{ "cells": [ { "cell_type": "markdown", "metadata": { "lines_to_next_cell": 2 }, "source": [ "# Spatial clustering\n", "\n", "This is a fairly general method. For citations, the following\n", "are perhaps a good place to start but by no means is this\n", "an exhaustive literature search.\n", "\n", "Mandel, Michael I., and Daniel PW Ellis. \n", "\"EM localization and separation using interaural level \n", "and phase cues.\" 2007 IEEE Workshop on Applications \n", "of Signal Processing to Audio and Acoustics. IEEE, 2007.\n", "\n", "Mandel, Michael I., Daniel P. Ellis, and Tony Jebara. \n", "\"An EM algorithm for localizing multiple sound sources \n", "in reverberant environments.\" Advances in neural \n", "information processing systems. 2007.\n", "\n", "Mandel, Michael I., Ron J. Weiss, and Daniel PW Ellis. \n", "\"Model-based expectation-maximization source separation \n", "and localization.\" IEEE Transactions on Audio, Speech, \n", "and Language Processing 18.2 (2009): 382-394.\n", "\n", "Blandin, Charles, Alexey Ozerov, and Emmanuel Vincent. \n", "\"Multi-source TDOA estimation in reverberant audio \n", "using angular spectra and clustering.\" Signal Processing \n", "92.8 (2012): 1950-1960.\n", "\n", "Kim, Minje, et al. \"Gaussian mixture model for singing \n", "voice separation from stereophonic music.\" Audio \n", "Engineering Society Conference: 43rd International \n", "Conference: Audio for Wirelessly Networked Personal Devices. \n", "Audio Engineering Society, 2011.\n", "\n", "\n", " @inproceedings{mandel2007localization,\n", " title={EM localization and separation using interaural level and phase cues},\n", " author={Mandel, Michael I and Ellis, Daniel PW},\n", " booktitle={2007 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics},\n", " pages={275--278},\n", " year={2007},\n", " organization={IEEE}\n", " }\n", " \n", " @inproceedings{mandel2007algorithm,\n", " title={An EM algorithm for localizing multiple sound sources in reverberant environments},\n", " author={Mandel, Michael I and Ellis, Daniel P and Jebara, Tony},\n", " booktitle={Advances in neural information processing systems},\n", " pages={953--960},\n", " year={2007}\n", " }\n", " \n", " @article{mandel2009model,\n", " title={Model-based expectation-maximization source separation and localization},\n", " author={Mandel, Michael I and Weiss, Ron J and Ellis, Daniel PW},\n", " journal={IEEE Transactions on Audio, Speech, and Language Processing},\n", " volume={18},\n", " number={2},\n", " pages={382--394},\n", " year={2009},\n", " publisher={IEEE}\n", " }\n", " \n", " @article{blandin2012multi,\n", " title={Multi-source TDOA estimation in reverberant audio using angular spectra and clustering},\n", " author={Blandin, Charles and Ozerov, Alexey and Vincent, Emmanuel},\n", " journal={Signal Processing},\n", " volume={92},\n", " number={8},\n", " pages={1950--1960},\n", " year={2012},\n", " publisher={Elsevier}\n", " }\n", " \n", " @inproceedings{kim2011gaussian,\n", " title={Gaussian mixture model for singing voice separation from stereophonic music},\n", " author={Kim, Minje and Beack, Seungkwon and Choi, Keunwoo and Kang, Kyeongok},\n", " booktitle={Audio Engineering Society Conference: 43rd International Conference: Audio for Wirelessly Networked Personal Devices},\n", " year={2011},\n", " organization={Audio Engineering Society}\n", " }" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import nussl\n", "import matplotlib.pyplot as plt\n", "import time\n", "import numpy as np\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "start_time = time.time()\n", "\n", "nussl.utils.seed(0)\n", "\n", "def visualize_and_embed(sources):\n", " plt.figure(figsize=(10, 6))\n", " plt.subplot(211)\n", " nussl.utils.visualize_sources_as_masks(sources,\n", " y_axis='mel', db_cutoff=-40, alpha_amount=2.0)\n", " plt.subplot(212)\n", " nussl.utils.visualize_sources_as_waveform(\n", " sources, show_legend=False)\n", " plt.show()\n", " nussl.play_utils.multitrack(sources)\n", "\n", "musdb = nussl.datasets.MUSDB18(download=True)\n", "i = 39" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting up a signal for SpatialClustering" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "item = musdb[i]\n", "sources = [\n", " item['sources']['other'], \n", " item['sources']['vocals'],\n", " item['sources']['bass']\n", "]\n", "\n", "a = nussl.mixing.pan_audio_signal(sources[0], -35)\n", "a_delays = [np.random.randint(1, 20) for _ in range(a.num_channels)]\n", "a = nussl.mixing.delay_audio_signal(a, a_delays)\n", "\n", "b = nussl.mixing.pan_audio_signal(sources[1], 0)\n", "b_delays = [np.random.randint(1, 20) for _ in range(b.num_channels)]\n", "b = nussl.mixing.delay_audio_signal(b, b_delays)\n", "\n", "c = nussl.mixing.pan_audio_signal(sources[2], 35)\n", "c_delays = [np.random.randint(1, 20) for _ in range(c.num_channels)]\n", "c = nussl.mixing.delay_audio_signal(c, c_delays)\n", "\n", "mix = a + b + c" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now running SpatialClustering" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "separator = nussl.separation.spatial.SpatialClustering(\n", " mix, num_sources=3, mask_type='binary')\n", "estimates = separator()\n", "\n", "estimates = {\n", " f'Source {i}': e for i, e in enumerate(estimates)\n", "}\n", "\n", "visualize_and_embed(estimates)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time taken: 20.3863 seconds\n" ] } ], "source": [ "end_time = time.time()\n", "time_taken = end_time - start_time\n", "print(f'Time taken: {time_taken:.4f} seconds')" ] } ], "metadata": { "jupytext": { "formats": "ipynb,py:light" }, "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }