An Evaluation of Action Recognition Models on EPIC-Kitchens

HMDB: a large video database for human motion recognition

H. Kuehne, H. Jhuang, E. Garrote, T. Poggio, and T. Serre · 2011

Earlier work this paper cites.

UCF101: A dataset of 101 human actions classes from videos in the wild, 2012

Khurram Soomro, Amir Roshan Zamir, and Mubarak Shah · 2012

Earlier work this paper cites.

Two-stream convolutional networks for action recognition in videos

Karen Simonyan and Andrew Zisserman · 2014

Earlier work this paper cites.

Batch normalization: Accelerating deep network training by reducing internal covariate shift

Sergey Ioffe and Christian Szegedy · 2015

Earlier work this paper cites.

Going deeper with convolutions

Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, and Andrew Rabinovich · 2015

Earlier work this paper cites.

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The kinetics human action video dataset, 2017

Will Kay, Joao Carreira, Karen Simonyan, Brian Zhang, Chloe Hillier, Sudheendra Vijayanarasimhan, Fabio Viola, Tim Green, Trevor Back, Paul Natsev, Mustafa Suleyman, and Andrew Zisserman · 2017

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Adam Santoro, David Raposo, David G Barrett, Mateusz Malinowski, Razvan Pascanu, Peter Battaglia, and Timothy Lillicrap · 2017

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Scaling egocentric vision: The epic-kitchens dataset

Dima Damen, Hazel Doughty, Giovanni Maria Farinella, Sanja Fidler, Antonino Furnari, Evangelos Kazakos, Davide Moltisanti, Jonathan Munro, Toby Perrett, Will Price, and Michael Wray · 2018

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Temporal shift module for efficient video understanding

J. Lin, Chuang. Gan, and S. Han · 2018

Later among the works it cites.

Temporal relational reasoning in videos

B. Zhou, A. Andonian, A. Oliva, and A. Torralba · 2018

Later among the works it cites.

Temporal segment networks for action recognition in videos

L. Wang, Y. Xiong, Z. Wang, Y. Qiao, D. Lin, X. Tang, and L. Van Gool · 2019

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Long-Term Feature Banks for Detailed Video Understanding

Chao-Yuan Wu, Christoph Feichtenhofer, Haoqi Fan, Kaiming He, Philipp Krähenbühl, and Ross Girshick · 2019

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