{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"FMP\"\n", "\"AudioLabs\"\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"C7\"\n", "

Audio Matching

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

\n", "Following Section 7.2 of [Müller, FMP, Springer 2015], we discuss in this notebook the task of audio matching, which was originally considered in the following article.\n", " \n", "

\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Task Specification and General Requirements\n", "\n", "\n", "In the [FMP notebook on content-based audio retrieval](../C7/C7_ContentBasedAudioRetrieval.html), we gave an introduction to various retrieval tasks based on the query-by-example paradigm. While significant progress has been made for highly specific retrieval scenarios such as [audio identification](../C7/C7S1_AudioIdentification.html), retrieval scenarios of lower [specificity](../C7/C7_ContentBasedAudioRetrieval.html) still pose many challenges. We now address a retrieval task referred to as **audio matching**: given a short query audio clip, the goal is to automatically retrieve all excerpts from all recordings within a given audio database that **musically** correspond to the query. In this matching scenario, as opposed to classic audio identification, one allows semantically motivated variations as they typically appear in different performances and arrangements of a piece of music. For example, two different performances of the same piece may exhibit significant nonlinear global and local differences in tempo, articulation, and phrasing, which are due to the freedom an artist has in executing performance directives such as ritardandi, accelerandi, fermata signs, or ornamentations. Furthermore, one has to deal with considerable spectral variations, which are due to differences in instrumentation, dynamics, accentuation, and so on. \n", "\n", "To further illustrate the audio matching scenario, let us consider the [Symphony No. 5 by Ludwig van Beethoven](../C1/C1S1_SheetMusic.html). Being one of the most popular pieces in the Western classical music literature, there exist a large number of different performances and arrangements of Beethoven's Fifth Symphony. More than $100$ recordings are commercially available, not to mention numerous nonprofessional live performances as may be found on video-sharing websites such as YouTube. Here are some examples for the first 21 measures (also shown as [sheet music representation](../C1/C1S1_SheetMusic.html) in a piano-reduced form).\n", "\n", "\"C7\"\n", "\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", "
PerformerAudio
Bernstein
Karajan
Sawallisch
Gould (piano version)
Scherbakov (piano verison)
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:38:55.844576Z", "iopub.status.busy": "2024-02-15T08:38:55.844282Z", "iopub.status.idle": "2024-02-15T08:39:03.321428Z", "shell.execute_reply": "2024-02-15T08:39:03.320662Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PDQ Bach - Beethoven Symphony No. 5\n" ] }, { "data": { "image/jpeg": 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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import IPython.display as ipd\n", "import numpy as np\n", "print('PDQ Bach - Beethoven Symphony No. 5')\n", "ipd.display(ipd.YouTubeVideo('MzXoVo16pTg', start=1, width=480, height=360))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now imagine you are sitting in a student orchestra concert at your university and listen to a performance of Beethoven's Fifth. You take your smartphone, record a few seconds, and send the audio fragment to an identification service. Since the live performance of the query is not part of the system's fingerprint database, the service will not be able to identify the recording when using traditional [fingerprinting techniques](../C7/C7S1_AudioIdentification.html). This is exactly the scenario where audio matching techniques should step in. \n", "\n", "For example, let us assume that the query consists of a recording of the first theme of Beethoven's Fifth. Then the goal of audio matching is to find all audio fragments that musically correspond to the query in a given database. The retrieved matches should include the repetitions of the main theme in the exposition and recapitulation within the same performance as well as the corresponding excerpts in other recordings, arrangements, and synthesized versions (e.g., obtained from MIDI files). All the retrieved matches can then be presented and made accessible to a user by means of suitable interfaces. Extending the functionality of the [Interpretation Switcher](../C3/C3S3_MusicAppNav.html) (see Section 3.3.1.1 of [Müller, FMP, Springer 2015]), all the matching sections within the retrieved recordings can be highlighted, as indicated by the next figure. Based on this interface, the user can easily browse through and listen to the retrieved audio fragments, possibly starting a new retrieval process with a refined query or a retrieved item.\n", "\n", "\"FMP_C67_F08.png\"\n", "\n", "\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PerformerTheme (Exposition)Theme (Repetition of Exposition)Theme (Recapitulation)
Bernstein\n", " \n", " \n", " \n", " \n", " \n", "
Karajan\n", " \n", " \n", " \n", " \n", " \n", "
Scherbakov
(piano verison)
\n", " \n", " \n", " \n", " \n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overall Matching Approach\n", "\n", "In the audio matching scenario, we are given a query audio fragment $\\mathcal{Q}$ and a collection of database recordings. Without loss of generality (e.g., by concatenating all recordings), we assume that this collection is represented by a single document $\\mathcal{D}$. A typical matching approach proceeds along the following lines.\n", "\n", "* **First step:** The query $\\mathcal{Q}$ and the document $\\mathcal{D}$ are converted into sequences of audio features, say $X=(x_1,x_2,\\ldots,x_N)$ and $Y=(y_1,y_2,\\ldots,y_M)$, respectively. The length $N$ of the query sequence is typically much shorter than the length $M$ of the database sequence. The features used should capture piece-specific properties (e.g., harmonic and melodic aspects), while being invariant to performance-specific variations (e.g., local tempo, articulation, note execution, and instrumentation). As an example, we use [CENS features](../C7/C7S2_CENS.html) as introduced in Section 7.2.1 of [Müller, FMP, Springer 2015].\n", "\n", "* **Second step:** Based on the feature sequences $X$ and $Y$, one tries to identify subsequences in $Y$ that are similar to $X$. To this end, one may use techniqus such as diagonal matching or a subsequence variant of dynamic time warping. In both cases, one obtains a mathching curve $\\Delta:[0:M-1]\\to\\mathbb{R}$. The positions of all local minima of $\\Delta$ that are close to zero point to subsequences of $Y$ similar to $X$.\n", "\n", "* **Third step:** Using a suitable [strategy for selecting local minima](../C7/C7S2_DiagonalMatching.html) of $\\Delta$, one derives a ranked list of matching subsequences (called **matches**), constituting the result of the matching procedure.\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DTW-Based Audio Matching: Beethoven Example\n", "\n", "In the following, we provide a concrete example implementation of an audio matching procedure following the lines as described above. Note that there are many alternatives (e.g., regarding feature representations, alignment strategies, and minimum selection) and different parameter choices, which may have a substantial impact on the final results. \n", "\n", "* As feature representation, we use [CENS features](../C7/C7S2_CENS.html) computed by the function `compute_cens_from_file`. In particular, starting with STFT-based chroma features with a feature resolution of $10~\\mathrm{Hz}$, we use $\\mathrm{CENS}^{21}_{5}$-features with a resolution of $2~\\mathrm{Hz}$.\n", "\n", "* We then compute a matching function using [subsequence DTW](../C7/C7S2_SubsequenceDTW.html). In our implementation, we use the function `compute_matching_function_dtw` with step size condition $\\Sigma=\\{(2, 1), (1, 2), (1, 1)\\}$.\n", "\n", "* As for the matching strategy, we follow the simple iterative retrieval procedure described in the [FMP notebook on diagonal matching](../C7/C7S2_DiagonalMatching.html) to identify local minima of the matching function. Note that, in the DTW-case, these local minima are [**end positions** of matching subsequences](../C7/C7S2_SubsequenceDTW.html). To obtain the respective start positions of the matches, we need to apply backtracking strategy for computing optimal warping paths (`libfmp.c7.compute_optimal_warping_path_subsequence_dtw_21`).\n", "\n", "We apply the matching procedure for our Beethoven example. As a query, we use the Bernstein recording of the first theme (first $21$ measures). Recall that the theme appears once more in the repetition of the exposition and, with some musical modifications, in the recapitulation. As for the database documents, we consider three different versions—two orchestral versions conducted by Bernstein and Karajan, respectively, and Liszt's piano transcription played by Scherbakov. \n", "\n", "For each version, we visualize the cost matrix $C$ along with the manually annotated ground-truth annotations of the theme (three occurrences per version). Furthermore, we show the resulting matching function with the top five matches. From the figures, one can make the following observations:\n", "\n", "* The matching functions clearly reveal the first two occurrences of the theme in all three versions. \n", "* Due to significant differences in instrumentation, it is much harder to identify the Bernstein orchestral query in the Scherbakov piano version than in the Karajan orchestral version. \n", "* Due to musical differences, it is much harder to identify the theme's third occurrence in the recapitulation than its second occurrence in the repetition of the exposition. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:39:03.359442Z", "iopub.status.busy": "2024-02-15T08:39:03.359086Z", "iopub.status.idle": "2024-02-15T08:39:27.164543Z", "shell.execute_reply": "2024-02-15T08:39:27.163791Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Bernstein (Theme 1); Database Y: Bernstein ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Bernstein (Theme 1); Database Y: Karajan ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Bernstein (Theme 1); Database Y: Scherbakov (piano version) ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import os\n", "import sys\n", "import numpy as np\n", "import librosa\n", "import matplotlib.pyplot as plt\n", "\n", "sys.path.append('..')\n", "import libfmp.b\n", "import libfmp.c4\n", "import libfmp.c7\n", "%matplotlib inline\n", "\n", "def compute_cens_from_file(fn_wav, Fs=22050, N=4410, H=2205, ell=21, d=5):\n", " \"\"\"Compute CENS features from file\n", "\n", " Notebook: C7/C7S2_AudioMatching.ipynb\n", "\n", " Args:\n", " fn_wav (str): Filename of wav file\n", " Fs (scalar): Feature rate of wav file (Default value = 22050)\n", " N (int): Window size for STFT (Default value = 4410)\n", " H (int): Hop size for STFT (Default value = 2205)\n", " ell (int): Smoothing length (Default value = 21)\n", " d (int): Downsampling factor (Default value = 5)\n", "\n", " Returns:\n", " X_CENS (np.ndarray): CENS features\n", " L (int): Length of CENS feature sequence\n", " Fs_CENS (scalar): Feature rate of CENS features\n", " x_duration (float): Duration (seconds) of wav file\n", " \"\"\"\n", " x, Fs = librosa.load(fn_wav, sr=Fs)\n", " x_duration = x.shape[0] / Fs\n", " X_chroma = librosa.feature.chroma_stft(y=x, sr=Fs, tuning=0, norm=None, hop_length=H, n_fft=N)\n", " X_CENS, Fs_CENS = libfmp.c7.compute_cens_from_chromagram(X_chroma, Fs=Fs/H, ell=ell, d=d)\n", " L = X_CENS.shape[1]\n", " return X_CENS, L, Fs_CENS, x_duration\n", "\n", "def compute_matching_function_dtw(X, Y, stepsize=2):\n", " \"\"\"Compute CENS features from file\n", "\n", " Notebook: C7/C7S2_AudioMatching.ipynb\n", "\n", " Args:\n", " X (np.ndarray): Query feature sequence (given as K x N matrix)\n", " Y (np.ndarray): Database feature sequence (given as K x M matrix)\n", " stepsize (int): Parameter for step size condition (1 or 2) (Default value = 2)\n", "\n", " Returns:\n", " Delta (np.ndarray): DTW-based matching function\n", " C (np.ndarray): Cost matrix\n", " D (np.ndarray): Accumulated cost matrix\n", " \"\"\"\n", " C = libfmp.c7.cost_matrix_dot(X, Y)\n", " if stepsize == 1:\n", " D = libfmp.c7.compute_accumulated_cost_matrix_subsequence_dtw(C)\n", " if stepsize == 2:\n", " D = libfmp.c7.compute_accumulated_cost_matrix_subsequence_dtw_21(C)\n", " N, M = C.shape\n", " Delta = D[-1, :] / N\n", " return Delta, C, D\n", "\n", "def matches_dtw(pos, D, stepsize=2):\n", " \"\"\"Derives matches from positions for DTW-based strategy\n", "\n", " Notebook: C7/C7S2_AudioMatching.ipynb\n", "\n", " Args:\n", " pos (np.ndarray): End positions of matches\n", " D (np.ndarray): Accumulated cost matrix\n", " stepsize (int): Parameter for step size condition (1 or 2) (Default value = 2)\n", "\n", " Returns:\n", " matches (np.ndarray): Array containing matches (start, end)\n", " \"\"\"\n", " matches = np.zeros((len(pos), 2)).astype(int)\n", " for k in range(len(pos)):\n", " t = pos[k]\n", " matches[k, 1] = t\n", " if stepsize == 1:\n", " P = libfmp.c7.compute_optimal_warping_path_subsequence_dtw(D, m=t)\n", " if stepsize == 2:\n", " P = libfmp.c7.compute_optimal_warping_path_subsequence_dtw_21(D, m=t)\n", " s = P[0, 1]\n", " matches[k, 0] = s\n", " return matches\n", " \n", "def compute_plot_matching_function_DTW(fn_wav_X, fn_wav_Y, fn_ann, \n", " ell=21, d=5, stepsize=2, tau=0.2, num=5, ylim=[0,0.35]):\n", " ann, _ = libfmp.c4.read_structure_annotation(fn_ann)\n", " color_ann = {'Theme': [0, 0, 1, 0.1], 'Match': [0, 0, 1, 0.2]}\n", " X, N, Fs_X, x_duration = compute_cens_from_file(fn_wav_X, ell=ell, d=d)\n", " Y, M, Fs_Y, y_duration = compute_cens_from_file(fn_wav_Y, ell=ell, d=d)\n", " Delta, C, D = compute_matching_function_dtw(X, Y, stepsize=stepsize)\n", " pos = libfmp.c7.mininma_from_matching_function(Delta, rho=2*N//3, tau=tau, num=num)\n", " matches = matches_dtw(pos, D, stepsize=stepsize)\n", "\n", " fig, ax = plt.subplots(2, 1, gridspec_kw={'width_ratios': [1], \n", " 'height_ratios': [1, 1]}, figsize=(8, 4))\n", " cmap = libfmp.b.compressed_gray_cmap(alpha=-10, reverse=True)\n", " libfmp.b.plot_matrix(C, Fs=Fs_X, ax=[ax[0]], ylabel='Time (seconds)',\n", " title='Cost matrix $C$ with ground truth annotations (blue rectangles)', \n", " colorbar=False, cmap=cmap)\n", " libfmp.b.plot_segments_overlay(ann, ax=ax[0], alpha=0.2, time_max=y_duration, \n", " colors = color_ann, print_labels=False)\n", "\n", " title = r'Matching function $\\Delta_\\mathrm{DTW}$ with matches (red rectangles)'\n", " libfmp.b.plot_signal(Delta, ax=ax[1], Fs=Fs_X, color='k', title=title, ylim=ylim)\n", " ax[1].grid()\n", " libfmp.c7.plot_matches(ax[1], matches, Delta, Fs=Fs_X, s_marker='', t_marker='o')\n", " plt.tight_layout() \n", " plt.show()\n", "\n", "data_dir = os.path.join('..', 'data', 'C7')\n", "fn_wav_all = [os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Bernstein.wav'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Karajan.wav'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Scherbakov.wav')]\n", "fn_ann_all = [os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Bernstein_Theme.csv'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Karajan_Theme.csv'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Scherbakov_Theme.csv')]\n", "names_all = ['Bernstein', 'Karajan', 'Scherbakov (piano version)'] \n", "fn_wav_X = os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Bernstein_Theme_1.wav')\n", "\n", "for f in range(3):\n", " print('=== Query X: Bernstein (Theme 1); Database Y:', names_all[f],' ===')\n", " compute_plot_matching_function_DTW(fn_wav_X, fn_wav_all[f], fn_ann_all[f])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DTW-Based Audio Matching: Shostakovich Example\n", "\n", "As a second example, we consider the second Waltz of Shostakovich's Jazz Suite No. 2. We have already encountered this piece in the context of [tempo and beat tracking](../C6/C6S1_NoveltyComparison.html). This piece is of the form $A_1A_2BA_3A_4$, where the $A$-part consists of $38$ measures and appears four times (parts $A_1$, $A_2$, $A_3$, and $A_4$), each time in a different instrumentation. In part $A_1$ the melody is played by saxophone and wood instruments, then in $A_2$ by strings, in $A_3$ by trombone and brass, and finally in $A_4$ in a tutti version. We consider two different recordings of the Waltz (Chailly, Yablonsky), leading to a total number of eight occurrences of the theme. In the following audio example, we present the main theme of the $A$-part (16 measures) of each of the eight occurrences.\n", "\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PerformerA1 (saxophone)A2 (strings)A3 (trombone)A4 (tutti)
Chailly\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Yablonsky\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As query $\\mathcal{Q}$, we use the $16$-measure theme of $A_1$ in the Chailly interpretation. As database documents, we use the entire Chailly as well as the entire Yablonsky recording, respectively. In the following figures, we use the same matching procedure and parameter settings as in the Beethoven example above.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:39:27.167580Z", "iopub.status.busy": "2024-02-15T08:39:27.167342Z", "iopub.status.idle": "2024-02-15T08:39:27.992611Z", "shell.execute_reply": "2024-02-15T08:39:27.992068Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A1, 16 measures); Database Y: Chailly ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A1, 16 measures); Database Y: Yablonsky ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_dir = os.path.join('..', 'data', 'C7')\n", "fn_wav_all = [os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly.wav'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Yablonsky.wav')]\n", "fn_ann_all = [os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly_Theme.csv'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Yablonsky_Theme.csv')]\n", "names_all = ['Chailly', 'Yablonsky'] \n", "fn_wav_X = os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly_Theme_1.wav')\n", "\n", "for f in range(2):\n", " print('=== Query X: Chailly (A1, 16 measures); Database Y:', names_all[f],' ===')\n", " compute_plot_matching_function_DTW(fn_wav_X, fn_wav_all[f], fn_ann_all[f], ylim=[0, 0.25])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the results, we want to make several comments:\n", "\n", "* All four occurrences in both of the versions appear as the top four matches, respectively. \n", "* Even though the Yablonsky version is faster than the Chailly version, these tempo variations are successfully handled by the DTW-based matching strategy. \n", "* In both versions, the occurrence in $A_3$ (trombone version) has the largest $\\Delta_\\mathrm{DTW}$-distance. This is due to the fact that the spectra of low-pitched instruments (e.g., the trombone) generally exhibit phenomena such as oscillations and smearing, which in turn results in \"noisy\" CENS- features. \n", "\n", "To indicate the limitations of our matching procedure, we next use the first $16$ measures of $A_3$ (trombone version) as the query $\\mathcal{Q}$ and repeat the experiment. While the $A_3$-theme in the Yablonsky-version could be identified correctly, it now becomes much harder to identify the remaining occurrences. As a result, the number of false-positive and false-negative matches increases." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:39:27.995867Z", "iopub.status.busy": "2024-02-15T08:39:27.995679Z", "iopub.status.idle": "2024-02-15T08:39:28.809435Z", "shell.execute_reply": "2024-02-15T08:39:28.808625Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A3, 16 measures); Database Y: Chailly ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A3, 16 measures); Database Y: Yablonsky ===\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fn_wav_X = os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly_Theme_3.wav')\n", "\n", "for f in range(2):\n", " print('=== Query X: Chailly (A3, 16 measures); Database Y:',names_all[f],' ===')\n", " compute_plot_matching_function_DTW(fn_wav_X, fn_wav_all[f], fn_ann_all[f], ylim=[0,0.25])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The quality of the matching results also crucially depends on the length of the query: queries of short duration ([having low specificity](../C7/C7_ContentBasedAudioRetrieval.html)) will generally lead to a large number of spurious matches, while enlarging the query length ([thus increasing its specificity](../C7/C7_ContentBasedAudioRetrieval.html)) will generally reduce the number of such matches. We illustrate this by considering $32$ measures (instead of $16$ measures) of $A_3$ of the Chailly recording as the query $\\mathcal{Q}$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:39:28.813498Z", "iopub.status.busy": "2024-02-15T08:39:28.813295Z", "iopub.status.idle": "2024-02-15T08:39:29.760639Z", "shell.execute_reply": "2024-02-15T08:39:29.760085Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A3, 32 measures); Database Y: Chailly ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A3, 32 measures); Database Y: Yablonsky ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fn_wav_X = os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly_Theme_3_32.wav')\n", "fn_ann_all = [os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly_Theme_32.csv'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Yablonsky_Theme_32.csv')]\n", "\n", "\n", "for f in range(2):\n", " print('=== Query X: Chailly (A3, 32 measures); Database Y:',names_all[f],' ===')\n", " compute_plot_matching_function_DTW(fn_wav_X, fn_wav_all[f], fn_ann_all[f], ylim=[0, 0.2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transposition-Invariant Matching Function\n", "\n", "In retrieval applications, one may want to identify audio excerpts even if they are played in a different musical key. We now discuss how one can handle possible transpositions between the query and matching database sections. As an example, let us consider the song \"In the Year 2525\" by Zager and Evans, which we already encountered in the [FMP notebook on transposition-invariant SSMs](../C4/C4S2_SSM-TranspositionInvariance.html). The song has the overall musical structure $IV_1V_2V_3V_4V_5V_6V_7BV_8O$. It starts with a slow intro, which is represented by the $I$-part. The verse of the song, which is represented by the $V$-part, occurs eight times. While the first four verse sections are in the same musical key, $V_5$ and $V_6$ are transposed by one semitone upwards, and $V_7$ and $V_8$ are transposed by two semitones upwards.\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IV1V2V3V4V5V6V7BV8+O
\n", "\n", "\"FMP_C4_F02\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As discussed the [FMP notebook on transposition and tuning](../C3/C3S1_TranspositionTuning.html) (see also Section 3.1.2 of [Müller, FMP, Springer 2015]), one can simulate transpositions by cyclically shifting the chroma features along the $12$-dimensional chroma axis. To this end, we introduced the **cyclic shift operator** $\\rho:\\mathbb{R}^{12} \\to \\mathbb{R}^{12}$ given by \n", "\n", "\\begin{equation}\n", " \\rho(x):=(x(11),x(0),x(1),\\ldots,x(10))^\\top\n", "\\end{equation}\n", "\n", "for $x=(x(0),x(1),\\ldots,x(10),x(11))^\\top\\in\\mathbb{R}^{12}$. Applying $\\rho$ successively, one obtains the twelve different cyclic shifts $\\rho^i$ for $i\\in[0:11]$. Furthermore, let \n", "\n", "\\begin{equation}\n", " \\rho^i(X)=(\\rho^i(x_1),\\rho^i(x_2),\\ldots,\\rho^i(x_N))\n", "\\end{equation}\n", "\n", "be the shifted versions of the query $X$ for $i\\in[0:11]$. Then, the idea is to use each of the twelve sequences $\\rho^i(X)$ as a separate query to retrieve matches from the database. To this end, one first computes a separate matching function, say $\\Delta^{i}$, for each $\\rho^i(X)$ and $Y$. The **transposition-invariant matching function** $\\Delta^\\mathrm{TI}$ is then obtained by setting \n", "\n", "\\begin{equation}\n", " \\Delta^\\mathrm{TI}(m):= \\min_{i\\in [0:11]} \\Delta^{i}(m)\n", "\\end{equation}\n", "\n", "for $m\\in[0:M-1]$. We now illustrate this procedure by means of the song \"In the Year 2525\" by Zager and Evans using the first verse section $V_1$ as the query $X$ and the entire song as our database sequence $Y$. In the following, we use the same implementation for the DTW-based matching approach as before. In particular, we have $\\Delta^{0}=\\Delta_\\mathrm{DTW}$. In our visualization, we show the matching functions $\\Delta^{i}$ for $i=0,1,2,3$ as well as the transposition-invariant matching function $\\Delta^\\mathrm{TI}$. The first eight local minima $\\Delta^\\mathrm{TI}$ correctly indicate the end positions of the eight verse sections.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:39:29.763300Z", "iopub.status.busy": "2024-02-15T08:39:29.763112Z", "iopub.status.idle": "2024-02-15T08:39:30.816854Z", "shell.execute_reply": "2024-02-15T08:39:30.816274Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def compute_matching_function_dtw_ti(X, Y, cyc=np.arange(12), stepsize=2):\n", " \"\"\"Compute transposition-invariant matching function\n", "\n", " Notebook: C7/C7S2_AudioMatching.ipynb\n", "\n", " Args:\n", " X (np.ndarray): Query feature sequence (given as K x N matrix)\n", " Y (np.ndarray): Database feature sequence (given as K x M matrix)\n", " cyc (np.nda(rray): Set of cyclic shift indices to be considered (Default value = np.arange(12))\n", " stepsize (int): Parameter for step size condition (1 or 2) (Default value = 2)\n", "\n", " Returns:\n", " Delta_TI (np.ndarray): Transposition-invariant matching function\n", " Delta_ind (np.ndarray): Cost-minimizing indices\n", " Delta_cyc (np.ndarray): Array containing all matching functions\n", " \"\"\"\n", " M = Y.shape[1]\n", " num_cyc = len(cyc)\n", " Delta_cyc = np.zeros((num_cyc, M))\n", " for k in range(num_cyc):\n", " X_cyc = np.roll(X, k, axis=0)\n", " Delta_cyc[k, :], C, D = compute_matching_function_dtw(X_cyc, Y, stepsize=stepsize)\n", " Delta_TI = np.min(Delta_cyc, axis=0)\n", " Delta_ind = np.argmin(Delta_cyc, axis=0)\n", " return Delta_TI, Delta_ind, Delta_cyc\n", " \n", "data_dir = os.path.join('..', 'data', 'C7')\n", "fn_wav = os.path.join(data_dir, 'FMP_C7_Audio_ZagerEvans_InTheYear2525.wav')\n", "fn_ann = os.path.join(data_dir, 'FMP_C7_Audio_ZagerEvans_InTheYear2525.csv')\n", "fn_wav_X = os.path.join(data_dir, 'FMP_C7_Audio_ZagerEvans_InTheYear2525_Part-V1.wav')\n", "\n", "ann, _ = libfmp.c4.read_structure_annotation(fn_ann)\n", "ann_color = {'I': 'white', 'V1': 'red', 'V2': 'red', 'V3': 'red', 'V4': 'red', 'V5': 'green', 'V6': 'green',\n", " 'V7': 'blue', 'B': 'white', 'V8': 'blue', 'O': 'gray', '': 'white'}\n", "\n", "X, N, Fs_X, x_duration = compute_cens_from_file(fn_wav_X, ell=21, d=5)\n", "Y, M, Fs_Y, y_duration = compute_cens_from_file(fn_wav, ell=21, d=5)\n", "\n", "Delta_TI, Delta_ind, Delta_cyc = compute_matching_function_dtw_ti(X, Y)\n", "pos = libfmp.c7.mininma_from_matching_function(Delta_TI, rho=2*N//3, tau=0.1, num=8)\n", "\n", "fig, ax = plt.subplots(6, 1, figsize=(7, 8), gridspec_kw={'height_ratios': [1, 1, 1, 1, 1, 0.25]}) \n", "\n", "color_set = ['red', 'green', 'blue', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray']\n", "for k in range(4):\n", " libfmp.b.plot_signal(Delta_cyc[k,:], ax=ax[k], xlabel='', ylabel = r'$\\Delta^{%d}$' % k,\n", " color=color_set[k], ylim=[0, 0.3])\n", " ax[k].grid()\n", "\n", "for k in range(12):\n", " libfmp.b.plot_signal(Delta_cyc[k,:], ax=ax[4], color=color_set[k], ylim=[0, 0.3])\n", " \n", "libfmp.b.plot_signal(Delta_TI, ax=ax[4], color='k', linewidth='3', ylim=[0, 0.3],\n", " ylabel = r'$\\Delta^{\\mathrm{TI}}$', xlabel='')\n", "ax[4].grid() \n", "libfmp.b.plot_segments(ann, ax=ax[5], nontime_axis=False, adjust_nontime_axislim=False,\n", " colors=ann_color, alpha=0.25)\n", "ax[4].plot(pos, Delta_TI[pos], 'ro')\n", "ax[5].set_xlabel('Time (seconds)')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further Notes\n", "\n", "As noted before, there are many design choices when implementing an audio matching procedure. The requirements of the system also very much depend on the musical application and genre to be considered in the matching. \n", "\n", "* In this notebook, using [chroma-based features](../C7/C7S2_CENS.html), we presented a system that is suitable for identifying harmonically similar sections of Western music. This is a reasonable choice when considering the case of different performances of Western classical music.\n", "\n", "* We showed that the quality of the matching results depends on the length of the query. For many Western classical music pieces, it turns out that a query length of at least $20$ seconds of duration yields reasonable results. In our implementation, using a feature resolution of $2~\\mathrm{Hz}$, results in a query feature length of $N=40$.\n", "\n", "* Subsequence DTW introduces a lot of flexibility to compensate for temporal deformations between query and database section. When using the step size condition $\\Sigma=\\{(1, 0), (0, 1), (1, 1)\\}$, there is the tendency of overcompensation, which may result in a large number of false-positive matches. In practice, the set $\\Sigma=\\{(2, 1), (1, 2), (1, 1)\\}$ turns out to constitute a good compromise between temporal flexibility and robustness. \n", "\n", "* In original paper on [Audio Matching via Chroma-Based Statistical Features](https://www.audiolabs-erlangen.de/fau/professor/mueller/publications/2005_MuellerKurthClausen_AudioMatching_ISMIR.pdf)\n", "a [multiple-query diagonal matching](../C7/C7S2_DiagonalMatching.html) is used instead of subsequence DTW. Even though being less flexible than subsequence DTW, diagonal matching in combination with the strong local smoothing of [CENS features](../C7/C7S2_CENS.html) turns out to be a good alternative—in particular if the query sequence length is not too long. \n", "\n", "* Using diagonal matching with multiple queries also may have advantages when accelerating the matching process using indexing techniques. This strategy was applied by Kurth and Müller ([Efficient Index-Based Audio Matching](https://ieeexplore.ieee.org/document/4432645/)) as well as by Grosche and Müller ([Toward Characteristic Audio Shingles for Efficient Cross-Version Music Retrieval](https://www.audiolabs-erlangen.de/fau/professor/mueller/publications/2012_GroscheMueller_RetrievalShingles_ICASSP.pdf)).\n", "\n", "* The concept of transposition-invariant matching functions is based on the same idea as the one used in the [FMP notebook on transposition-invariant SSMs](../C4/C4S2_SSM-TranspositionInvariance.html). Conceptually, it is also related to using [multiple queries in diagonal matching](../C7/C7S2_DiagonalMatching.html) to simulating different tempi.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Acknowledgment: This notebook was created by Meinard Müller and Frank Zalkow.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "
\"C0\"\"C1\"\"C2\"\"C3\"\"C4\"\"C5\"\"C6\"\"C7\"\"C8\"
" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 1 }