{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"FMP\"\n", "\"AudioLabs\"\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"C4\"\n", "

SSM: Path Enhancement

\n", "
\n", "\n", "
\n", "\n", "

\n", "Following Section 4.2.2.2 of [Müller, FMP, Springer 2015], we discuss in this notebook a strategy for enhancing path structures in SSMs. This technique was originally introduced by Müller and Kurth. This functionality is also provided by the SM Toolbox.\n", " \n", "Meinard Müller and Frank Kurth\n", "Enhancing Similarity Matrices for Music Audio Analysis\n", "In Proceedings of the 32th International Conference on Acoustics, Speech, and Signal Processing (ICASSP): 437–440, \n", " \n", "

\n", "

\n", "\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Brahms\n", "\n", "As our running example in this notebook, we consider again the Ormandy recording of the [Hungarian Dance No. 5 by Johannes Brahms](../C4/C4S1_MusicStructureGeneral.html). As a feature representation, we use a [**chromagram**](../C3/C3S1_SpecLogFreq-Chromagram.html) with a feature resolution of $2~\\mathrm{Hz}$\n", "\n", "Orchestral version (Ormandy, $A_1A_2B_1B_2CA_3B_3B_4D$)
\n", "" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:51:35.157237Z", "iopub.status.busy": "2024-02-15T08:51:35.156997Z", "iopub.status.idle": "2024-02-15T08:51:41.380607Z", "shell.execute_reply": "2024-02-15T08:51:41.380043Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import os, sys, librosa\n", "from scipy import signal\n", "from matplotlib import pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "import IPython.display as ipd\n", "import pandas as pd\n", "from numba import jit\n", "\n", "sys.path.append('..')\n", "import libfmp.b\n", "import libfmp.c2\n", "import libfmp.c3\n", "import libfmp.c4\n", "\n", "%matplotlib inline\n", "\n", "# Annotation\n", "filename = 'FMP_C4_Audio_Brahms_HungarianDances-05_Ormandy.csv'\n", "fn_ann = os.path.join('..', 'data', 'C4', filename)\n", "ann, color_ann = libfmp.c4.read_structure_annotation(fn_ann, fn_ann_color=filename)\n", "\n", "\n", "# Waveform\n", "fn_wav = os.path.join('..', 'data', 'C4', 'FMP_C4_Audio_Brahms_HungarianDances-05_Ormandy.wav')\n", "Fs = 22050\n", "x, Fs = librosa.load(fn_wav, Fs) \n", "x_duration = (x.shape[0])/Fs\n", "\n", "# Chroma Feature Sequence and SSM (10 Hz)\n", "C = librosa.feature.chroma_stft(y=x, sr=Fs, tuning=0, norm=2, hop_length=2205, n_fft=4410)\n", "Fs_C = Fs/2205\n", "\n", "# Chroma Feature Sequence and SSM (2 Hz)\n", "L, H = 21, 5\n", "X, Fs_X = libfmp.c3.smooth_downsample_feature_sequence(C, Fs_C, \n", " filt_len=L, down_sampling=H)\n", "\n", "X = libfmp.c3.normalize_feature_sequence(X, norm='2', threshold=0.001)\n", "S = libfmp.c4.compute_sm_dot(X,X)\n", "ann_frames = libfmp.c4.convert_structure_annotation(ann, Fs=Fs_X)\n", "fig, ax = libfmp.c4.plot_feature_ssm(X, 1, S, 1, ann_frames, x_duration*Fs_X,\n", " label='Time (frames)', color_ann=color_ann, clim=[0,1], clim_X=[0,1],\n", " title='Feature rate = %0.0f Hz (L = %d, H = %d)'%(Fs_X,L,H))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Diagonal Smoothing\n", "\n", "One important property of similarity matrices is the appearance of paths of high similarity that are parallel to the main diagonal. Each such path encodes the similarity of two segments that are obtained by projecting the path onto the horizontal and vertical axes, respectively. The identification and extraction of such paths is the main step in many music analysis applications. However, due to musical and acoustic variations, the path structure is often very noisy and hard to extract. To some extent, such noise can be reduced simply by using longer analysis windows in the feature computation step and adjusting the feature rate. To further enhance the path structure, one general strategy is to apply some kind of smoothing filter along the direction of the main diagonal, resulting in an emphasis of diagonal information in $\\mathbf{S}$ and a denoising of other structures. Such a filtering process, also referred to as **diagonal smoothing**, is closely related to the concept of **time-delay embedding**, which has been widely used for the analysis of dynamical systems. \n", "\n", "We now give a mathematical description of this procedure. Let $\\mathbf{S}$ be an SSM of size $N\\times N$ and let $L\\in\\mathbb{N}$ be a length of the smoothing filter. Then we define the smoothed self-similarity matrix $\\mathbf{S}_L$ by setting\n", "\n", "\\begin{equation}\n", "\\mathbf{S}_L(n,m) := \\frac{1}{L} \\sum_{\\ell=0}^{L-1} \\mathbf{S}(n+\\ell,m+\\ell)\n", "\\end{equation}\n", "\n", "for $n,m\\in[1:N-L+1]$. By suitably extending $\\mathbf{S}$ (e.g, by **zero-padding** where zero columns and rows are added), we may assume in the following that $\\mathbf{S}_L(n,m)$ is defined for $n,m\\in[1:N]$. \n", "\n", "In view of **efficiency issues**, we implement the smoothing procedure using matrix-based operations. The main idea of the implementation is as follows:\n", "\n", "* We generate $\\ell$-shifted versions of $\\mathbf{S}$ for $\\ell\\in[0:L-1]$. To this end, we shift $\\mathbf{S}$ by $\\ell$ positions along the main diagonal. \n", "* Then, we sum up the $\\ell$-shifted versions over $\\ell\\in[0:L-1]$. Dividing the resulting matrix by $L$ yields the matrix $\\mathbf{S}_L$.\n", "* To handle boundary effects, we use zero-padding starting with an $(N+L)$-square all-zero matrix. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:51:41.414449Z", "iopub.status.busy": "2024-02-15T08:51:41.414146Z", "iopub.status.idle": "2024-02-15T08:51:42.556586Z", "shell.execute_reply": "2024-02-15T08:51:42.555943Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "@jit(nopython=True)\n", "def filter_diag_sm(S, L):\n", " \"\"\"Path smoothing of similarity matrix by forward filtering along main diagonal\n", "\n", " Notebook: C4/C4S2_SSM-PathEnhancement.ipynb\n", "\n", " Args:\n", " S (np.ndarray): Similarity matrix (SM)\n", " L (int): Length of filter\n", "\n", " Returns:\n", " S_L (np.ndarray): Smoothed SM\n", " \"\"\"\n", " N = S.shape[0]\n", " M = S.shape[1]\n", " S_L = np.zeros((N, M))\n", " S_extend_L = np.zeros((N + L, M + L))\n", " S_extend_L[0:N, 0:M] = S\n", " for pos in range(0, L):\n", " S_L = S_L + S_extend_L[pos:(N + pos), pos:(M + pos)]\n", " S_L = S_L / L\n", " return S_L\n", "\n", "def subplot_matrix_colorbar(S, fig, ax, title='', Fs=1,\n", " xlabel='Time (seconds)', ylabel='Time (seconds)',\n", " clim=None, xlim=None, ylim=None, cmap=None, interpolation='nearest'):\n", " \"\"\"Visualization function for showing zoomed sections of matrices\n", "\n", " Notebook: C4/C4S2_SSM-PathEnhancement.ipynb\n", "\n", " Args:\n", " S: Similarity matrix (SM)\n", " fig: Figure handle\n", " ax: Axes handle\n", " title: Title for figure (Default value = '')\n", " Fs: Feature rate (Default value = 1)\n", " xlabel: Label for x-axis (Default value = 'Time (seconds)')\n", " ylabel: Label for y-axis (Default value = 'Time (seconds)')\n", " clim: Color limits (Default value = None)\n", " xlim: Limits for x-axis (Default value = None)\n", " ylim: Limits for x-axis (Default value = None)\n", " cmap: Colormap for imshow (Default value = None)\n", " interpolation: Interpolation value for imshow (Default value = 'nearest')\n", "\n", " Returns:\n", " im: Imshow handle\n", " \"\"\"\n", " if cmap is None:\n", " cmap = libfmp.b.compressed_gray_cmap(alpha=-100)\n", " len_sec = S.shape[0] / Fs\n", " extent = [0, len_sec, 0, len_sec]\n", " im = ax.imshow(S, aspect='auto', extent=extent, cmap=cmap, origin='lower', interpolation=interpolation)\n", " fig.sca(ax)\n", " fig.colorbar(im)\n", " ax.set_title(title)\n", " ax.set_xlabel(xlabel)\n", " ax.set_ylabel(ylabel)\n", " if xlim is not None:\n", " ax.set_xlim(xlim)\n", " if ylim is not None:\n", " ax.set_ylim(ylim)\n", " if clim is not None:\n", " im.set_clim(clim)\n", " return im\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(12, 3.5))\n", "subplot_matrix_colorbar(S, fig, ax[0], clim=[0,1], ylabel='Time (frames)', xlabel='Time (frames)',\n", " title=r'Original SSM $\\mathbf{S}$')\n", "L = 20\n", "S_L = filter_diag_sm(S, L)\n", "subplot_matrix_colorbar(S_L, fig, ax[1], clim=[0,1], ylabel='Time (frames)', xlabel='Time (frames)',\n", " title=r'Smoothed SSM $\\mathbf{S}_{L}$ (L = %d)'%L)\n", "L_long = 40\n", "S_L_long = filter_diag_sm(S, L_long)\n", "subplot_matrix_colorbar(S_L_long, fig, ax[2], clim=[0,1], ylabel='Time (frames)', xlabel='Time (frames)',\n", " title=r'Smoothed SSM $\\mathbf{S}_{L}$ (L = %d)'%L_long)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A simple filtering along the main diagonal works well if there are no relative tempo differences between the segments to be compared. However, this assumption is violated when a part is repeated with a faster or slower tempo. In the Ormandy interpretation of our Brahms example this happens in the $B$-sections: the shorter $B_2$-section is played much faster than the $B_1$-section. It is only the beginning of the $B_2$-section that is played much faster than the beginning of the $B_1$-section, whereas the two sections have roughly the same tempo towards the end of the part. This results in a path that does not run exactly parallel to the main diagonal (in particular at the beginning), so that applying an averaging filter in the direction of the main diagonal destroys some of the path structure. This particularly happens if the filter length $L$ is large. \n", "\n", "Orchestral version (Ormandy, $B_1$)
\n", "\n", "\n", "Orchestral version (Ormandy, $B_2$)
\n", "" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:51:42.560334Z", "iopub.status.busy": "2024-02-15T08:51:42.560123Z", "iopub.status.idle": "2024-02-15T08:51:43.078250Z", "shell.execute_reply": "2024-02-15T08:51:43.077684Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xlim = [75, 150]\n", "ylim = [125, 200]\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(12, 3.5))\n", "subplot_matrix_colorbar(S, fig, ax[0], clim=[0,1], xlim=xlim, ylim=ylim,\n", " title=r'Original SSM $\\mathbf{S}$', \n", " xlabel='Time (frames)', ylabel='Time (frames)')\n", "subplot_matrix_colorbar(S_L, fig, ax[1], clim=[0,1], xlim=xlim, ylim=ylim,\n", " title=r'Smoothed SSM $\\mathbf{S}_{L}$ (L = %d)'%L, \n", " xlabel='Time (frames)', ylabel='Time (frames)')\n", "subplot_matrix_colorbar(S_L_long, fig, ax[2], clim=[0,1], xlim=xlim, ylim=ylim,\n", " title=r'Smoothed SSM $\\mathbf{S}_{L}$ (L = %d)'%L_long, \n", " xlabel='Time (frames)', ylabel='Time (frames)')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multiple Filtering\n", "\n", "To deal with non-diagonal path structures due relative tempo differences, we now introduce a **multiple filtering** approach that preserve such structures under certain assumptions. The main idea of this approach to filter a similarity matrix along various directions that lie in a neighborhood of the direction defined by the main diagonal. Each such direction corresponds to a tempo difference and results in a separate filtered similarity matrix. The final similarity matrix is obtained by taking the cell-wise maximum over all these matrices. In this way, the path structure is also enhanced in the presence of local tempo variations as illustrated in the following figure. \n", "\n", "A mathematical description of this procedure is as follows. First, let use assume the the tempo difference is given by a real number $\\theta>0$. We define the self-similarity matrix smoothed in the direction of $(1,\\theta)$ by\n", "\n", "\\begin{equation}\n", "\\mathbf{S}_{L,\\theta}(n,m) := \\frac{1}{L} \\sum_{\\ell=0}^{L-1} \\mathbf{S}(n+\\ell,m+[\\ell\\cdot\\theta]),\n", "\\end{equation}\n", "\n", "where $[\\ell\\cdot\\theta]$ denotes the integer closest to the real number $\\ell\\cdot\\theta$. Again, by suitably zero-padding the matrix $\\mathbf{S}$, we may assume that $\\mathbf{S}_{L,\\theta}$ is defined for $n,m\\in[1:N]$. Now, in practice, one does not know the local tempo difference that may occur in a given music recording. Also, the relative tempo difference between two repeating sections may change over time. Therefore, the idea is to consider a (finite) set $\\Theta$ consisting of tempo parameters $\\theta\\in\\Theta$ for different relative tempo differences. Then, we compute for each such $\\theta$ a matrix $\\mathbf{S}_{L,\\theta}$ and obtain a final matrix $\\mathbf{S}_{L,\\Theta}$ by a cell-wise maximization over all $\\theta\\in\\Theta$:\n", "\n", "\\begin{equation}\n", "\\mathbf{S}_{L,\\Theta}(n,m) := \\max_{\\theta\\in\\Theta} \\mathbf{S}_{L,\\theta}(n,m).\n", "\\end{equation}\n", "\n", "Note that choosing $\\Theta=\\{1\\}$ reduces to the case $\\mathbf{S}_{L,\\Theta}=\\mathbf{S}_{L}$. In practice, one can use prior information on the expected relative tempo differences to determine the set $\\Theta$. For example, it rarely happens that the relative tempo difference between repeating segments is larger than $50$ percent, so that $\\Theta$ can be chosen to cover tempo variations of roughly $-50$ to $+50$ percent. Furthermore, in practice, the tempo range can be covered well by considering only a relatively small number of tempo parameters. For example, the set \n", "\n", "$$\n", "\\Theta=\\{0.66,0.81,1.00,1.22,1.50\\}\n", "$$ \n", "\n", "(with logarithmically spaced tempo parameters) covers tempo variations of roughly $-50$ to $+50$ percent. This set can be computed by the following function:\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:51:43.080901Z", "iopub.status.busy": "2024-02-15T08:51:43.080700Z", "iopub.status.idle": "2024-02-15T08:51:43.339115Z", "shell.execute_reply": "2024-02-15T08:51:43.338415Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.66 0.81036517 0.99498744 1.22167146 1.5 ]\n" ] } ], "source": [ "@jit(nopython=True)\n", "def compute_tempo_rel_set(tempo_rel_min, tempo_rel_max, num):\n", " \"\"\"Compute logarithmically spaced relative tempo values\n", "\n", " Notebook: C4/C4S2_SSM-PathEnhancement.ipynb\n", "\n", " Args:\n", " tempo_rel_min (float): Minimum relative tempo\n", " tempo_rel_max (float): Maximum relative tempo\n", " num (int): Number of relative tempo values (inlcuding the min and max)\n", "\n", " Returns:\n", " tempo_rel_set (np.ndarray): Set of relative tempo values\n", " \"\"\"\n", " tempo_rel_set = np.exp(np.linspace(np.log(tempo_rel_min), np.log(tempo_rel_max), num))\n", " return tempo_rel_set\n", "\n", "tempo_rel_min = 0.66\n", "tempo_rel_max = 1.5\n", "num = 5\n", "tempo_rel_set = compute_tempo_rel_set(tempo_rel_min=tempo_rel_min, tempo_rel_max=tempo_rel_max, num=num) \n", "print(tempo_rel_set)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The smoothing length parameter $L\\in\\mathbb{N}$ and discrete set $\\Theta$ of relative tempo differences are the two main parameters for controlling the smoothing quality. Similar to the diagonal smoothing, our **implementation** of the multiple filtering approach is expressed in terms of full matrix operations, which can be efficiently computed. The main idea of the implementation is as follows:\n", "\n", "* For each tempo parameter $\\theta\\in\\Theta$, we resample the SSM along one axis by a factor determined by $\\theta$. The resampling simulates the relative tempo difference specified by $\\theta$. \n", "* We apply diagonal filtering of lenght $L$ for each resampled matrix.\n", "* Each filtered matrix is converted back to the original format again by applying (reverse) resampling.\n", "* Taking the cell-weise maximum of the resulting matrices for $\\theta\\in\\Theta$, one obtains the matrix $\\mathbf{S}_{L,\\Theta}$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:51:43.342101Z", "iopub.status.busy": "2024-02-15T08:51:43.341881Z", "iopub.status.idle": "2024-02-15T08:51:45.422671Z", "shell.execute_reply": "2024-02-15T08:51:45.422088Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "@jit(nopython=True)\n", "def filter_diag_mult_sm(S, L=1, tempo_rel_set=np.asarray([1]), direction=0):\n", " \"\"\"Path smoothing of similarity matrix by filtering in forward or backward direction\n", " along various directions around main diagonal.\n", " Note: Directions are simulated by resampling one axis using relative tempo values\n", "\n", " Notebook: C4/C4S2_SSM-PathEnhancement.ipynb\n", "\n", " Args:\n", " S (np.ndarray): Self-similarity matrix (SSM)\n", " L (int): Length of filter (Default value = 1)\n", " tempo_rel_set (np.ndarray): Set of relative tempo values (Default value = np.asarray([1]))\n", " direction (int): Direction of smoothing (0: forward; 1: backward) (Default value = 0)\n", "\n", " Returns:\n", " S_L_final (np.ndarray): Smoothed SM\n", " \"\"\"\n", " N = S.shape[0]\n", " M = S.shape[1]\n", " num = len(tempo_rel_set)\n", " S_L_final = np.zeros((N, M))\n", "\n", " for s in range(0, num):\n", " M_ceil = int(np.ceil(M / tempo_rel_set[s]))\n", " resample = np.multiply(np.divide(np.arange(1, M_ceil+1), M_ceil), M)\n", " np.around(resample, 0, resample)\n", " resample = resample - 1\n", " index_resample = np.maximum(resample, np.zeros(len(resample))).astype(np.int64)\n", " S_resample = S[:, index_resample]\n", "\n", " S_L = np.zeros((N, M_ceil))\n", " S_extend_L = np.zeros((N + L, M_ceil + L))\n", "\n", " # Forward direction\n", " if direction == 0:\n", " S_extend_L[0:N, 0:M_ceil] = S_resample\n", " for pos in range(0, L):\n", " S_L = S_L + S_extend_L[pos:(N + pos), pos:(M_ceil + pos)]\n", "\n", " # Backward direction\n", " if direction == 1:\n", " S_extend_L[L:(N+L), L:(M_ceil+L)] = S_resample\n", " for pos in range(0, L):\n", " S_L = S_L + S_extend_L[(L-pos):(N + L - pos), (L-pos):(M_ceil + L - pos)]\n", "\n", " S_L = S_L / L\n", " resample = np.multiply(np.divide(np.arange(1, M+1), M), M_ceil)\n", " np.around(resample, 0, resample)\n", " resample = resample - 1\n", " index_resample = np.maximum(resample, np.zeros(len(resample))).astype(np.int64)\n", "\n", " S_resample_inv = S_L[:, index_resample]\n", " S_L_final = np.maximum(S_L_final, S_resample_inv)\n", "\n", " return S_L_final\n", "\n", "tempo_rel_min = 0.66\n", "tempo_rel_max = 1.5\n", "num = 5\n", "tempo_rel_set = compute_tempo_rel_set(tempo_rel_min=tempo_rel_min, tempo_rel_max=tempo_rel_max, num=num) \n", "L = 20\n", "S_L = filter_diag_sm(S, L)\n", "S_L_mult = filter_diag_mult_sm(S, L, tempo_rel_set)\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(12, 3.5))\n", "subplot_matrix_colorbar(S, fig, ax[0], clim=[0,1], xlabel='Time (frames)', ylabel='Time (frames)',\n", " title=r'Original SSM $\\mathbf{S}$')\n", "subplot_matrix_colorbar(S_L, fig, ax[1], clim=[0,1], xlabel='Time (frames)', ylabel='Time (frames)',\n", " title=r'Smoothed SSM $\\mathbf{S}_{L}$ (L = %d)'%L)\n", "subplot_matrix_colorbar(S_L_mult, fig, ax[2], clim=[0,1], xlabel='Time (frames)', ylabel='Time (frames)',\n", " title=r'Multiple filtering SSM $\\mathbf{S}_{L,\\theta}$ (L = %d)'%L)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following figure, we again zoom into the SSMs comparing the $B_1$-section (horizontal axis) with the $B_2$-section (vertical axis)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:51:45.426326Z", "iopub.status.busy": "2024-02-15T08:51:45.426104Z", "iopub.status.idle": "2024-02-15T08:51:45.885135Z", "shell.execute_reply": "2024-02-15T08:51:45.884554Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xlim = [75, 150]\n", "ylim = [125, 200]\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(12, 3.5))\n", "subplot_matrix_colorbar(S, fig, ax[0], clim=[0,1], xlim=xlim, ylim=ylim,\n", " title='Original SSM', xlabel='Time (frames)', ylabel='Time (frames)')\n", "subplot_matrix_colorbar(S_L, fig, ax[1], clim=[0,1], xlim=xlim, ylim=ylim,\n", " title='Smoothed SSM (L = %d)'%L, xlabel='Time (frames)', ylabel='Time (frames)')\n", "subplot_matrix_colorbar(S_L_mult, fig, ax[2], clim=[0,1], xlim=xlim, ylim=ylim,\n", " title=r'Multiple filtering SSM $\\mathbf{S}_{L,\\theta}$ (L = %d)'%L, \n", " xlabel='Time (frames)', ylabel='Time (frames)')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forward–Backward Smoothing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This previous figure shows that there is a fading artifact in particular at the end of path structures. The reason for this artifact is that our smoothing procedure described so far works in the forward direction. To avoid fading artifacts, one idea is to additionally apply the averaging filter in a backward direction. The final self-similarity matrix is then obtained by taking the cell-wise maximum over the **forward-smoothed** and **backward-smoothed** matrices." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:51:45.888485Z", "iopub.status.busy": "2024-02-15T08:51:45.888268Z", "iopub.status.idle": "2024-02-15T08:51:47.585522Z", "shell.execute_reply": "2024-02-15T08:51:47.584581Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tempo_rel_min = 0.66\n", "tempo_rel_max = 1.5\n", "num = 5\n", "tempo_rel_set = compute_tempo_rel_set(tempo_rel_min=tempo_rel_min, tempo_rel_max=tempo_rel_max, num=num) \n", "L = 20\n", "S_forward = filter_diag_mult_sm(S, L, tempo_rel_set, direction=0)\n", "S_backward = filter_diag_mult_sm(S, L, tempo_rel_set, direction=1)\n", "S_final = np.maximum(S_forward, S_backward)\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(12, 3.5))\n", "subplot_matrix_colorbar(S, fig, ax[0], clim=[0,1], \n", " title=r'Original SSM', xlabel='Time (frames)', ylabel='Time (frames)')\n", "subplot_matrix_colorbar(S_forward, fig, ax[1], clim=[0,1],\n", " title=r'Forward SSM', xlabel='Time (frames)', ylabel='Time (frames)')\n", "subplot_matrix_colorbar(S_final, fig, ax[2], clim=[0,1], \n", " title=r'Forward-backward SSM', xlabel='Time (frames)', ylabel='Time (frames)')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following figure, we again zoom into the SSMs comparing the $B_1$-section (horizontal axis) with the $B_2$-section (vertical axis)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:51:47.589595Z", "iopub.status.busy": "2024-02-15T08:51:47.589396Z", "iopub.status.idle": "2024-02-15T08:51:48.021946Z", "shell.execute_reply": "2024-02-15T08:51:48.021360Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xlim = [75, 150]\n", "ylim = [125, 200]\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(12, 3.5))\n", "subplot_matrix_colorbar(S, fig, ax[0], clim=[0,1], xlim=xlim, ylim=ylim,\n", " title='Original SSM', xlabel='Time (frames)', ylabel='Time (frames)')\n", "subplot_matrix_colorbar(S_forward, fig, ax[1], clim=[0,1], xlim=xlim, ylim=ylim,\n", " title='Forward SSM', xlabel='Time (frames)', ylabel='Time (frames)')\n", "subplot_matrix_colorbar(S_final, fig, ax[2], clim=[0,1], xlim=xlim, ylim=ylim,\n", " title='Forward-backward SSM', xlabel='Time (frames)', ylabel='Time (frames)')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further Notes\n", "\n", "In the research literature, one finds a large number of contributions that apply some sort of augmentation of path-like structures. Most enhancement procedures are based on smoothing the given matrix along the direction of the main diagonal. Such a filtering process is closely related to the concept of **time-delay embedding**, which has been previously used for the analysis of dynamical systems. Also **morphological operations** used in image processing to enhance contours and \n", "edges can be applied for augmenting path-like structures. For a links to the research literature, we refer to Section 4.6.1 of [Müller, FMP, Springer 2015]. The multiple filtering approach to deal with relative tempo differences between repeating parts was originally suggested in the article Enhancing Similarity Matrices for Music Audio Analysis. There are various ways to implement similar procedures. An alternative to our **resample-based approach** is to apply multiple **2D convolution kernels** (one kernel for each direction) as implemented in [LibROSA](https://librosa.org/doc). Another modification could be to use **median filtering** (instead of averaging filtering) to avoid fading artifacts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Acknowledgment: This notebook was created by Meinard Müller and David Kopyto.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "
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