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We present a new research task and a dataset to understand human social interactions via computational methods, to ultimately endow machines with the ability to encode and decode a broad channel of social signals humans use.
The hidden dimension
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Animated conversation: rule-based generation of facial expression, gesture & spoken intonation for multiple conversational agents
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Affective computing
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Affective computing: challenges
Rosalind W Picard · 2003
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The ami meeting corpus: A pre-announcement
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The ami meeting corpus
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Hanneke K. M. Meeren, Corné C. R. J. van Heijnsbergen, and Beatrice de Gelder · 2005
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Recognizing emotions expressed by body pose: A biologically inspired neural model
Konrad Schindler, Luc Van Gool, and Beatrice de Gelder · 2008
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Why bodies? twelve reasons for including bodily expressions in affective neuroscience
Beatrice De Gelder · 2009
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Social interactions by visual focus of attention in a three-dimensional environment
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Motion capture using joint skeleton tracking and surface estimation
Juergen Gall, Carsten Stoll, Edilson De Aguiar, Christian Theobalt, Bodo Rosenhahn, and Hans-Peter Seidel · 2009
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Facial expression recognition based on local binary patterns: A comprehensive study
Caifeng Shan, Shaogang Gong, and Peter W McOwan · 2009
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Social signal processing: Survey of an emerging domain
Alessandro Vinciarelli, Maja Pantic, and Hervé Bourlard · 2009
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Humaneva: Synchronized video and motion capture dataset and baseline algorithm for evaluation of articulated human motion
Leonid Sigal, Alexandru O Balan, and Michael J Black · 2010
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Space speaks: towards socially and personality aware visual surveillance
Gloria Zen, Bruno Lepri, Elisa Ricci, and Oswald Lanz · 2010
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A Data-Driven Approach for Real-Time Full Body Pose Reconstruction from a Depth Camera
Andreas Baak, Meinard M, Gaurav Bharaj, Hans-peter Seidel, and Christian Theobalt · 2011
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Social interaction discovery by statistical analysis of f-formations
Marco Cristani, Loris Bazzani, Giulia Paggetti, Andrea Fossati, Diego Tosato, Alessio Del Bue, Gloria Menegaz, and Vittorio Murino · 2011
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Real-time human pose recognition in parts from single depth images
Jamie Shotton, A. Fitzgibbon, M. Cook, and Toby Sharp · 2011
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Body cues, not facial expressions, discriminate between intense positive and negative emotions
H. Aviezer, Y. Trope, and A. Todorov · 2012
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Social interactions: A first-person perspective
A. Fathi, J. K. Hodgins, and J. M. Rehg · 2012
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Activity forecasting
Kris M Kitani, Brian D Ziebart, James Andrew Bagnell, and Martial Hebert · 2012
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Connecting meeting behavior with extraversion—a systematic study
Bruno Lepri, Ramanathan Subramanian, Kyriaki Kalimeri, Jacopo Staiano, Fabio Pianesi, and Nicu Sebe · 2012
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Connecting meeting behavior with extraversion—a systematic study
Bruno Lepri, Ramanathan Subramanian, Kyriaki Kalimeri, Jacopo Staiano, Fabio Pianesi, and Nicu Sebe · 2012
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Conditional restricted boltzmann machines for structured output prediction
Volodymyr Mnih, Hugo Larochelle, and Geoffrey E Hinton · 2012
Social lstm: Human trajectory prediction in crowded spaces
Alexandre Alahi, Kratarth Goel, Vignesh Ramanathan, Alexandre Robicquet, Li Fei-Fei, and Silvio Savarese · 2016
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Openface: an open source facial behavior analysis toolkit
Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency · 2016
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Keep it SMPL: automatic estimation of 3d human pose and shape from a single image
Federica Bogo, Angjoo Kanazawa, Christoph Lassner, Peter V. Gehler, Javier Romero, and Michael J. Black · 2016
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A deep learning framework for character motion synthesis and editing
Daniel Holden, Jun Saito, and Taku Komura · 2016
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Structural-rnn: Deep learning on spatio-temporal graphs
Ashesh Jain, Amir R Zamir, Silvio Savarese, and Ashutosh Saxena · 2016
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Stacked hourglass networks for human pose estimation
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3d social saliency from head-mounted cameras
Hyun Soo Park, Eakta Jain, and Yaser Sheikh · 2012
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Reconstructing 3d human pose from 2d image landmarks
Varun Ramakrishna, Takeo Kanade, and Yaser Sheikh · 2012
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Recognizing proxemics in personal photos
Yi Yang, Simon Baker, Anitha Kannan, and Deva Ramanan · 2012
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Selective transfer machine for personalized facial action unit detection
Wen-Sheng Chu, Fernando De la Torre, and Jeffery F. Cohn · 2013
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Markerless motion capture of multiple characters using multiview image segmentation
Yebin Liu, J. Gall, C. Stoll, Qionghai Dai, H.-P. Seidel, and C. Theobalt · 2013
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Nonverbal communication: Studies and applications
Nina-Jo Moore, Hickson Mark III, and Don W. Stacks · 2013
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Alejandro Newell, Kaiyu Yang, and Jia Deng · 2016
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An uncertain future: Forecasting from static images using variational autoencoders
Jacob Walker, Carl Doersch, Abhinav Gupta, and Martial Hebert · 2016
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Convolutional pose machines
Shih-En Wei, Varun Ramakrishna, Takeo Kanade, and Yaser Sheikh · 2016
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Realtime multi-person 2d pose estimation using part affinity fields
Zhe Cao, Tomas Simon, Shih-En Wei, and Yaser Sheikh · 2017
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Panoptic studio: A massively multiview system for social interaction capture
Hanbyul Joo, Tomas Simon, Xulong Li, Hao Liu, Lei Tan, Lin Gui, Sean Banerjee, Timothy Godisart, Bart Nabbe, Iain Matthews, et al · 2017
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A simple yet effective baseline for 3d human pose estimation
Julieta Martinez, Rayat Hossain, Javier Romero, and James J Little · 2017
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Monocular 3d human pose estimation in the wild using improved cnn supervision
Dushyant Mehta, Helge Rhodin, Dan Casas, Pascal Fua, Oleksandr Sotnychenko, Weipeng Xu, and Christian Theobalt · 2017
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3d human pose estimation from a single image via distance matrix regression
Francesc Moreno-noguer · 2017
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Automatic differentiation in pytorch
Adam Paszke, Sam Gross, Soumith Chintala, Gregory Chanan, Edward Yang, Zachary DeVito, Zeming Lin, Alban Desmaison, Luca Antiga, and Adam Lerer · 2017
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A review of affective computing: From unimodal analysis to multimodal fusion
Soujanya Poria, Erik Cambria, Rajiv Bajpai, and Amir Hussain · 2017
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Embodied hands: Modeling and capturing hands and bodies together
Javier Romero, Dimitrios Tzionas, and Michael J. Black · 2017
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Hand keypoint detection in single images using multiview bootstrapping
Tomas Simon, Hanbyul Joo, Iain Matthews, and Yaser Sheikh · 2017
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Towards robot autonomy in group conversations: Understanding the effects of body orientation and gaze
Marynel Vázquez, Elizabeth J Carter, Braden McDorman, Jodi Forlizzi, Aaron Steinfeld, and Scott E Hudson · 2017
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Learning to generate long-term future via hierarchical prediction
Ruben Villegas, Jimei Yang, Yuliang Zou, Sungryull Sohn, Xunyu Lin, and Honglak Lee · 2017
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Towards 3d human pose estimation in the wild: a weakly-supervised approach
Xingyi Zhou, Qixing Huang, Xiao Sun, Xiangyang Xue, and Yichen Wei · 2017
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Social gan: Socially acceptable trajectories with generative adversarial networks
Agrim Gupta, Justin Johnson, Li Fei-Fei, Silvio Savarese, and Alexandre Alahi · 2018
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Total capture: A 3d deformation model for tracking faces, hands, and bodies
Hanbyul Joo, Tomas Simon, and Yaser Sheikh · 2018
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On the convergence of adam and beyond
Sashank J Reddi, Satyen Kale, and Sanjiv Kumar · 2018
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Recent trends in deep learning based natural language processing
Tom Young, Devamanyu Hazarika, Soujanya Poria, and Erik Cambria · 2018
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