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2019

A Short Note on the Kinetics-700 Human Action Dataset

Carreira, Joao, Noland, Eric, Hillier, Chloe et al.

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We describe an extension of the DeepMind Kinetics human action dataset from 600 classes to 700 classes, where for each class there are at least 600 video clips from different YouTube videos.

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 neural network architecture.

A Short Note on the Kinetics-700 Human Action Dataset · Around

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Revisiting the effectiveness of off-the-shelf temporal modeling approaches for large-scale video classification
Original
Y. Bian, C. Gan, X. Liu, F. Li, X. Long, Y. Li, H. Qi, J. Zhou, S. Wen, and Y. Lin · 2017
Earlier work this paper cites.
Quo Vadis, Action Recognition? New Models and the Kinetics Dataset
J. Carreira and A. Zisserman · 2017
Earlier work this paper cites.
AVA: A video dataset of spatio-temporally localized atomic visual actions
Original
C. Gu, C. Sun, D. A. Ross, C. Vondrick, C. Pantofaru, Y. Li, S. Vijayanarasimhan, G. Toderici, S. Ricco, R. Sukthankar, et al · 2017
Earlier work this paper cites.

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The kinetics human action video dataset
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W. Kay, J. Carreira, K. Simonyan, B. Zhang, C. Hillier, S. Vijayanarasimhan, F. Viola, T. Green, T. Back, P. Natsev, M. Suleyman, and A. Zisserman · 2017
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A short note about Kinetics-600
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J. Carreira, E. Noland, A. Banki-Horvath, C. Hillier, and A. Zisserman · 2018
Cited alongside, same era.

Then

Scaling Egocentric Vision: The EPIC-KITCHENS Dataset
D. Damen, H. Doughty, G. Maria Farinella, S. Fidler, A. Furnari, E. Kazakos, D. Moltisanti, J. Munro, T. Perrett, W. Price, and M. Wray · 2018
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Exploiting spatial-temporal modelling and multi-modal fusion for human action recognition
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D. He, F. Li, Q. Zhao, X. Long, Y. Fu, and S. Wen · 2018
Later among the works it cites.

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