kymatio
Wavelet scattering transforms in Python with GPU acceleration (by kymatio)
ssqueezepy
Synchrosqueezing, wavelet transforms, and time-frequency analysis in Python (by OverLordGoldDragon)
| kymatio | ssqueezepy | |
|---|---|---|
| 1 | 3 | |
| 790 | 694 | |
| 1.3% | 1.9% | |
| 4.1 | 3.6 | |
| 3 months ago | 3 months ago | |
| Python | Python | |
| BSD 3-clause "New" or "Revised" License | MIT License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
kymatio
Posts with mentions or reviews of kymatio.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-05-05.
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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.
ssqueezepy
Posts with mentions or reviews of ssqueezepy.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-05-05.
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[OC] A lonely cough on a scalogram, yet rich in charasteristics & distinctive properties
Thanks for this great question - complex-valued Mexican hat mother wavelet here, used this implementation of synchrosqueezing: https://github.com/OverLordGoldDragon/ssqueezepy
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[P] Fastest wavelet transforms in Python + synchrosqueezing
ssqueezepy 0.6.1 released w/ benchmarks, CWT up to x75 faster than PyWavelets on CPU and x900 on GPU (and more correct). STFT also CPU- and GPU-accelerated, and both synchrosqueezed.
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[D] Inductive biases for audio spectrogram data.
Have a look here
What are some alternatives?
When comparing kymatio and ssqueezepy you can also consider the following projects:
einops - Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
madmom - Python audio and music signal processing library
pywt - PyWavelets - Wavelet Transforms in Python
ruptures - ruptures: change point detection in Python
data-science-ipython-notebooks - Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.