A Short Note on the Kinetics-700-2020 Human Action Dataset
Lucas Smaira (DeepMind), Jo\~ao Carreira (DeepMind), Eric Noland, (DeepMind), Ellen Clancy (DeepMind), Amy Wu (DeepMind), Andrew Zisserman, (DeepMind)
TL;DR
This paper introduces the 2020 edition of the Kinetics-700-2020 human action dataset, expanding the dataset with more clips per class and providing baseline results for future research.
Contribution
It details the updates and enhancements made to the Kinetics-700 dataset for 2020, including increased data and comprehensive statistics.
Findings
At least 700 clips per class in the new dataset
Baseline results using I3D network provided
Extensive dataset statistics included
Abstract
We describe the 2020 edition of the DeepMind Kinetics human action dataset, which replenishes and extends the Kinetics-700 dataset. In this new version, there are at least 700 video clips from different YouTube videos for each of the 700 classes. This paper details the changes introduced for this new release of the dataset and includes a comprehensive set of statistics as well as baseline results using the I3D network.
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Taxonomy
TopicsAnomaly Detection Techniques and Applications · Human Pose and Action Recognition · Explainable Artificial Intelligence (XAI)