Uncertainty-sensitive Activity Recognition: a Reliability Benchmark and
the CARING Models

Uncertainty-sensitive Activity Recognition: a Reliability Benchmark and the CARING Models

2 January 2021

Monica Haurilet

Manuel Martínez

Rainer Stiefelhagen

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Papers citing "Uncertainty-sensitive Activity Recognition: a Reliability Benchmark and the CARING Models"

16 / 16 papers shown

Title
Informed Democracy: Voting-based Novelty Detection for Action Recognition Alina Roitberg Ziad Al-Halah Rainer Stiefelhagen 58 30 0 30 Oct 2018
The Limits and Potentials of Deep Learning for Robotics Niko Sünderhauf Oliver Brock Walter J. Scheirer R. Hadsell Dieter Fox ... B. Upcroft Pieter Abbeel Wolfram Burgard Michael Milford Peter Corke 82 530 0 18 Apr 2018
Analyzing Uncertainty in Neural Machine Translation Myle Ott Michael Auli David Grangier MarcÁurelio Ranzato UQLM 113 275 0 28 Feb 2018
Learning Spatio-Temporal Representation with Pseudo-3D Residual Networks Zhaofan Qiu Ting Yao Tao Mei 102 1,663 0 28 Nov 2017
Can Spatiotemporal 3D CNNs Retrace the History of 2D CNNs and ImageNet? Kensho Hara Hirokatsu Kataoka Y. Satoh 3DPC 133 1,935 0 27 Nov 2017
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,877 0 14 Jun 2017
Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks Shiyu Liang Yixuan Li R. Srikant UQCV OODD 171 2,082 0 08 Jun 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 240 8,041 0 22 May 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 847 5,847 0 05 Dec 2016
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 179 3,480 0 07 Oct 2016
Temporal Segment Networks: Towards Good Practices for Deep Action Recognition Limin Wang Yuanjun Xiong Zhe Wang Yu Qiao Dahua Lin Xiaoou Tang Luc Van Gool ViT 120 3,841 0 02 Aug 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 873 9,353 0 06 Jun 2015
Beyond Short Snippets: Deep Networks for Video Classification Joe Yue-Hei Ng Matthew J. Hausknecht Sudheendra Vijayanarasimhan Oriol Vinyals R. Monga G. Toderici 151 2,337 0 31 Mar 2015
Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images Anh Totti Nguyen J. Yosinski Jeff Clune AAML 174 3,275 0 05 Dec 2014
Long-term Recurrent Convolutional Networks for Visual Recognition and Description Jeff Donahue Lisa Anne Hendricks Marcus Rohrbach Subhashini Venugopalan S. Guadarrama Kate Saenko Trevor Darrell VLM 173 6,057 0 17 Nov 2014
Two-Stream Convolutional Networks for Action Recognition in Videos Karen Simonyan Andrew Zisserman 261 7,545 0 09 Jun 2014