pywt
kymatio
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| pywt | kymatio | |
|---|---|---|
| 2 | 1 | |
| 1,915 | 728 | |
| 2.3% | 2.6% | |
| 8.7 | 6.4 | |
| 11 days ago | 5 days ago | |
| Python | Python | |
| MIT License | BSD 3-clause "New" or "Revised" License |
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pywt
- Wavelets: A Mathematical Microscope
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Doubt on pywavelets (frequency of wavelet)
Pywavelets is open sourced under the MIT license. If you are curious about the way a function is implemented, you can look the implementation on GitHub.
kymatio
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[P] Fastest wavelet transforms in Python + synchrosqueezing
Also see Kymatio for SOTA on timeseries with limited data, fast and differentiable; nice lecture.
What are some alternatives?
pytorch_wavelets - Pytorch implementation of 2D Discrete Wavelet (DWT) and Dual Tree Complex Wavelet Transforms (DTCWT) and a DTCWT based ScatterNet
ssqueezepy - Synchrosqueezing, wavelet transforms, and time-frequency analysis in Python
einops - Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
3.eeg_recognation - Machine learning for Anonymous detection of an alcoholic by EEG signals
Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials - A comprehensive list of Deep Learning / Artificial Intelligence and Machine Learning tutorials - rapidly expanding into areas of AI/Deep Learning / Machine Vision / NLP and industry specific areas such as Climate / Energy, Automotives, Retail, Pharma, Medicine, Healthcare, Policy, Ethics and more.
madmom - Python audio and music signal processing library
pyAudioAnalysis - Python Audio Analysis Library: Feature Extraction, Classification, Segmentation and Applications
ruptures - ruptures: change point detection in Python
WaveDiff - Official Pytorch Implementation of the paper: Wavelet Diffusion Models are fast and scalable Image Generators (CVPR'23)