Publication | Open Access
Kymatio: Scattering Transforms in Python
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2018
Year
Convolutional Neural NetworkEngineeringKymatio Software PackageImage AnalysisPattern RecognitionVideo TransformerMachine VisionInvariant Signal RepresentationMultidimensional Signal ProcessingComputer EngineeringInverse Scattering TransformsComputer ScienceMany Signal ProcessingDeep LearningWavelet TheoryComputer VisionParticle PhysicsWave ScatteringLight Scattering
The wavelet scattering transform is an invariant signal representation suitable for many signal processing and machine learning applications. We present the Kymatio software package, an easy-to-use, high-performance Python implementation of the scattering transform in 1D, 2D, and 3D that is compatible with modern deep learning frameworks. All transforms may be executed on a GPU (in addition to CPU), offering a considerable speed up over CPU implementations. The package also has a small memory footprint, resulting inefficient memory usage. The source code, documentation, and examples are available undera BSD license at https://www.kymat.io/