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Tonic: event-based datasets and transformations.

Authors: Lenz, Gregor; Chaney, Kenneth; Shrestha, Sumit Bam; Oubari, Omar; Picaud, Serge; Zarrella, Guido;

Tonic: event-based datasets and transformations.

Abstract

Tonic provides popular datasets and transformations for spike-based/event-based data. The aim is to deliver all this using an intuitive interface. The package is modeled after PyTorch Vision without depending on it to give you the flexibility to use other frameworks as well. Spike-based datasets are published in numerous data formats, scattered around the web and containing different data such as events, images, inertial measurement unit readings and many more. Tonic tries to streamline the download, manipulation and loading of such data, to give you more time to work on the important things. In addition to downloading datasets, you can also apply custom transforms to events and images to pre-process data before you feed them to your algorithm.

Documentation available under https://tonic.readthedocs.io

Related Organizations
Keywords

datasets, spikes, neuromorphic, event-based, data augmentation

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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