VQF: A Versatile Quaternion-based Filter for IMU Orientation Estimation
This is the implementation of the IMU orientation estimation filter described in the following publication:
D. Laidig and T. Seel. “VQF: Highly Accurate IMU Orientation Estimation with Bias Estimation and Magnetic Disturbance Rejection.” Information Fusion 2023, 91, 187–204. doi:10.1016/j.inffus.2022.10.014. [Accepted manuscript available at arXiv:2203.17024.]
The filter can perform simultaneous 6D (magnetometer-free) and 9D (gyr+acc+mag) sensor fusion and can also be used without magnetometer data. Different sampling rates for gyroscopes, accelerometers, and magnetometers are supported as well. While in most cases, the defaults will be reasonable, the algorithm can be influenced via two tuning parameters.
Note: VQF has been integrated into the Capture2Go IMU by SensorStim Neurotechnology GmbH, the employer of the algorithm’s author. For more information on this wireless motion sensor, please visit the product page.
Documentation
Detailed documentation can be found at https://vqf.readthedocs.io/.
Installation
The VQF Python package can easily be installed from PyPI via pip, e.g.:
pip install vqfFor more information, please refer to the documentation.
Implementations
This project contains several implementations of VQF in different programming languages:
The main implementation is written in C++.
Cython-based wrappers are provided that allow the fast C++ implementation to be used from Python.
Additionally, there is a (comparatively slow) implementation in pure Python.
A pure Matlab version is available as well.
Additionally, you may find the following “inofficial” port useful:
C, by Hugo Chiang: https://github.com/DusKing1/vqf-c.
If you have ported VQF to a different language and published the code under a permissive license, feel free to let me know so I can mention your project here.
License
VQF is licensed under the terms of the MIT license.
Contact
Daniel Laidig <laidig at control.tu-berlin.de>
1 maintainer
Metadata
1 maintainer
Release files for vqf 2.1.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| vqf-2.1.2.tar.gz | 396.1 kB | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| vqf-2.1.2-cp313-cp313-win_amd64.whl | CPython 3.13 | CPython 3.13 | Windows x86-64 | Details |
| vqf-2.1.2-cp313-cp313-win32.whl | CPython 3.13 | CPython 3.13 | Windows x86-32 | Details |
| vqf-2.1.2-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl | CPython 3.13 | CPython 3.13 | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| vqf-2.1.2-cp313-cp313-manylinux_2_24_i686.manylinux_2_28_i686.whl | CPython 3.13 | CPython 3.13 | Linux glibc 2.24+ x86-32, Linux glibc 2.28+ x86-32 | Details |
| vqf-2.1.2-cp313-cp313-macosx_11_0_arm64.whl | CPython 3.13 | CPython 3.13 | macOS 11.0+ ARM64 | Details |
| vqf-2.1.2-cp313-cp313-macosx_10_13_x86_64.whl | CPython 3.13 | CPython 3.13 | macOS 10.13+ x86-64 | Details |
| vqf-2.1.2-cp313-cp313-macosx_10_13_universal2.whl | CPython 3.13 | CPython 3.13 | macOS 10.13+ universal2 (ARM64, x86-64) | Details |
| vqf-2.1.2-cp312-cp312-win_amd64.whl | CPython 3.12 | CPython 3.12 | Windows x86-64 | Details |
| vqf-2.1.2-cp312-cp312-win32.whl | CPython 3.12 | CPython 3.12 | Windows x86-32 | Details |
| vqf-2.1.2-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl | CPython 3.12 | CPython 3.12 | Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 | Details |
| vqf-2.1.2-cp312-cp312-manylinux_2_24_i686.manylinux_2_28_i686.whl | CPython 3.12 | CPython 3.12 | Linux glibc 2.24+ x86-32, Linux glibc 2.28+ x86-32 | Details |
| vqf-2.1.2-cp312-cp312-macosx_11_0_arm64.whl | CPython 3.12 | CPython 3.12 | macOS 11.0+ ARM64 | Details |
| vqf-2.1.2-cp312-cp312-macosx_10_13_x86_64.whl | CPython 3.12 | CPython 3.12 | macOS 10.13+ x86-64 | Details |
| vqf-2.1.2-cp312-cp312-macosx_10_13_universal2.whl | CPython 3.12 | CPython 3.12 | macOS 10.13+ universal2 (ARM64, x86-64) | Details |
| vqf-2.1.2-cp311-cp311-win_amd64.whl | CPython 3.11 | CPython 3.11 | Windows x86-64 | Details |
| vqf-2.1.2-cp311-cp311-win32.whl | CPython 3.11 | CPython 3.11 | Windows x86-32 | Details |
| vqf-2.1.2-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| vqf-2.1.2-cp311-cp311-manylinux_2_24_i686.manylinux_2_28_i686.whl | CPython 3.11 | CPython 3.11 | Linux glibc 2.28+ x86-32, Linux glibc 2.24+ x86-32 | Details |
| vqf-2.1.2-cp311-cp311-macosx_11_0_arm64.whl | CPython 3.11 | CPython 3.11 | macOS 11.0+ ARM64 | Details |
| vqf-2.1.2-cp311-cp311-macosx_10_9_x86_64.whl | CPython 3.11 | CPython 3.11 | macOS 10.9+ x86-64 | Details |
| vqf-2.1.2-cp311-cp311-macosx_10_9_universal2.whl | CPython 3.11 | CPython 3.11 | macOS 10.9+ universal2 (ARM64, x86-64) | Details |
| vqf-2.1.2-cp310-cp310-win_amd64.whl | CPython 3.10 | CPython 3.10 | Windows x86-64 | Details |
| vqf-2.1.2-cp310-cp310-win32.whl | CPython 3.10 | CPython 3.10 | Windows x86-32 | Details |
| vqf-2.1.2-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64 | Details |
| vqf-2.1.2-cp310-cp310-manylinux_2_24_i686.manylinux_2_28_i686.whl | CPython 3.10 | CPython 3.10 | Linux glibc 2.28+ x86-32, Linux glibc 2.24+ x86-32 | Details |
| vqf-2.1.2-cp310-cp310-macosx_11_0_arm64.whl | CPython 3.10 | CPython 3.10 | macOS 11.0+ ARM64 | Details |
| vqf-2.1.2-cp310-cp310-macosx_10_9_x86_64.whl | CPython 3.10 | CPython 3.10 | macOS 10.9+ x86-64 | Details |
| vqf-2.1.2-cp310-cp310-macosx_10_9_universal2.whl | CPython 3.10 | CPython 3.10 | macOS 10.9+ universal2 (ARM64, x86-64) | Details |
Total release size: 18.9 MB
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No |
| Uploaded via |
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Release files / vqf-2.1.2-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | vqf-2.1.2-cp311-cp311-macosx_10_9_x86_64.whl |
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No |
| Uploaded via |
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Release files / vqf-2.1.2-cp311-cp311-macosx_10_9_universal2.whl
| Download URL | vqf-2.1.2-cp311-cp311-macosx_10_9_universal2.whl |
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| Size | 555.5 kB |
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No |
| Uploaded via |
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Release files / vqf-2.1.2-cp310-cp310-win_amd64.whl
| Download URL | vqf-2.1.2-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 281.7 kB |
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No |
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Release files / vqf-2.1.2-cp310-cp310-win32.whl
| Download URL | vqf-2.1.2-cp310-cp310-win32.whl |
|---|---|
| Size | 251.9 kB |
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No |
| Uploaded via |
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Release files / vqf-2.1.2-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | vqf-2.1.2-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
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| Size | 1.5 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
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No |
| Uploaded via |
twine/6.2.0 CPython/3.13.12
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Release files / vqf-2.1.2-cp310-cp310-manylinux_2_24_i686.manylinux_2_28_i686.whl
| Download URL | vqf-2.1.2-cp310-cp310-manylinux_2_24_i686.manylinux_2_28_i686.whl |
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| Size | 1.4 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ x86-32 Linux glibc 2.28+ x86-32 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.13.12
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Release files / vqf-2.1.2-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | vqf-2.1.2-cp310-cp310-macosx_11_0_arm64.whl |
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| Size | 296.6 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.13.12
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Release files / vqf-2.1.2-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | vqf-2.1.2-cp310-cp310-macosx_10_9_x86_64.whl |
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| Size | 326.2 kB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.13.12
|
Release files / vqf-2.1.2-cp310-cp310-macosx_10_9_universal2.whl
| Download URL | vqf-2.1.2-cp310-cp310-macosx_10_9_universal2.whl |
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| Size | 559.4 kB |
| Tags | CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64) |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.13.12
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