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

SSM: Feature Smoothing

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

\n", "In this notebook, we study the effect of feature smoothing on structural properties of the resulting SSM. Parts of this notebook follow Section 4.2.2.1 of [Müller, FMP, Springer 2015].\n", " \n", "

\n", "\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Brahms\n", "\n", "When computing an SSM, the given waveform-based audio recording is first transformed into a suitable feature representation, which captures specific acoustic and musical properties. As we have already discussed in the [FMP notebook on SSMs](../C4/C4S2_SSM.html), the structural properties of an SSM decisively depend on the feature type used. In this notebook, we study the influence of [feature smoothing and downsampling](../C3/C3S1_FeatureSmoothing.html) on an SSM. As an illustration, we consider an Ormandy recording of the [Hungarian Dance No. 5 by Johannes Brahms](../C4/C4S1_MusicStructureGeneral.html). \n", "\n", "Orchestral version (Ormandy, $A_1A_2B_1B_2CA_3B_3B_4D$)
\n", "\n", "\n", "Furthermore, as feature representation, we focus on [**chroma-based audio features**](../C3/C3S1_SpecLogFreq-Chromagram.html) as an example. Starting with a chroma representation of a given feature rate, we consider two parameters: a length parameter $L\\in\\mathbb{N}$ (given in frames), which is used to smooth or average the feature values over $L$ consecutive frames, as well as a downsampling parameter $H$, which reduces the feature rate by a factor of $H$. For details, we refer to the notebook on [temporal smoothing and downsampling](../C3/C3S1_FeatureSmoothing.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Moderate Smoothing\n", "\n", "In the following example, we start with [normalized](../C3/C3S1_FeatureNormalization.html) chroma features with a feature rate of $10$ Hz. The resulting SSM yields a very detailed description of repetitive structures. Even though the path structures that correspond to the repeating $A$-part and $B$-part segments are visible, the SSM looks quite noisy and many of the shown details are irrelevant when only the overall musical structure is of interest. Using a smoothing length of $L=41$ (corresponding to roughly four seconds of audio) and a downsampling by $H=10$ (resulting in a feature rate of $1$ Hz), one obtains an SSM where many of the details have been smoothed out, and some of the structurally relevant path and block structures have become more prominent. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:53:27.823860Z", "iopub.status.busy": "2024-02-15T08:53:27.823611Z", "iopub.status.idle": "2024-02-15T08:53:35.522445Z", "shell.execute_reply": "2024-02-15T08:53:35.521710Z" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", "
" ], "text/plain": [ "" ] }, "metadata": {}, "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", "\n", "sys.path.append('..')\n", "import libfmp.b\n", "from libfmp.b import FloatingBox\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", "# 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 (10 Hz)\n", "L, H = 1, 1\n", "X, Fs_feature = libfmp.c3.smooth_downsample_feature_sequence(C, Fs_C, \n", " filt_len=L, down_sampling=H)\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_feature)\n", "fig, ax = libfmp.c4.plot_feature_ssm(X, 1, S, 1, ann_frames, x_duration*Fs_feature,\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_feature,L,H))\n", "float_box = libfmp.b.FloatingBox()\n", "float_box.add_fig(fig)\n", "\n", "# Chroma Feature Sequence and SSM (10 Hz)\n", "L, H = 41, 10\n", "X, Fs_feature = libfmp.c3.smooth_downsample_feature_sequence(C, Fs_C, \n", " filt_len=L, down_sampling=H)\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_feature)\n", "fig, ax = libfmp.c4.plot_feature_ssm(X, 1, S, 1, ann_frames, x_duration*Fs_feature, \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_feature,L,H))\n", "float_box.add_fig(fig)\n", "\n", "float_box.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Strong Smoothing\n", "\n", "Further increasing the smoothing length and reducing the feature rate results in an emphasis of the rough harmonic content. This is shown in the SSMs when using $L=161$ ($16$ seconds) and $H=20$ (feature rate of $0.5$ Hz) and when using $L=321$ ($32$ seconds) and $H=40$ (feature rate of $0.25$ Hz). Using large smoothing windows, relevant path structures may be smeared out and lost for the subsequent steps. For other applications such as homogeneity-based structure analysis, however, averaging over large windows may be beneficial.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:53:35.558155Z", "iopub.status.busy": "2024-02-15T08:53:35.557846Z", "iopub.status.idle": "2024-02-15T08:53:36.207052Z", "shell.execute_reply": "2024-02-15T08:53:36.206449Z" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Chroma Feature Sequence and SSM (0.5 Hz)\n", "L, H = 161, 20\n", "X, Fs_feature = libfmp.c3.smooth_downsample_feature_sequence(C, Fs_C, \n", " filt_len=L, down_sampling=H)\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_feature)\n", "fig, ax = libfmp.c4.plot_feature_ssm(X, 1, S, 1, ann_frames, x_duration*Fs_feature, \n", " label='Time (frames)', color_ann=color_ann, clim=[0,1], clim_X=[0,1],\n", " title='Feature rate = %0.2f Hz (L = %d, H = %d)'%(Fs_feature,L,H))\n", "float_box = libfmp.b.FloatingBox()\n", "float_box.add_fig(fig)\n", " \n", "# Chroma Feature Sequence and SSM (0.25 Hz)\n", "L, H = 321, 40\n", "X, Fs_feature = libfmp.c3.smooth_downsample_feature_sequence(C, Fs_C, \n", " filt_len=L, down_sampling=H)\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_feature)\n", "fig, ax = libfmp.c4.plot_feature_ssm(X, 1, S, 1, ann_frames, x_duration*Fs_feature, \n", " label='Time (frames)', color_ann=color_ann, clim=[0,1], clim_X=[0,1],\n", " title='Feature rate = %0.2f Hz (L = %d, H = %d)'%(Fs_feature,L,H))\n", "float_box.add_fig(fig)\n", "\n", "float_box.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Median Filtering\n", "\n", "In the notebook on [temporal smoothing](../C3/C3S1_FeatureSmoothing.html), we also discussed **median filtering** as an alternative to average filtering. Recall that median filtering tends to better preserve edges or sharp transient between homogeneous regions. In the following plot, we compare SSMs obtained by average and median filtering. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:53:36.209649Z", "iopub.status.busy": "2024-02-15T08:53:36.209449Z", "iopub.status.idle": "2024-02-15T08:53:38.613206Z", "shell.execute_reply": "2024-02-15T08:53:38.612601Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SSMs obtained using average filtering\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": [ "SSMs obtained using median filtering\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Chroma Feature Sequence and SSM (0.5 Hz)\n", "L_iter = [11, 31, 91, 271] \n", "H_iter = [ 3, 9, 27, 81]\n", "num_iter = len(L_iter)\n", "\n", "print('SSMs obtained using average filtering')\n", "fig = plt.figure(figsize=(10,3))\n", "for i in range(num_iter):\n", " L = L_iter[i]\n", " H = H_iter[i]\n", " X, Fs_feature = libfmp.c3.smooth_downsample_feature_sequence(C, Fs_C, \n", " filt_len=L, down_sampling=H)\n", " X = libfmp.c3.normalize_feature_sequence(X, norm='2', threshold=0.001)\n", " S = libfmp.c4.compute_sm_dot(X,X)\n", " ax = fig.add_subplot(1, num_iter, i+1)\n", " #ax = plt.subplot(1, num_iter, i+1)\n", " im = plt.imshow(S, cmap='gray_r', aspect='equal', origin='lower')\n", " ax.title.set_text('L = %d, H = %d'%(L,H))\n", "plt.tight_layout() \n", "plt.show()\n", "\n", "print('SSMs obtained using median filtering')\n", "fig = plt.figure(figsize=(10,3))\n", "for i in range(num_iter):\n", " L = L_iter[i]\n", " H = H_iter[i]\n", " X, Fs_feature = libfmp.c3.median_downsample_feature_sequence(C, Fs_C, \n", " filt_len=L, down_sampling=H)\n", " X = libfmp.c3.normalize_feature_sequence(X, norm='2', threshold=0.001)\n", " S = libfmp.c4.compute_sm_dot(X,X)\n", " ax = fig.add_subplot(1, num_iter, i+1)\n", " im = plt.imshow(S, cmap='gray_r', aspect='equal', origin='lower')\n", " ax.title.set_text('L = %d, H = %d'%(L,H))\n", "plt.tight_layout() \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further Notes\n", "\n", "In this notebook, we discussed the importance of the size of the analysis window and the feature rate. Knowing the temporal level of the music processing task is of great help for choosing suitable parameters. For example, for tasks such as extracting the musical structure from a given audio recording, smoothing and downsampling already on the feature level can lead to substantial improvements, not to speak of computational benefits in subsequent analysis steps. In particular, running time and memory requirements are important issues when employing concepts such as SSMs, which are quadratic in the length of the input feature sequence. Another important strategy for adjusting and reducing the feature rate is based on [**adaptive windowing**](../C6/C6S3_AdaptiveWindowing.html), where the analysis windows are determined by previously extracted onset and beat positions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Acknowledgment: This notebook was created by Meinard Müller.\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 }