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In this paper we propose an end-to-end trainable deep neural network model for egocentric activity recognition.
Long Short-Term Memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
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A Duality Based Approach for Realtime TV-L 1 Optical Flow
Christopher Zach, Thomas Pock, and Horst Bischof · 2007
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Visualizing Data using t-SNE
Laurens van der Maaten and Geoffrey Hinton · 2008
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Understanding Egocentric Activities
Alireza Fathi, Ali Farhadi, and James M Rehg · 2011
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Modeling Actions through State Changes
Alireza Fathi and James M Rehg · 2013
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Object-Centric Spatio-Temporal Pyramids for Egocentric Activity Recognition
Tomas McCandless and Kristen Grauman · 2013
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An Attention-Based Activity Recognition for Egocentric Video
Kenji Matsuo, Kentaro Yamada, Satoshi Ueno, and Sei Naito · 2014
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Two-Stream Convolutional Networks for Action Recognition in Videos
Karen Simonyan and Andrew Zisserman · 2014
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Long-term Recurrent Convolutional Networks for Visual Recognition and Description
Jeffrey Donahue, Lisa A Hendricks, Sergio Guadarrama, Marcus Rohrbach, Subhashini Venugopalan, Kate Saenko, and Trevor Darrell · 2015
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Delving into Egocentric Actions
Yin Li, Zhefan Ye, and James M Rehg · 2015
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Pooled Motion Features for First-Person Videos
Michael S Ryoo, Brandon Rothrock, and Larry Matthies · 2015
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Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting
Xingjian Shi, Zhourong Chen, Hao Wang, Dit-Yan Yeung, Wai-Kin Wong, and Wang-chun Woo · 2015
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Deep Residual Learning for Image Recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
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SqueezeNet: AlexNet-Level Accuracy with 50x Fewer Parameters and ¡ 0.5 MB Model Size
First Person Action Recognition Using Deep Learned Descriptors
Suriya Singh, Chetan Arora, and CV Jawahar · 2016
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Temporal Segment Networks: Towards Good Practices for Deep Action Recognition
Limin Wang, Yuanjun Xiong, Zhe Wang, Yu Qiao, Dahua Lin, Xiaoou Tang, and Luc Van Gool · 2016
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Learning Deep Features for Discriminative Localization
Bolei Zhou, Aditya Khosla, Agata Lapedriza, Aude Oliva, and Antonio Torralba · 2016
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Quo vadis, action recognition? a new model and the kinetics dataset
Joao Carreira and Andrew Zisserman · 2017
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Densely Connected Convolutional Networks
Gao Huang, Zhuang Liu, Kilian Q Weinberger, and Laurens van der Maaten · 2017
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Action Recognition in RGB-D Egocentric Videos
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Forrest N Iandola, Song Han, Matthew W Moskewicz, Khalid Ashraf, William J Dally, and Kurt Keutzer · 2016
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Going deeper into first-person activity recognition
Minghuang Ma, Haoqi Fan, and Kris M Kitani · 2016
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Anomaly Detection in Video Using Predictive Convolutional Long Short-Term Memory Networks
Jefferson R Medel and Andreas Savakis · 2016
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Convolutional Long Short-Term Memory Networks for Recognizing First Person Interactions
Swathikiran Sudhakaran and Oswald Lanz
Cited in the paper.
Learning to Detect Violent Videos using Convolutional Long Short-Term Memory
Swathikiran Sudhakaran and Oswald Lanz
Cited in the paper.
Yansong Tang, Yi Tian, Jiwen Lu, Jianjiang Feng, and Jie Zhou · 2017
Later among the works it cites.
Scaling Egocentric Vision: The EPIC-KITCHENS Dataset
Dima Damen, Hazel Doughty, Giovanni M Farinella, Sanja Fidler, Antonino Furnari, Evangelos Kazakos, Davide Moltisanti, Jonathan Munro, Toby Perrett, Will Price, and Michael Wray · 2018
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