outputId": "dc5bb2ad-855a-447c-b463-e461420a3678", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 265 | |
} | |
}, | |
"source": [ | |
"audio = normalize_audio(audio)\n", | |
"plt.figure(figsize=(15,4))\n", | |
"plt.plot(np.linspace(0, len(audio) / sample_rate, num=len(audio)), audio)\n", | |
"plt.grid(True)" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", 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"<Figure size 1080x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "y2eayo9OoyUG", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"Há muita coisa acontecendo aqui. Parece que devemos obter altas e baixas frequências fundamentais.\n", | |
"\n", | |
"## Enquadramento de áudio" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "ojbRU3YFpEhO", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"Como o áudio é um processo não estacionário, a FFT produzirá distorções. Para superar isso, podemos assumir que o áudio é um processo estacionário por um curto período de tempo. Por isso, dividimos o sinal em quadros curtos. Cada quadro de áudio terá o mesmo tamanho que o FFT. Também queremos que os quadros se sobreponham. Fazemos isso para que os quadros tenham alguma correlação entre eles e porque perdemos as informações nas bordas de cada quadro após aplicar uma função de janela." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "IwJdG6FypFEN", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"def frame_audio(audio, FFT_size=2048, hop_size=10, sample_rate=44100):\n", | |
" # hop_size em ms\n", | |
" \n", | |
" audio = np.pad(audio, int(FFT_size / 2), mode='reflect')\n", | |
" frame_len = np.round(sample_rate * hop_size / 1000).astype(int)\n", | |
" frame_num = int((len(audio) - FFT_size) / frame_len) + 1\n", | |
" frames = np.zeros((frame_num,FFT_size))\n", | |
" \n", | |
" for n in range(frame_num):\n", | |
" frames[n] = audio[n*frame_len:n*frame_len+FFT_size]\n", | |
" \n", | |
" return frames" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "MiAJj0zipIko", | |
"colab_type": "code", | |
"outputId": "ec0077e8-767e-4cf8-f873-8d3ce13cecb9", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
} | |
}, | |
"source": [ | |
"hop_size = 15 #ms\n", | |
"FFT_size = 2048\n", | |
"\n", | |
"audio_framed = frame_audio(audio, FFT_size=FFT_size, hop_size=hop_size, sample_rate=sample_rate)\n", | |
"print(\"Framed audio shape: {0}\".format(audio_framed.shape))" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Framed audio shape: (285, 2048)\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "KSL47WwxpWOW", | |
"colab_type": "code", | |
"outputId": "d0e365e0-5f3d-4d76-857e-0c5f2d5991d6", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
} | |
}, | |
"source": [ | |
"audio.shape" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(94053,)" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 17 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "YY0U8t0RqQ-s", | |
"colab_type": "code", | |
"outputId": "57f50ddd-3718-4fb0-d66b-8f32440588ca", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
} | |
}, | |
"source": [ | |
"FFT_size=2048\n", | |
"hop_size=10\n", | |
"sample_rate=44100\n", | |
"\n", | |
"np.pad(audio, int(FFT_size / 2), mode='reflect').shape" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(96101,)" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 18 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "d8YNZ3uMqaeg", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"Agora, temos uma matriz de áudio com o tamanho do número de quadro X tamanho da FFT.\n", | |
"\n", | |
"## Converter para o domínio da frequência\n", | |
"\n", | |
"Agora vamos converter o áudio, atualmente no domínio do tempo, para o domínio da frequência. A FFT assume que o áudio é periódico e continua. Ao enquadrar o sinal, garantimos que o áudio fosse periódico. Para que o áudio continue, aplicamos uma função de janela em cada quadro. Se não fizermos isso, obteremos distorções de alta frequência. Para superar isso, primeiro precisamos aplicar uma função de janela ao áudio emoldurado e executar a FFT. A janela garante que ambas as extremidades do sinal terminem perto de zero.\n", | |
"\n", | |
"Escolher a função correta é difícil e leva tempo. Para simplificar, escolheremos a janela Hanning." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "-fh9MrjAqwun", | |
"colab_type": "code", | |
"outputId": "3433320f-8cdf-4821-f0eb-b1404aaba708", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 265 | |
} | |
}, | |
"source": [ | |
"window = get_window(\"hann\", FFT_size, fftbins=True)\n", | |
"plt.figure(figsize=(15,4))\n", | |
"plt.plot(window)\n", | |
"plt.grid(True)" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 1080x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "8MgTqSj-qyW9", | |
"colab_type": "code", | |
"outputId": "516b21a6-2513-45e7-9cb9-6909631d718c", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 390 | |
} | |
}, | |
"source": [ | |
"audio_win = audio_framed * window\n", | |
"\n", | |
"ind = 69\n", | |
"plt.figure(figsize=(15,6))\n", | |
"plt.subplot(2, 1, 1)\n", | |
"plt.plot(audio_framed[ind])\n", | |
"plt.title('Original Frame')\n", | |
"plt.grid(True)\n", | |
"plt.subplot(2, 1, 2)\n", | |
"plt.plot(audio_win[ind])\n", | |
"plt.title('Frame After Windowing')\n", | |
"plt.grid(True)" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1080x432 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "3FwxJrBDrJqg", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"No gráfico acima, você pode ver que ambas as extremidades do quadro terminam em locais diferentes no eixo y. Você pode ver que a janela aproximou as bordas de cada quadro.\n", | |
"\n", | |
"Agora vamos executar a FFT. Depois de fazermos a FFT, pegamos apenas a parte positiva do espectro (primeira metade +1)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "9YlGQ7zAq3gL", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"audio_winT = np.transpose(audio_win)\n", | |
"\n", | |
"audio_fft = np.empty((int(1 + FFT_size // 2), audio_winT.shape[1]), dtype=np.complex64, order='F')\n", | |
"\n", | |
"for n in range(audio_fft.shape[1]):\n", | |
" audio_fft[:, n] = fft.fft(audio_winT[:, n], axis=0)[:audio_fft.shape[0]]\n", | |
"\n", | |
"audio_fft = np.transpose(audio_fft)" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "mFKuxCy8rSKk", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## Calculando a potência do sinal" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "fzFLNWdOrUfk", | |
"colab_type": "code", | |
"outputId": "b61683b4-2385-4b07-cc3a-0566ed3a1fa2", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
} | |
}, | |
"source": [ | |
"audio_power = np.square(np.abs(audio_fft))\n", | |
"print(audio_power.shape)" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"(285, 1025)\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "OChMbSzDrZhS", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## MEL-spaced filterbank\n", | |
"\n", | |
"O que é essencial no filterbank com MEL-spaced é o espaçamento entre os filtros, que cresce exponencialmente com a frequência. O banco de filtros pode ser feito para qualquer banda de frequência. Aqui calcularemos o banco de filtros para toda a banda de frequência.\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "T-IYoXp4raI2", | |
"colab_type": "code", | |
"outputId": "c411d7c4-4fe9-4169-c30d-05d8d670a6a4", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 52 | |
} | |
}, | |
"source": [ | |
"freq_min = 0\n", | |
"freq_high = sample_rate / 2\n", | |
"mel_filter_num = 10\n", | |
"\n", | |
"print(\"Minimum frequency: {0}\".format(freq_min))\n", | |
"print(\"Maximum frequency: {0}\".format(freq_high))" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"Minimum frequency: 0\n", | |
"Maximum frequency: 22050.0\n" | |
], | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "kpMKjjtOr_Ra", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"### Computar pontos de filtro\n", | |
"\n", | |
"Primeiro, construímos pontos de filtro que determinam o início e a parada dos filtros. Para fazer isso, primeiro convertemos as duas arestas do banco de filtros no espaço MEL. Depois disso, construímos uma matriz linearmente espaçada entre as duas frequências MEL. Em seguida, convertemos a matriz no espaço de frequência e, finalmente, normalizamos a matriz no tamanho da FFT e escolhemos os valores associados à FFT.\n", | |
"\n", | |
"Este processo é mostrado na figura abaixo:\n", | |
"\n", | |
"<img src=\"https://i.ibb.co/dcJQHFJ/MEL.png\"/>\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "JK7HliS2sBOm", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"def freq_to_mel(freq):\n", | |
" return 2595.0 * np.log10(1.0 + freq / 700.0)\n", | |
"\n", | |
"def met_to_freq(mels):\n", | |
" return 700.0 * (10.0**(mels / 2595.0) - 1.0)" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "BMFvAAhPsJdM", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"def get_filter_points(fmin, fmax, mel_filter_num, FFT_size, sample_rate=44100):\n", | |
" fmin_mel = freq_to_mel(fmin)\n", | |
" fmax_mel = freq_to_mel(fmax)\n", | |
" \n", | |
" print(\"MEL min: {0}\".format(fmin_mel))\n", | |
" print(\"MEL max: {0}\".format(fmax_mel))\n", | |
" \n", | |
" mels = np.linspace(fmin_mel, fmax_mel, num=mel_filter_num+2)\n", | |
" freqs = met_to_freq(mels)\n", | |
" \n", | |
" return np.floor((FFT_size + 1) / sample_rate * freqs).astype(int), freqs" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "9WTQPcAQsLSp", | |
"colab_type": "code", | |
"outputId": "f2bcbb39-1662-4530-d5aa-38a08e8b1cb0", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 86 | |
} | |
}, | |
"source": [ | |
"filter_points, mel_freqs = get_filter_points(freq_min, freq_high, mel_filter_num, FFT_size, sample_rate=44100)\n", | |
"filter_points" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": [ | |
"MEL min: 0.0\n", | |
"MEL max: 3923.337321740179\n" | |
], | |
"name": "stdout" | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"array([ 0, 12, 28, 51, 82, 125, 184, 265, 376, 528, 737,\n", | |
" 1024])" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 26 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "BIXA4hgusQ8_", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"### Construindo o filterbank\n", | |
"\n", | |
"Depois de termos os pontos de filtro, construímos os filtros." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "s26L2MdXsYPZ", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"def get_filters(filter_points, FFT_size):\n", | |
" filters = np.zeros((len(filter_points)-2,int(FFT_size/2+1)))\n", | |
" \n", | |
" for n in range(len(filter_points)-2):\n", | |
" filters[n, filter_points[n] : filter_points[n + 1]] = np.linspace(0, 1, filter_points[n + 1] - filter_points[n])\n", | |
" filters[n, filter_points[n + 1] : filter_points[n + 2]] = np.linspace(1, 0, filter_points[n + 2] - filter_points[n + 1])\n", | |
" \n", | |
" return filters" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "JttbQHf1sZ4U", | |
"colab_type": "code", | |
"outputId": "f270f11b-6480-4ec0-a628-b3864279f7e6", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 265 | |
} | |
}, | |
"source": [ | |
"filters = get_filters(filter_points, FFT_size)\n", | |
"\n", | |
"plt.figure(figsize=(15,4))\n", | |
"for n in range(filters.shape[0]):\n", | |
" plt.plot(filters[n])" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1080x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "nlyytyy4si2_", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"Em seguida, dividimos os pesos triangulares do MEL pela largura da banda MEL (normalização da área). Se não normalizarmos os filtros, veremos o ruído aumentar com a frequência devido à largura do filtro." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "YuPFjC-wsbWk", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"enorm = 2.0 / (mel_freqs[2:mel_filter_num+2] - mel_freqs[:mel_filter_num])\n", | |
"filters *= enorm[:, np.newaxis]" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "hou05MHFslhg", | |
"colab_type": "code", | |
"outputId": "7b676685-ca72-4dfe-d99e-c9939354c554", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 276 | |
} | |
}, | |
"source": [ | |
"plt.figure(figsize=(15,4))\n", | |
"for n in range(filters.shape[0]):\n", | |
" plt.plot(filters[n])" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1080x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "XWXzPI02suOb", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"### Filtrando o Sinal\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "vKjU7ztXsp60", | |
"colab_type": "code", | |
"outputId": "2d7cfca1-d79f-4013-f44a-cc6006dcaf7b", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
} | |
}, | |
"source": [ | |
"audio_filtered = np.dot(filters, np.transpose(audio_power))\n", | |
"audio_log = 10.0 * np.log10(audio_filtered)\n", | |
"audio_log.shape" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(10, 285)" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 32 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "uHfZfLWds4KN", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"Agora, temos uma matriz que representa a potência do áudio em todos os 10 filtros em diferentes períodos de tempo.\n", | |
"\n", | |
"## Gerando os coeficientes cepstrais\n", | |
"\n", | |
"A etapa final na geração do MFCC é usar a `Discrete Cosine Transform` (DCT). Vamos usar o DCT-III. Este tipo de DCT extrai mudanças de alta e baixa frequência no sinal." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "7e3vdtxPs4ih", | |
"colab_type": "code", | |
"colab": {} | |
}, | |
"source": [ | |
"def dct(dct_filter_num, filter_len):\n", | |
" basis = np.empty((dct_filter_num,filter_len))\n", | |
" basis[0, :] = 1.0 / np.sqrt(filter_len)\n", | |
" \n", | |
" samples = np.arange(1, 2 * filter_len, 2) * np.pi / (2.0 * filter_len)\n", | |
"\n", | |
" for i in range(1, dct_filter_num):\n", | |
" basis[i, :] = np.cos(i * samples) * np.sqrt(2.0 / filter_len)\n", | |
" \n", | |
" return basis\n" | |
], | |
"execution_count": 0, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "213RA59TtMbW", | |
"colab_type": "code", | |
"outputId": "ab5c64e9-a6da-4e07-adfe-8e5c4bc13245", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 34 | |
} | |
}, | |
"source": [ | |
"dct_filter_num = 40\n", | |
"\n", | |
"dct_filters = dct(dct_filter_num, mel_filter_num)\n", | |
"\n", | |
"cepstral_coefficents = np.dot(dct_filters, audio_log)\n", | |
"cepstral_coefficents.shape" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"(40, 285)" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 34 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "koTSXZ9-tSOq", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## Revisando os coeficientes cepstrais" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "FQi7biUbtT6-", | |
"colab_type": "code", | |
"outputId": "451207be-9f2d-42ba-b33c-7dba32fa37b9", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 191 | |
} | |
}, | |
"source": [ | |
"cepstral_coefficents[:, 0]" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"array([-1.53434705e+02, 3.58158613e+01, 1.19480191e+01, 1.31303544e+01,\n", | |
" 1.02133974e+01, 8.93508492e+00, 4.90004602e+00, 6.86932263e+00,\n", | |
" 4.92201255e+00, -2.48180456e+00, 2.43620263e-13, 2.48180456e+00,\n", | |
" -4.92201255e+00, -6.86932263e+00, -4.90004602e+00, -8.93508492e+00,\n", | |
" -1.02133974e+01, -1.31303544e+01, -1.19480191e+01, -3.58158613e+01,\n", | |
" 2.16989441e+02, -3.58158613e+01, -1.19480191e+01, -1.31303544e+01,\n", | |
" -1.02133974e+01, -8.93508492e+00, -4.90004602e+00, -6.86932263e+00,\n", | |
" -4.92201255e+00, 2.48180456e+00, -5.84465653e-14, -2.48180456e+00,\n", | |
" 4.92201255e+00, 6.86932263e+00, 4.90004602e+00, 8.93508492e+00,\n", | |
" 1.02133974e+01, 1.31303544e+01, 1.19480191e+01, 3.58158613e+01])" | |
] | |
}, | |
"metadata": { | |
"tags": [] | |
}, | |
"execution_count": 35 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"id": "7lXUk9W-tVdt", | |
"colab_type": "code", | |
"outputId": "3da116ed-0f9a-4f34-8c2b-09af6c2924f6", | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 320 | |
} | |
}, | |
"source": [ | |
"plt.figure(figsize=(15,5))\n", | |
"plt.plot(np.linspace(0, len(audio) / sample_rate, num=len(audio)), audio)\n", | |
"plt.imshow(cepstral_coefficents, aspect='auto', origin='lower');" | |
], | |
"execution_count": 0, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1080x360 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"tags": [], | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "q_jGiRwgtggo", | |
"colab_type": "text" | |
}, | |
"source": [ | |
"## Conclusão\n", | |
"\n", | |
"O MFCC é um bom algoritmo para extrair informações de alta e baixa frequência. Há muitas partes que podem ser alteradas dependendo do aplicativo. Uma coisa que podemos querer verificar é como a energia está espalhada pela banda de frequência e escolhendo a quantidade de filtro com base nisso.\n", | |
"\n", | |
"## Complementos\n", | |
"\n", | |
"* https://en.wikipedia.org/wiki/Voice_frequency\n", | |
"* https://en.wikipedia.org/wiki/Hearing_range\n", | |
"* https://www.sfu.ca/sonic-studio/handbook/Mel.html\n", | |
"* https://en.wikipedia.org/wiki/Mel_scale\n", | |
"* http://practicalcryptography.com/miscellaneous/machine-learning/guide-mel-frequency-cepstral-coefficients-mfccs/\n", | |
"* https://librosa.github.io/librosa/\n", | |
"* https://en.wikipedia.org/wiki/Window_function#Hamming_window\n", | |
"* https://www.youtube.com/watch?v=Q2aEzeMDHMA\n", | |
"* https://en.wikipedia.org/wiki/Discrete_cosine_transform" | |
] | |
} | |
] | |
} |
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