{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"FMP\"\n", "\"AudioLabs\"\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"C8\"\n", "

Melody Extraction and Separation

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\n", "Following Section 8.2 and Section 8.2.3.3 of [Müller, FMP, Springer 2015], we cover in this notebook two related problems referred to as melody extraction and melody separation. The overall approach was suggested by Salamon and Gómez:\n", " \n", "

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\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Melody\n", "\n", "When asked to describe a specific song, we are often able to sing or hum the main melody. In general terms, a **melody** may be defined as a linear succession of musical tones expressing a particular musical idea. Because of the special arrangement of tones, a melody is perceived as a coherent entity, which gets stuck in a listener's head as the most memorable element of a song. As the original Greek term **melōidía** (meaning \"singing\" or \"chanting\") implies, a melody is often performed by a human voice. Oftentimes, the melody constitutes the leading element in a composition, appearing in the foreground, while the accompaniment is in the background. Sometimes melody and accompaniment may even be played on a single instrument such as a guitar or a piano. In any case, the melody typically stands out in one way or another. For example, the melody often comprises the higher notes in a musical composition, while the accompaniment consists of the lower notes. Or the melody is played by some instrument with a characteristic timbre . In some performances, the notes of a melody may feature easily discernible time–frequency patterns such as **vibrato**, **tremolo**, or **glissando** (i.e., a continuous glide from one pitch to another). As with many other concepts in music processing, the notion of melody remains rather vague. In music processing, one often considers a restricted scenario. In the [FMP notebook on F0 tracking](../C8/C8S2_FundFreqTracking.html), for example, we make the following simplifying assumptions:\n", "\n", "* First, we consider the scenario where the music is given in the form of an audio recording (and not as a symbolic music representation).\n", "* Second, rather than estimating a sequence of notes, we represent the melody by a sequence of F0-values that correspond to the notes' pitches.\n", "* Third, we restrict ourselves to music where the melody is predominant (e.g., being performed by a lead singer or a lead instrument). \n", "* Forth, we assume that there is only one melody line at a time, which can be associated to a single sound source." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Melody Extraction\n", "\n", "Based on these assumptions, the **melody extraction problem** can be regarded as the following signal processing task: Given a recording, the objective is to automatically estimate the sequence of **predominant F0-values** that correspond to the notes played by the lead voice or instrument. This is exactly the problem we discussed in the [FMP notebook on F0 tracking](../C8/C8S2_FundFreqTracking.html). The basic procedure can be summarized as follows:\n", "\n", "* First, compute a [salience representation](../C8/C8S2_SalienceRepresentation.html).\n", "* Then, derive the [trajectory](../C8/C8S2_FundFreqTracking.html) of predominant F0-values using suitable smoothness or score-informed constraints. \n", "* Also, as suggested by Salamon and Gómez, one may introduce other musical constraints, e.g., based on pitch contours. \n", "\n", "The melody extraction problem is challenging even in the restricted case that the simplifying assumptions are valid. \n", "\n", "* In music with many instruments playing simultaneously, it is hard to attribute specific time–frequency patterns to notes of individual instruments.\n", "* Also, the presence of resonance and reverberation effects further increases the overlap of different sound sources. \n", "* Furthermore, even after a successful estimation of fundamental frequencies, one still has to determine which of the F0-values belong to the predominant melody and which are part of the accompaniment.\n", "\n", "Continuing our [Freischütz example](../C8/C8S2_SalienceRepresentation.html), the following figure shows a spectrogram representation as well as the F0-trajectory of the melody performed by a soprano singer. Note the following: \n", "\n", "* The singer is not always active. This is also indicated by the activity pattern plotted below the spectrogram.\n", "\n", "* At some time points, the spectral bin with the highest magnitude may belong to the accompaniment. This is one reason for errors in melody estimation. \n", "\n", "* Some of the higher harmonics may contain more energy than the fundamental frequency, which may lead to **octave errors** in melody estimation. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:43:47.517091Z", "iopub.status.busy": "2024-02-15T08:43:47.516758Z", "iopub.status.idle": "2024-02-15T08:43:50.173224Z", "shell.execute_reply": "2024-02-15T08:43:50.172551Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import os, sys, librosa\n", "from scipy import signal\n", "from scipy import ndimage\n", "from scipy.interpolate import interp1d\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "from matplotlib.colors import LinearSegmentedColormap, BoundaryNorm\n", "from matplotlib import gridspec\n", "import IPython.display as ipd\n", "from numba import jit\n", "import pandas as pd\n", "from collections import OrderedDict\n", "\n", "sys.path.append('..')\n", "import libfmp.b\n", "import libfmp.c3\n", "import libfmp.c8\n", "\n", "%matplotlib inline\n", "\n", "def plot_STFT_F0_activity(Y, traj, figsize=(7,4), ylim = [0, 4000], cmap='gray_r'):\n", " fig, ax = plt.subplots(2, 2, gridspec_kw={'width_ratios': [10, 0.2],\n", " 'height_ratios': [10, 1]}, figsize= figsize) \n", " \n", " fig_im, ax_im, im = libfmp.b.plot_matrix(Y, Fs=Fs/H, Fs_F=N/Fs, \n", " ax=[ax[0,0], ax[0,1]], title='', cmap=cmap);\n", " ax[0,0].set_ylim(ylim)\n", " traj_plot = traj[traj[:, 1] > 0, :]\n", " ax[0,0].plot(traj_plot[:, 0], traj_plot[:, 1], color='r', markersize=4, marker='.', linestyle='');\n", " \n", " # F0 activity\n", " activity = np.array(traj[:, 1] > 0).reshape(1, -1)\n", " im = ax[1,0].imshow(activity, aspect='auto', cmap='bwr', clim=[-1, 1])\n", " ax[1,0].set_xticks([])\n", " ax[1,0].set_yticks([])\n", " ax[1,1].axis('off')\n", " plt.tight_layout()\n", " return fig, ax\n", "\n", "# Load audio\n", "fn_wav = os.path.join('..', 'data', 'C8', 'FMP_C8_F10_Weber_Freischuetz-06_FreiDi-35-40.wav')\n", "Fs = 22050\n", "x, Fs = librosa.load(fn_wav, sr=Fs)\n", "ipd.Audio(x, rate=Fs)\n", "\n", "# Computation of STFT\n", "N = 2048\n", "H = N//4\n", "X = librosa.stft(x, n_fft=N, hop_length=H, win_length=N, pad_mode='constant')\n", "Y = np.log(1 + np.abs(X))\n", "Fs_feature = Fs/H\n", "T_coef = np.arange(X.shape[1]) / Fs_feature\n", "freq_res = Fs / N\n", "F_coef = np.arange(X.shape[0]) * freq_res\n", "#F_coef = libfmp.c3.F_coef(np.arange(Y.shape[0]), Fs, N)\n", "\n", "# Load F0 trajectory and and resample to fit to X\n", "fn_traj = os.path.join('..', 'data', 'C8', 'FMP_C8_F10_Weber_Freischuetz-06_FreiDi-35-40_F0-user-Book.csv')\n", "traj_df = libfmp.b.read_csv(fn_traj)\n", "traj = traj_df.values\n", "Fs_traj = 1/(traj[1,0]-traj[0,0])\n", "traj_X_values = interp1d(traj[:,0], traj[:,1], kind='nearest', fill_value='extrapolate')(T_coef)\n", "traj_X = np.hstack((T_coef[:,None], traj_X_values[:,None]))\n", "\n", "# Visualization\n", "figsize=(7,4)\n", "ylim = [0, 4000]\n", "fig, ax = plot_STFT_F0_activity(Y, traj_X, figsize=figsize, ylim=ylim)\n", "plt.show()\n", "\n", "# Sonification\n", "soni_mono = libfmp.c8.sonify_trajectory_with_sinusoid(traj_X, len(x), Fs)\n", "soni_stereo = np.vstack((x.reshape(1,-1), soni_mono.reshape(1,-1))) # left: x, right: sonification\n", "ipd.Audio(soni_stereo, rate=Fs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Melody Separation: Overall Idea\n", "\n", "In our simplified scenario, the objective of **melody extraction** is to estimate the sequence of F0-values that correspond to the main melody. A related task is referred to as **melody separation**, which aims at decomposing a music signal into a melody component that captures the main melodic voice and an accompaniment component that captures the remaining acoustic events. One application of melody separation is the automated generation of a **Karaoke version** for a given song, where the main melodic voice is to be removed from the song's original recording. More technically speaking, the objective of melody separation is to decompose a given signal $x$ into a melody component $x^\\mathrm{Mel}$ and an accompaniment component $x^\\mathrm{Acc}$ such that \n", "\n", "\\begin{equation}\n", " x = x^\\mathrm{Mel} + x^\\mathrm{Acc}.\n", "\\end{equation}\n", "\n", "One general approach is to first apply a melody extraction algorithm to derive the F0-trajectory of the main melody. Based on these **F0-values** and their **harmonics**, one can construct a **binary mask** for the melodic component, while the binary mask of the accompaniment is defined to be the complement. Using masking techniques as described in the [FMP notebook on HPS](../C8/C8S1_HPS.html) (see Section 8.1.1.2 of [Müller, FMP, Springer 2015]), one then derives the two masked STFTs $\\mathcal{X}^\\mathrm{Mel}$ and $\\mathcal{X}^\\mathrm{Acc}$. From this, one obtains the signals $x^\\mathrm{Mel}$ and $x^\\mathrm{Acc}$ by applying [signal reconstruction techniques](../C8/C8S1_SignalReconstruction.html) (see Section 8.1.2 of [Müller, FMP, Springer 2015]). We now implement this melody separation procedure and apply it to the Freischütz example. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Binary Mask\n", "\n", "There are many ways to define a **binary mask** for a given F0-trajectory. Taking harmonics into account, we provide in the following code cell two variants. \n", "\n", "* In the first variant, one can specify a tolerance parameters `tol_bin` (given in frequency bins), which is used to define a frequency neighborhood of **fixed size** around each frequency bin.\n", "* In the second variant, one can specify a tolerance parameters `tol_cents` (given in cents), which is used to define a neighborhood of **frequency-dependent size** around each frequency bin. More precisely, the neighborhood size increases linearly with the center frequency (so that it remains constant when measured in cents).\n", "\n", "In the following figure, we show the binary masks for the melody (as well as their complements for the accompaniment) for both variants." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:43:50.182433Z", "iopub.status.busy": "2024-02-15T08:43:50.182147Z", "iopub.status.idle": "2024-02-15T08:43:50.768776Z", "shell.execute_reply": "2024-02-15T08:43:50.768156Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def convert_trajectory_to_mask_bin(traj, F_coef, n_harmonics=1, tol_bin=0):\n", " \"\"\"Computes binary mask from F0 trajectory\n", "\n", " Notebook: C8/C8S2_MelodyExtractSep.ipynb\n", "\n", " Args:\n", " traj (np.ndarray): F0 trajectory (time in seconds in 1st column, frequency in Hz in 2nd column)\n", " F_coef (np.ndarray): Frequency axis\n", " n_harmonics (int): Number of harmonics (Default value = 1)\n", " tol_bin (int): Tolerance in frequency bins (Default value = 0)\n", "\n", " Returns:\n", " mask (np.ndarray): Binary mask\n", " \"\"\"\n", " # Compute STFT bin for trajectory\n", " traj_bin = np.argmin(np.abs(F_coef[:, None] - traj[:, 1][None, :]), axis=0)\n", "\n", " K = len(F_coef)\n", " N = traj.shape[0]\n", " max_idx_harm = np.max([K, np.max(traj_bin)*n_harmonics])\n", " mask_pad = np.zeros((max_idx_harm.astype(int)+1, N))\n", "\n", " for h in range(n_harmonics):\n", " mask_pad[traj_bin*h, np.arange(N)] = 1\n", " mask = mask_pad[1:K+1, :]\n", "\n", " if tol_bin > 0:\n", " smooth_len = 2*tol_bin + 1\n", " mask = ndimage.filters.maximum_filter1d(mask, smooth_len, axis=0, mode='constant', cval=0, origin=0)\n", "\n", " return mask\n", "\n", "\n", "def convert_trajectory_to_mask_cent(traj, F_coef, n_harmonics=1, tol_cent=0.0):\n", " \"\"\"Computes binary mask from F0 trajectory\n", "\n", " Notebook: C8/C8S2_MelodyExtractSep.ipynb\n", "\n", " Args:\n", " traj (np.ndarray): F0 trajectory (time in seconds in 1st column, frequency in Hz in 2nd column)\n", " F_coef (np.ndarray): Frequency axis\n", " n_harmonics (int): Number of harmonics (Default value = 1)\n", " tol_cent (float): Tolerance in cents (Default value = 0.0)\n", "\n", " Returns:\n", " mask (np.ndarray): Binary mask\n", " \"\"\"\n", " K = len(F_coef)\n", " N = traj.shape[0]\n", " mask = np.zeros((K, N))\n", "\n", " freq_res = F_coef[1] - F_coef[0]\n", " tol_factor = np.power(2, tol_cent/1200)\n", " F_coef_upper = F_coef * tol_factor\n", " F_coef_lower = F_coef / tol_factor\n", " F_coef_upper_bin = (np.ceil(F_coef_upper / freq_res)).astype(int)\n", " F_coef_upper_bin[F_coef_upper_bin > K-1] = K-1\n", " F_coef_lower_bin = (np.floor(F_coef_lower / freq_res)).astype(int)\n", "\n", " for n in range(N):\n", " for h in range(n_harmonics):\n", " freq = traj[n, 1] * (1 + h)\n", " freq_bin = np.round(freq / freq_res).astype(int)\n", " if freq_bin < K:\n", " idx_upper = F_coef_upper_bin[freq_bin]\n", " idx_lower = F_coef_lower_bin[freq_bin]\n", " mask[idx_lower:idx_upper+1, n] = 1\n", " return mask\n", "\n", "\n", "figsize = (12, 2.5)\n", "\n", "# Binary masks for melody and accompaniment using bins\n", "tol_bin = 8\n", "mask_mel_bin = convert_trajectory_to_mask_bin(traj_X, F_coef, \n", " n_harmonics=30, tol_bin=tol_bin)\n", "mask_acc_bin = np.ones(mask_mel_bin.shape) - mask_mel_bin\n", "\n", "plt.figure(figsize=figsize)\n", "ax = plt.subplot(121)\n", "title = r'Binary mask for melody (tol_bin = %d)'%tol_bin\n", "fig_im, ax_im, im = libfmp.b.plot_matrix(mask_mel_bin, Fs=Fs_feature, ax=[ax],\n", " Fs_F=1/freq_res, figsize=figsize, title=title);\n", "plt.ylim(ylim);\n", "ax = plt.subplot(122)\n", "title=r'Binary mask for accompaniment (tol_bin = %d)'%tol_bin\n", "fig, ax, im = libfmp.b.plot_matrix(mask_acc_bin, Fs=Fs_feature, ax=[ax], \n", " Fs_F=1/freq_res, figsize=figsize, title=title);\n", "plt.ylim(ylim);\n", "plt.tight_layout()\n", "\n", "# Binary masks for melody and accompaniment using cents\n", "tol_cent = 80\n", "mask_mel_cent = convert_trajectory_to_mask_cent(traj_X, F_coef, n_harmonics=30, tol_cent=tol_cent)\n", "mask_acc_cent = np.ones(mask_mel_cent.shape) - mask_mel_cent\n", "\n", "plt.figure(figsize=figsize)\n", "ax = plt.subplot(121)\n", "title=r'Binary mask for melody (tol_cent = %d)'%tol_cent\n", "fig_im, ax_im, im = libfmp.b.plot_matrix(mask_mel_cent, Fs=Fs_feature, ax=[ax], \n", " Fs_F=1/freq_res, figsize=figsize, title=title);\n", "plt.ylim(ylim);\n", "ax = plt.subplot(122)\n", "title=r'Binary mask for accompaniment (tol_cent = %d)'%tol_cent\n", "fig, ax, im = libfmp.b.plot_matrix(mask_acc_cent, Fs=Fs_feature, ax=[ax], \n", " Fs_F=1/freq_res, figsize=figsize, title=title);\n", "plt.ylim(ylim);\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Signal Reconstruction\n", "\n", "Next, we construct the [masked STFTs](../C8/C8S1_HPS.html) $\\mathcal{X}^\\mathrm{Mel}$ and $\\mathcal{X}^\\mathrm{Acc}$ and the signals $x^\\mathrm{Mel}$. From this, we obtain the time-domain signals $x^\\mathrm{Acc}$ by applying [signal reconstruction techniques](../C8/C8S1_SignalReconstruction.html). Again, we present the results for both masking variants.\n", "\n", "\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:43:50.771764Z", "iopub.status.busy": "2024-02-15T08:43:50.771572Z", "iopub.status.idle": "2024-02-15T08:43:52.013684Z", "shell.execute_reply": "2024-02-15T08:43:52.013094Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Melody separation (tol_bin = 8)\n" ] }, { "data": { "image/png": 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Reconstructed signal for melodyReconstructed signal for accompaniment
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Melody separation (tol_cent = 80)\n" ] }, { "data": { "image/png": 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\n", 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Reconstructed signal for melodyReconstructed signal for accompaniment
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Melody separation (joint mask using \"logical or\" operator)\n" ] }, { "data": { "image/png": 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Reconstructed signal for melodyReconstructed signal for accompaniment
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#def display_signals_mel_acc(x_mel, x_acc, header_mel, header_acc):\n", "# html_x_mel = libfmp.c8.generate_audio_tag_html_list([x_mel], Fs=Fs, width='350')\n", "# html_x_acc = libfmp.c8.generate_audio_tag_html_list([x_acc], Fs=Fs, width='350')\n", "#\n", "# pd.set_option('display.max_colwidth', None) \n", "# df = pd.DataFrame(OrderedDict([\n", "# (header_mel, html_x_mel),\n", "# (header_acc, html_x_acc)]))\n", "# ipd.display(ipd.HTML(df.to_html(escape=False, header=True, index=False)))\n", " \n", "def compute_plot_display_mel_acc(Fs, X, N, H, mask_mel, figsize=figsize):\n", " mask_acc = np.ones(mask_mel.shape) - mask_mel\n", " X_mel = X * mask_mel\n", " X_acc = X * mask_acc\n", " x_mel = librosa.istft(X_mel, hop_length=H, win_length=N, window='hann', center=True, length=x.size)\n", " x_acc = librosa.istft(X_acc, hop_length=H, win_length=N, window='hann', center=True, length=x.size)\n", " \n", " plt.figure(figsize=figsize)\n", " ax = plt.subplot(121)\n", " fig_im, ax_im, im = libfmp.b.plot_matrix(np.log(1+10 * np.abs(X_mel)), Fs=Fs_feature, ax=[ax], Fs_F=1/freq_res, figsize=figsize, \n", " title='Masked STFT for melody');\n", " plt.ylim(ylim);\n", " ax = plt.subplot(122)\n", " fig, ax, im = libfmp.b.plot_matrix(np.log(1+10 * np.abs(X_acc)), Fs=Fs_feature, ax=[ax], Fs_F=1/freq_res, figsize=figsize, \n", " title='Masked STFT for accompaniment');\n", " plt.ylim(ylim); \n", " plt.show()\n", " libfmp.b.audio_player_list([x_mel, x_acc], [Fs, Fs], width=350, \n", " columns=['Reconstructed signal for melody', 'Reconstructed signal for accompaniment'])\n", "\n", "print('Melody separation (tol_bin = %d)'%tol_bin)\n", "compute_plot_display_mel_acc(Fs, X, N, H, mask_mel_bin, figsize=figsize)\n", "\n", "print('Melody separation (tol_cent = %d)'%tol_cent)\n", "compute_plot_display_mel_acc(Fs, X, N, H, mask_mel_cent, figsize=figsize)\n", "\n", "mask_mel_joint = np.logical_or(mask_mel_bin, mask_mel_cent)\n", "print('Melody separation (joint mask using \"logical or\" operator)')\n", "compute_plot_display_mel_acc(Fs, X, N, H, mask_mel_joint, figsize=figsize)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Stop Messing With Me (Bornemark)\n", "\n", "Assuming that an F0-trajectory is given for the melody, the overall procedure for melody-accompaniment separation is summarized in the following code cell. As an example, we use excerpt of the song [\"Stop Messing With Me\" by Sven Bornemark](../C8/C8S2_FundFreqTracking.html), where the melody is performed by a male singer. As input to the separation procedure, we use the constraint-based F0-trajectory as computed at the end of the [FMP notebook on fundamental frequency tracking](../C8/C8S2_FundFreqTracking.html). Besides presenting the separated components signals, we also provide the ideal melody track and accompaniment track, which are also available for the song. \n", "\n", "\n", "\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:43:52.021640Z", "iopub.status.busy": "2024-02-15T08:43:52.021424Z", "iopub.status.idle": "2024-02-15T08:44:05.023162Z", "shell.execute_reply": "2024-02-15T08:44:05.022388Z" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Reconstructed signal for melodyReconstructed signal for accompaniment
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Ideal signal for melodyIdeal signal for melody for accompaniment
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def separate_melody_accompaniment(x, Fs, N, H, traj, n_harmonics=10, tol_cent=50.0):\n", " \"\"\"F0-based melody-accompaniement separation\n", "\n", " Notebook: C8/C8S2_MelodyExtractSep.ipynb\n", "\n", " Args:\n", " x (np.ndarray): Audio signal\n", " Fs (scalar): Sampling frequency\n", " N (int): Window size in samples\n", " H (int): Hopsize in samples\n", " traj (np.ndarray): F0 traj (time in seconds in 1st column, frequency in Hz in 2nd column)\n", " n_harmonics (int): Number of harmonics (Default value = 10)\n", " tol_cent (float): Tolerance in cents (Default value = 50.0)\n", "\n", " Returns:\n", " x_mel (np.ndarray): Reconstructed audio signal for melody\n", " x_acc (np.ndarray): Reconstructed audio signal for accompaniement\n", " \"\"\"\n", " # Compute STFT\n", " X = librosa.stft(x, n_fft=N, hop_length=H, win_length=N, pad_mode='constant')\n", " Fs_feature = Fs / H\n", " T_coef = np.arange(X.shape[1]) / Fs_feature\n", " freq_res = Fs / N\n", " F_coef = np.arange(X.shape[0]) * freq_res\n", "\n", " # Adjust trajectory\n", " traj_X_values = interp1d(traj[:, 0], traj[:, 1], kind='nearest', fill_value='extrapolate')(T_coef)\n", " traj_X = np.hstack((T_coef[:, None], traj_X_values[:, None, ]))\n", "\n", " # Compute binary masks\n", " mask_mel = convert_trajectory_to_mask_cent(traj_X, F_coef, n_harmonics=n_harmonics, tol_cent=tol_cent)\n", " mask_acc = np.ones(mask_mel.shape) - mask_mel\n", "\n", " # Compute masked STFTs\n", " X_mel = X * mask_mel\n", " X_acc = X * mask_acc\n", "\n", " # Reconstruct signals\n", " x_mel = librosa.istft(X_mel, hop_length=H, win_length=N, window='hann', center=True, length=x.size)\n", " x_acc = librosa.istft(X_acc, hop_length=H, win_length=N, window='hann', center=True, length=x.size)\n", "\n", " return x_mel, x_acc\n", "\n", "# Load audio\n", "fn_wav = os.path.join('..', 'data', 'C8', 'FMP_C8_Audio_Bornemark_StopMessingWithMe-Excerpt_SoundCloud_mix.wav')\n", "Fs = 22050\n", "x, Fs = librosa.load(fn_wav, sr=Fs)\n", "x_duration = len(x)/Fs\n", "\n", "fn_wav_track_mel = os.path.join('..', 'data', 'C8', 'FMP_C8_Audio_Bornemark_StopMessingWithMe-Excerpt_SoundCloud_vocals.wav')\n", "x_track_mel, Fs = librosa.load(fn_wav_track_mel, sr=Fs)\n", "\n", "fn_wav_track_acc = os.path.join('..', 'data', 'C8', 'FMP_C8_Audio_Bornemark_StopMessingWithMe-Excerpt_SoundCloud_accomp.wav')\n", "x_track_acc, Fs = librosa.load(fn_wav_track_acc, sr=Fs)\n", "\n", "\n", "# Read constraint regions\n", "constraint_region_df = libfmp.b.read_csv(os.path.join('..', 'data', 'C8', 'FMP_C8_F11_SvenBornemark_StopMessingWithMe_CR.csv'))\n", "constraint_region = constraint_region_df.values\n", "\n", "# Compute trajectory\n", "traj, Z, T_coef, F_coef_hertz, F_coef_cents = libfmp.c8.compute_traj_from_audio(x, Fs=Fs, \n", " constraint_region=constraint_region, gamma=0.1)\n", "\n", "N = 2048\n", "H = N//4\n", "x_mel, x_acc = separate_melody_accompaniment(x, Fs=Fs, N=N, H=H, traj=traj, n_harmonics=30, tol_cent=50)\n", "\n", "libfmp.b.audio_player_list([x_mel, x_acc], [Fs, Fs], width=350, \n", " columns=['Reconstructed signal for melody', 'Reconstructed signal for accompaniment'])\n", "\n", "libfmp.b.audio_player_list([x_track_mel, x_track_acc], [Fs, Fs], width=350, \n", " columns=['Ideal signal for melody', 'Ideal signal for melody for accompaniment'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further Notes\n", "\n", "In this notebook, we presented a procedure for decomposing a music recording into a melody component and an accompaniment component, where we assumed that the F0-trajectory of the melody is given. Obviously, in this simplistic voice separation scenario, the requirements on the accuracy of the extracted F0-values are very high. Furthermore, nonharmonic properties of the singing voice such as fricative and plosive components (coming from consonants) have not been considered. Modeling and separating such nonharmonic components from sound mixtures generally constitutes a hard research question. Recent approaches for **singing voice separation** (or, more generally speaking, **source separation** approaches) are mostly based on deep learning techniques using large amounts of training examples. Here are some useful links:\n", "\n", "* [Demixing Professionally Produced Music (SiSEC 2016)](https://www.sisec17.audiolabs-erlangen.de/): This website presents the results of the Music (MUS) task of the sixth community-based Signal Separation Evaluation Campaign (SiSEC 2016). It shows objective and subjective results of 100 full-track songs of different styles separated into five components (vocals, accompaniment, drums, bass and other). \n", "* [Community-Based Signal Separation Evaluation Campaign (SiSEC 2018)](http://sisec.inria.fr/)\n", "* [MedleyDB: A Dataset of Multitrack Audio for Music Research](https://medleydb.weebly.com/)\n", "* [Freischütz Digital Multitrack Dataset](https://www.audiolabs-erlangen.de/resources/MIR/FreiDi/MultitrackDataset/)\n", "\t\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Acknowledgment: This notebook was created by Meinard Müller and Sebastian Rosenzweig.
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