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- ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, axs = plt.subplots(2, 1, sharex=True)\n", - "axs[0].plot(np.arange(acc_data.shape[0])/fs, acc_data)\n", - "axs[1].plot(np.arange(gyr_data.shape[0])/fs, gyr_data)\n", - "axs[0].set_ylabel(\"acceleration (g)\")\n", - "axs[1].set_ylabel(\"angular velocity (\\N{degree sign}/s)\")\n", - "axs[1].set_xlabel(\"time (s)\")\n", - "for ax in axs:\n", - " ax.grid(which=\"both\", axis=\"both\", c=\"tab:gray\", alpha=0.2)\n", - " ax.spines[[\"top\", \"right\"]].set_visible(False)\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "

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pelvis_ACC_xpelvis_ACC_ypelvis_ACC_zpelvis_ANGVEL_xpelvis_ANGVEL_ypelvis_ANGVEL_z
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" - ], - "text/plain": [ - " pelvis_ACC_x pelvis_ACC_y pelvis_ACC_z pelvis_ANGVEL_x \\\n", - "0 0.920901 -0.047850 -0.400888 0.000000 \n", - "1 0.919441 -0.051282 -0.392583 0.000000 \n", - "2 0.922828 -0.047359 -0.392093 -0.172905 \n", - "3 0.926741 -0.048830 -0.384279 0.262815 \n", - "4 0.918973 -0.053218 -0.397947 0.608625 \n", - "... ... ... ... ... \n", - "2903 0.966803 -0.027822 -0.279782 -0.089911 \n", - "2904 0.957517 -0.035152 -0.285636 0.525631 \n", - "2905 0.960437 -0.034171 -0.291979 0.871441 \n", - "2906 0.962890 -0.036623 -0.299794 1.051262 \n", - "2907 0.963883 -0.038584 -0.294921 1.134256 \n", - "\n", - " pelvis_ANGVEL_y pelvis_ANGVEL_z \n", - "0 -0.614677 0.436291 \n", - "1 -0.700049 0.176093 \n", - "2 -0.261807 -0.262826 \n", - "3 -0.261807 0.000000 \n", - "4 -0.614677 -0.349559 \n", - "... ... ... \n", - "2903 -1.309034 0.000000 \n", - "2904 -0.438242 -0.436291 \n", - "2905 -0.961855 0.086733 \n", - "2906 -0.700049 0.176093 \n", - "2907 -0.347179 -0.525652 \n", - "\n", - "[2908 rows x 6 columns]" - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data = recording.data[tracksys].loc[:,[f\"pelvis_{ch_type}_{ch_comp}\"\n", - " for ch_type in [\"ACC\", \"ANGVEL\"]\n", - " for ch_comp in [\"x\", \"y\", \"z\"]]]\n", - "data" - ] - }, - { - "cell_type": "code", - "execution_count": 97, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/robbin/.cache/pypoetry/virtualenvs/ngmt-CBrNr8GT-py3.10/lib/python3.10/site-packages/pywt/_multilevel.py:43: UserWarning: Level value of 10 is too high: all coefficients will experience boundary effects.\n", - " warnings.warn(\n" - ] - } - ], - "source": [ - "from ngmt.modules.ssd import PhamSittoStandStandtoSitDetection\n", - "pts = PhamSittoStandStandtoSitDetection()\n", - "pts = pts.detect(\n", - " data=data, sampling_freq_Hz=fs\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 98, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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onsetdurationevent_typepostural transition anglemaximum flexion velocitymaximum extension velocitytracking_systemstracked_points
03.5054.560stand to sit71.5654276186imuLowerBack
19.5001.855sit to stand23.4096533618imuLowerBack
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" - ], - "text/plain": [ - " onset duration event_type postural transition angle \\\n", - "0 3.505 4.560 stand to sit 71.565427 \n", - "1 9.500 1.855 sit to stand 23.409653 \n", - "\n", - " maximum flexion velocity maximum extension velocity tracking_systems \\\n", - "0 6 186 imu \n", - "1 36 18 imu \n", - "\n", - " tracked_points \n", - "0 LowerBack \n", - "1 LowerBack " - ] - }, - "execution_count": 98, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pts.postural_transitions_" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "ngmt-CBrNr8GT-py3.10", - "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": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/paper/paper.ipynb b/paper/paper.ipynb deleted file mode 100644 index 90dbd30f..00000000 --- a/paper/paper.ipynb +++ /dev/null @@ -1,431 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "d208afe9", - "metadata": {}, - "source": [ - "# Figure 1" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "ec888b0a", - "metadata": {}, - "outputs": [], - "source": [ - "# Import libraries\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from ngmt.datasets import mobilised\n", - "from ngmt.modules.gsd import ParaschivIonescuGaitSequenceDetection\n", - "from ngmt.modules.icd import ParaschivIonescuInitialContactDetection\n", - "from ngmt.config import cfg_colors" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "38d75f76", - "metadata": {}, - "outputs": [], - "source": [ - "# Read the data\n", - "file_path = (\n", - " # r\"C:\\Users\\Project\\Desktop\\Gait_Sequence\\Mobilise-D dataset_1-18-2023\\CHF\\data.mat\"\n", - " \"/mnt/neurogeriatrics_data/Mobilise-D/rawdata/sub-4005/Free-living/data.mat\"\n", - ")\n", - "\n", - "# Define tracking system and tracked points\n", - "tracking_sys = \"SU\"\n", - "tracked_points = {tracking_sys: \"LowerBack\"}\n", - "\n", - "# Load recording data\n", - "recording = mobilised.load_recording(\n", - " file_name=file_path, tracking_systems=[tracking_sys], tracked_points=tracked_points\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "5e360e6f", - "metadata": {}, - "outputs": [], - "source": [ - "# Extract lower back acceleration data\n", - "acc_data = recording.data[tracking_sys][\n", - " [f\"{tracked_points[tracking_sys][0]}_ACCEL_{x}\" for x in [\"x\", \"y\", \"z\"]]\n", - "]\n", - "acc_data" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "80e592dc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "100.0" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get sampling frequency\n", - "sampling_frequency = recording.channels[tracking_sys][\n", - " recording.channels[tracking_sys][\"name\"] == f\"{tracked_points[tracking_sys][0]}_ACCEL_x\"\n", - "][\"sampling_frequency\"].values[0]\n", - "sampling_frequency" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "93989f12", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "12 gait sequence(s) detected.\n" - ] - }, - { - "data": { - "text/html": [ - "
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onsetdurationevent_typetracking_systemstracked_points
01322.3006.100gait sequenceSULowerBack
11334.2755.075gait sequenceSULowerBack
21712.5505.125gait sequenceSULowerBack
32458.55011.000gait sequenceSULowerBack
42483.9507.175gait sequenceSULowerBack
52578.8007.650gait sequenceSULowerBack
62600.2504.625gait sequenceSULowerBack
72665.72522.275gait sequenceSULowerBack
82692.175583.125gait sequenceSULowerBack
93345.92510.225gait sequenceSULowerBack
103360.3506.050gait sequenceSULowerBack
113472.0005.050gait sequenceSULowerBack
\n", - "
" - ], - "text/plain": [ - " onset duration event_type tracking_systems tracked_points\n", - "0 1322.300 6.100 gait sequence SU LowerBack\n", - "1 1334.275 5.075 gait sequence SU LowerBack\n", - "2 1712.550 5.125 gait sequence SU LowerBack\n", - "3 2458.550 11.000 gait sequence SU LowerBack\n", - "4 2483.950 7.175 gait sequence SU LowerBack\n", - "5 2578.800 7.650 gait sequence SU LowerBack\n", - "6 2600.250 4.625 gait sequence SU LowerBack\n", - "7 2665.725 22.275 gait sequence SU LowerBack\n", - "8 2692.175 583.125 gait sequence SU LowerBack\n", - "9 3345.925 10.225 gait sequence SU LowerBack\n", - "10 3360.350 6.050 gait sequence SU LowerBack\n", - "11 3472.000 5.050 gait sequence SU LowerBack" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Gait sequence detection\n", - "gsd = ParaschivIonescuGaitSequenceDetection(target_sampling_freq_Hz=40)\n", - "gsd = gsd.detect(\n", - " data=acc_data, sampling_freq_Hz=sampling_frequency, plot_results=False\n", - ")\n", - "gait_sequences = gsd.gait_sequences_\n", - "gsd.gait_sequences_" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "608e85a2", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots()\n", - "ax.axvspan(\n", - " first_gait_sequence[\"onset\"],\n", - " first_gait_sequence[\"onset\"] + first_gait_sequence[\"duration\"],\n", - " alpha=0.2,\n", - " color=\"gray\",\n", - " label=\"Gait duration\",\n", - ")\n", - "ax.plot(acc_data.iloc[1315*100:1350*100,:])\n", - "ax.set_xlabel(\"time (samples)\")\n", - "ax.set_ylabel(\"acceleration (g)\")\n", - "ax.set_xlim((131500, 135000))\n", - "ax.grid(which=\"both\", axis=\"both\", c=\"tab:gray\", alpha=0.2)\n", - "ax.spines[[\"top\", \"right\"]].set_visible(False)\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "31d0df89", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "86 gait sequence(s) detected.\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Initial contact detection\n", - "icd = ParaschivIonescuInitialContactDetection(target_sampling_freq_Hz=40)\n", - "icd = icd.detect(\n", - " data=acceleration_data,\n", - " gait_sequences=gait_sequences,\n", - " sampling_freq_Hz=sampling_frequency,\n", - ")\n", - "initial_contacts = icd.initial_contacts_\n", - "\n", - "# Access the first detected gait sequence\n", - "first_gait_sequence = gait_sequences.iloc[0]\n", - "\n", - "# Plot setup\n", - "fig, ax = plt.subplots(figsize=(12, 8))\n", - "colors = cfg_colors[\"raw\"]\n", - "num_samples = len(acceleration_data)\n", - "time_seconds = np.arange(num_samples) / sampling_frequency\n", - "\n", - "# Initial contacts within the first gait sequence\n", - "ic_within_gait = initial_contacts[\n", - " initial_contacts[\"onset\"].between(\n", - " first_gait_sequence[\"onset\"],\n", - " first_gait_sequence[\"onset\"] + first_gait_sequence[\"duration\"],\n", - " )\n", - "]\n", - "\n", - "# Plot raw acceleration data\n", - "for i in range(3):\n", - " ax.plot(\n", - " time_seconds,\n", - " acceleration_data[f\"LowerBack_ACCEL_{chr(120 + i)}\"],\n", - " color=colors[i],\n", - " label=f\"Acc {i + 1}\",\n", - " )\n", - "\n", - "# Plot gait onset and duration\n", - "plt.axvline(first_gait_sequence[\"onset\"], color=\"green\", linestyle=\"-\")\n", - "ax.axvspan(\n", - " first_gait_sequence[\"onset\"],\n", - " first_gait_sequence[\"onset\"] + first_gait_sequence[\"duration\"],\n", - " alpha=0.2,\n", - " color=\"gray\",\n", - " label=\"Gait duration\",\n", - ")\n", - "\n", - "# Plot initial contacts within the first gait sequence\n", - "for ic_time in ic_within_gait[\"onset\"]:\n", - " ax.axvline(ic_time, color=\"blue\", linestyle=\"--\")\n", - "\n", - "# Customize plot\n", - "start_limit = first_gait_sequence[\"onset\"] - 1\n", - "end_limit = first_gait_sequence[\"onset\"] + first_gait_sequence[\"duration\"] + 1\n", - "ax.set_xlim(start_limit, end_limit)\n", - "ax.set_ylim(-1, 1.5)\n", - "ax.set_xlabel(\"Time (seconds)\", fontsize=16)\n", - "ax.set_ylabel(\"Acceleration (g)\", fontsize=16)\n", - "plt.xticks(fontsize=12)\n", - "plt.yticks(fontsize=12)\n", - "ax.grid(True, linestyle='--', linewidth=0.5)\n", - "ax.legend(fontsize=12)\n", - "plt.title(\"Acceleration Data and Gait Events\", fontsize=18)\n", - "ax.legend(\n", - " [\"Acc x\", \"Acc y\", \"Acc z\", \"Gait onset\", \"Gait duration\", \"Initial contacts\"],\n", - " fontsize=20,\n", - " loc=\"upper right\",\n", - ")\n", - "plt.tight_layout()\n", - "\n", - "# Save the figure as a PNG\n", - "plt.savefig('fig_2.png', dpi=300, bbox_inches='tight')\n", - "\n", - "# Save the figure as a PDF\n", - "plt.savefig('fig_2.pdf', format='pdf', dpi=300, bbox_inches='tight')\n", - "\n", - "# Show the plot\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1a6e95c9", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/paper/paper.md b/paper/paper.md index 3fb7f930..fdd246e0 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -54,7 +54,7 @@ Physical mobility is an essential aspect of health, since impairment of mobility These modules are pivotal because they enable researchers and clinicians to extract meaningful insights from motion data captured in various environments and conditions. These modules are designed to process data from wearable devices, which offer distinct advantages over vision-based approaches. wearable devices such as IMUs provide continuous monitoring capabilities, enabling users to wear them throughout the day in diverse settings without logistical constraints posed by camera-based systems. # State of the field -With the growing availability of digital health data, open-source implementations of relevant algorithms are increasingly becoming available. From the Mobilise-D consortium, the recommended algorithms for assessing real-world gait were released, but these algorithms were developed in MATLAB, that is not free to use [@mobilised:2023]. Likewise, an algorithm for the estimation of gait quality was released, but it is also only available in MATLAB [@gaitqualitycomposite:2016]. Alternatively, open-source, Python packages are available, for example to detect gait and extract gait features from a low back-worn inertial measurement unit (IMU) [@czech:2019], or from two feet-worn IMUs [@kuederle:2024]. NGMT builds forth on these toolboxes by providing a module software package that goes beyond the analysis of merely gait, and extends these analyses by additionally allowing for the analysis of general physical activity and other daily life-relevant movements, such as sit-to-stand and stand-to-sit transitions [@pham:2017] as well as turns [@pham:2018]. +With the growing availability of digital health data, open-source implementations of relevant algorithms are increasingly becoming available. From the Mobilise-D consortium, the recommended algorithms for assessing real-world gait were released, but these algorithms were developed in MATLAB, that is not free to use [@mobilised:2023]. Likewise, an algorithm for the estimation of gait quality was released, but it is also only available in MATLAB [@gaitqualitycomposite:2016]. Alternatively, open-source, Python packages are available, for example to detect gait and extract gait features from a low back-worn inertial measurement unit (IMU) [@czech:2019], or from two feet-worn IMUs [@kuederle:2024]. These advancements facilitate broader accessibility and usability across research and clinical applications. Additionally, innovative approaches like Mobile GaitLab focus on video input for predicting key gait parameters such as walking speed, cadence, knee flexion angle at maximum extension, and the Gait Deviation Index, leveraging open-source principles and designed to be accessible to non-computer science specialists [@kidzinski:2020; @mobile-gaitlab:2020]. Moreover, tools such as Sit2Stand and Sports2D contribute to this landscape by offering user-friendly platforms for assessing physical function through automated analysis of movements like sit-to-stand transitions and joint angles from smartphone videos (Sports2D) [@Boswell:2023; @Pagnon:2023]. NGMT builds forth on these toolboxes by providing a module software package that goes beyond the analysis of merely gait, and extends these analyses by additionally allowing for the analysis of general physical activity and other daily life-relevant movements, such as sit-to-stand and stand-to-sit transitions [@pham:2017] as well as turns [@pham:2018]. # Provided Functionality NGMT offers a comprehensive suite of algorithms for motion data processing in neuroscience and biomechanics. Currently, the toolbox includes implementations for gait sequence detection (GSD) and initial contact detection (ICD), whereas algorithms for postural transition analysis [@pham:2017] and turns [@pham:2018] are under current development. NGMT is built on principles from the Brain Imaging Data Structure (BIDS) [@gorgolewski:2016] and for the motion analysis data are organized similar to the Motion-BIDS specifications [@jeung:2023]. diff --git a/paper/references.bib b/paper/references.bib index 96e8cadf..56c262f2 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -1,3 +1,15 @@ +@article{Boswell:2023, + author = {Boswell, Melissa A and Kidzi{\'n}ski, {\L}ukasz and Hicks, Jennifer L and Uhlrich, Scott D and Falisse, Antoine and Delp, Scott L}, + title = {Smartphone videos of the sit-to-stand test predict osteoarthritis and health outcomes in a nationwide study}, + journal = {npj Digital Medicine}, + volume = {6}, + number = {1}, + pages = {32}, + year = {2023}, + publisher={Nature Publishing Group UK London}, + doi= {10.1038/s41746-023-00775-1} +} + @article{buckley:2019, author = {Buckley, Christopher and Alcock, Lisa and McArdle, Ríona and Rehman, Rana Zia Ur and Del Din, Silvia and Mazzà, Claudia and Yarnall, Alison J. and Rochester, Lynn}, title = {The {Role} of {Movement} {Analysis} in {Diagnosing} and {Monitoring} {Neurodegenerative} {Conditions}: {Insights} from {Gait} and {Postural} {Control}}, @@ -72,7 +84,19 @@ @article{jeung:2023 doi={10.31234/osf.io/w6z79} } -@ARTICLE{kuederle:2024, +@article{kidzinski:2020, + author = {Kidzi{\'n}ski, {\L}ukasz and Yang, Bryan and Hicks, Jennifer L and Rajagopal, Apoorva and Delp, Scott L and Schwartz, Michael H}, + title = {Deep neural networks enable quantitative movement analysis using single-camera videos}, + journal = {Nature communications}, + volume = {11}, + number = {1}, + pages = {4054}, + year = {2020}, + publisher={Nature Publishing Group UK London}, + doi = {10.1038/s41467-020-17807-z} +} + +@article{kuederle:2024, author = {Küderle, Arne and Ullrich, Martin and Roth, Nils and Ollenschläger, Malte and Ibrahim, Alzhraa A. and Moradi, Hamid and Richer, Robert and Seifer, Ann-Kristin and Zürl, Matthias and Sîmpetru, Raul C. and Herzer, Liv and Prossel, Dominik and Kluge, Felix and Eskofier, Bjoern M.}, title={Gaitmap—An Open Ecosystem for IMU-Based Human Gait Analysis and Algorithm Benchmarking}, journal = {IEEE Open Journal of Engineering in Medicine and Biology}, @@ -193,6 +217,15 @@ @misc{gaitqualitycomposite:2016 url = {https://github.com/KimvanS/EstimateGaitQualityComposite} } +@misc{mobile-gaitlab:2020, + author = {Kidzi{\'n}ski, {\L}ukasz and Yang, Bryan and Hicks, Jennifer L and Rajagopal, Apoorva and Delp, Scott L and Schwartz, Michael H}, + title = {mobile-gaitlab}, + year = {2020}, + publisher = {GitHub}, + journal = {GitHub repository}, + url = {https://github.com/stanfordnmbl/mobile-gaitlab} +} + @misc{mobilised:2023, author = {Micó-Amigo, M. Encarna and Bonci, Tecla and Paraschiv-Ionescu, Anisoara and Ullrich, Martin and Kirk, Cameron and Soltani, Abolfazl and Küderle, Arne and Gazit, Eran and Salis, Francesca and Alcock, Lisa and Aminian, Kamiar and Becker, Clemens and Bertuletti, Stefano and Brown, Philip and Buckley, Ellen and Cantu, Alma and Carsin, Anne-Elie and Caruso, Marco and Caulfield, Brian and Cereatti, Andrea and Chiari, Lorenzo and D’Ascanio, Ilaria and Eskofier, Bjoern and Fernstad, Sara and Froehlich, Marcel and Garcia-Aymerich, Judith and Hansen, Clint and Hausdorff, Jeffrey M. and Hiden, Hugo and Hume, Emily and Keogh, Alison and Kluge, Felix and Koch, Sarah and Maetzler, Walter and Megaritis, Dimitrios and Mueller, Arne and Niessen, Martijn and Palmerini, Luca and Schwickert, Lars and Scott, Kirsty and Sharrack, Basil and Sillén, Henrik and Singleton, David and Vereijken, Beatrix and Vogiatzis, Ioannis and Yarnall, Alison J. and Rochester, Lynn and Mazzà, Claudia and Del Din, Silvia and {for the Mobilise-D consortium}}, title = {Mobilise-D Technical Validation Study Recommended Algorithms}, @@ -202,3 +235,13 @@ @misc{mobilised:2023 url = {https://github.com/mobilise-d/Mobilise-D-TVS-Recommended-Algorithms} } +@misc{Pagnon:2023, + author = {Pagnon, D.}, + title = {Sports2D - Angles from video}, + year = {2023}, + publisher = {GitHub}, + journal = {GitHub repository}, + url = {https://github.com/davidpagnon/Sports2D}, + doi= {10.5281/zenodo.7903963} +} +

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