31 January 2022 to 3 February 2022
Embassy Suites by Hilton Newark Wilmington South
US/Eastern timezone

Crowdsourcing your training labels with Zooniverse

3 Feb 2022, 16:00
30m
Online

Online

Talk Thursday

Speaker

Lucy Fortson (University of Minnesota)

Description

In this presentation, I will describe the Zooniverse.org citizen science platform as a tool to gather labels from over 2.5 million dedicated volunteers worldwide who are motivated to participate in scientific research. Hundreds of research teams now turn to Zooniverse for crowdsourcing tasks such as image classification and annotation which provide the large labeled data sets needed for optimal training of machine algorithms. I will provide examples from across several relevant domains including particle physics, multi-messenger astrophysics and IACT event categorization, with a focus on the Muon Hunter project used to gather millions of labels to train a CNN for an IACT calibration pipeline. I will demonstrate the ease with which a project can be developed with the Zooniverse Project Builder tools and describe the infrastructure available for integrating machine learning with Zooniverse including sophisticated active learning techniques.

Type of Contribution talk

Primary author

Lucy Fortson (University of Minnesota)

Presentation Materials