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Modeling Human Motion with Quaternion-based Neural Networks

21 January 2019

Dario Pavllo

Christoph Feichtenhofer

Papers citing "Modeling Human Motion with Quaternion-based Neural Networks"

50 / 50 papers shown

Title
DragPoser: Motion Reconstruction from Variable Sparse Tracking Signals via Latent Space Optimization J. L. Pontón Eduard Pujol A. Aristidou Carlos Andújar N. Pelechano 77 1 0 29 Apr 2024
Quaternion Convolutional Neural Networks Xuanyu Zhu Yi Tian Xu Hongteng Xu Changjian Chen 57 152 0 02 Mar 2019
3D human pose estimation in video with temporal convolutions and semi-supervised training Dario Pavllo Christoph Feichtenhofer David Grangier Michael Auli 3DH 61 1,014 0 28 Nov 2018
A Neural Temporal Model for Human Motion Prediction Anand Gopalakrishnan A. Mali Daniel Kifer C. Lee Giles Alexander Ororbia 3DH 74 176 0 09 Sep 2018
Combining Recurrent Neural Networks and Adversarial Training for Human Motion Synthesis and Control Zhiyong Wang Jinxiang Chai Shi-hong Xia GAN 38 75 0 21 Jun 2018
Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition Titouan Parcollet Yanzhe Zhang Mohamed Morchid C. Trabelsi G. Linarès R. Mori Yoshua Bengio 51 99 0 20 Jun 2018
Quaternion Recurrent Neural Networks Titouan Parcollet Mirco Ravanelli Mohamed Morchid G. Linarès C. Trabelsi R. Mori Yoshua Bengio 33 132 0 12 Jun 2018
Human Action Generation with Generative Adversarial Networks Mohammad Ahangar Kiasari Dennis Singh Moirangthem Minho Lee GAN 37 10 0 26 May 2018
QuaterNet: A Quaternion-based Recurrent Model for Human Motion Dario Pavllo David Grangier Michael Auli 3DH 69 263 0 16 May 2018
Convolutional Sequence to Sequence Model for Human Dynamics Chen Li Zhen Zhang Wee Sun Lee Gim Hee Lee 3DH 68 327 0 02 May 2018
Human Motion Modeling using DVGANs Xiaoyu Lin Mohamed R. Amer 71 75 0 27 Apr 2018
Neural Kinematic Networks for Unsupervised Motion Retargetting Ruben Villegas Jimei Yang Duygu Ceylan Honglak Lee GAN 84 220 0 16 Apr 2018
Predicting Future Instance Segmentation by Forecasting Convolutional Features Pauline Luc Camille Couprie Yann LeCun Jakob Verbeek 65 91 0 30 Mar 2018
Audio to Body Dynamics Eli Shlizerman Lucio Dery Hayden Schoen Ira Kemelmacher-Shlizerman VGen 87 154 0 19 Dec 2017
Deep Quaternion Networks Chase J. Gaudet Anthony Maida 58 164 0 13 Dec 2017
Human Pose Forecasting via Deep Markov Models Sam Toyer A. Cherian Tengda Han Stephen Gould 52 48 0 24 Jul 2017
Auto-Conditioned Recurrent Networks for Extended Complex Human Motion Synthesis Zimo Li Yi Zhou Shuangjiu Xiao Conghui He Zeng Huang Hao Li 3DH 54 47 0 17 Jul 2017
AVA: A Video Dataset of Spatio-temporally Localized Atomic Visual Actions Chunhui Gu Chen Sun David A. Ross Carl Vondrick C. Pantofaru ... G. Toderici Susanna Ricco Rahul Sukthankar Cordelia Schmid Jitendra Malik VGen 121 1,031 0 23 May 2017
Convolutional Sequence to Sequence Learning Jonas Gehring Michael Auli David Grangier Denis Yarats Yann N. Dauphin AIMat 171 3,289 0 08 May 2017
On human motion prediction using recurrent neural networks Julieta Martinez Michael J. Black Javier Romero 3DH 98 936 0 06 May 2017
The Pose Knows: Video Forecasting by Generating Pose Futures Jacob Walker Kenneth Marino Abhinav Gupta M. Hebert 95 350 0 28 Apr 2017
Learning to Generate Long-term Future via Hierarchical Prediction Ruben Villegas Jimei Yang Yuliang Zou Sungryull Sohn Xunyu Lin Honglak Lee 77 380 0 19 Apr 2017
Forecasting Human Dynamics from Static Images Yu-Wei Chao Jimei Yang Brian L. Price Scott D. Cohen Jia Deng 3DH 58 108 0 11 Apr 2017
Learning Human Motion Models for Long-term Predictions Partha Ghosh Mingli Song Emre Aksan Otmar Hilliges 3DH 62 240 0 10 Apr 2017
Predicting Deeper into the Future of Semantic Segmentation Pauline Luc Natalia Neverova Camille Couprie Jakob Verbeek Yann LeCun 82 242 0 22 Mar 2017
Deep representation learning for human motion prediction and classification Judith Butepage Michael J. Black Danica Kragic Hedvig Kjellström 3DH 72 425 0 24 Feb 2017
Language Modeling with Gated Convolutional Networks Yann N. Dauphin Angela Fan Michael Auli David Grangier 242 2,404 0 23 Dec 2016
Deep Kinematic Pose Regression Xingyi Zhou Xiao Sun Wei Zhang Shuang Liang Yichen Wei 3DH 65 265 0 17 Sep 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 406 7,414 0 12 Sep 2016
Wav2Letter: an End-to-End ConvNet-based Speech Recognition System R. Collobert Christian Puhrsch Gabriel Synnaeve 3DV 74 283 0 11 Sep 2016
Spatio-Temporal LSTM with Trust Gates for 3D Human Action Recognition Jun Liu Amir Shahroudy Dong Xu Gang Wang 166 1,106 0 24 Jul 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 426 10,531 0 21 Jul 2016
An Uncertain Future: Forecasting from Static Images using Variational Autoencoders Jacob Walker Carl Doersch Abhinav Gupta M. Hebert VGen 40 513 0 25 Jun 2016
Model-based Deep Hand Pose Estimation Xingyi Zhou Qingfu Wan Wei Zhang Xiangyang Xue Yichen Wei 3DH 82 199 0 22 Jun 2016
Sequence-to-Sequence Learning as Beam-Search Optimization Sam Wiseman Alexander M. Rush 131 594 0 09 Jun 2016
SE3-Nets: Learning Rigid Body Motion using Deep Neural Networks Arunkumar Byravan Dieter Fox 3DPC 73 269 0 08 Jun 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 486 2,577 0 25 Jan 2016
Space-Time Representation of People Based on 3D Skeletal Data: A Review Fei Han Brian Reily W. Hoff Hao Zhang 3DH 51 307 0 05 Jan 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
Sequence Level Training with Recurrent Neural Networks MarcÁurelio Ranzato S. Chopra Michael Auli Wojciech Zaremba 104 1,620 0 20 Nov 2015
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 126 1,882 0 17 Nov 2015
Structural-RNN: Deep Learning on Spatio-Temporal Graphs Ashesh Jain Amir Zamir Silvio Savarese Ashutosh Saxena GNN 147 1,093 0 17 Nov 2015
Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks Samy Bengio Oriol Vinyals Navdeep Jaitly Noam M. Shazeer 152 2,038 0 09 Jun 2015
Hands Deep in Deep Learning for Hand Pose Estimation Markus Oberweger Paul Wohlhart Vincent Lepetit 3DH 70 372 0 24 Feb 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 465 43,341 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 601 12,741 0 11 Dec 2014
Neural Machine Translation by Jointly Learning to Align and Translate Dzmitry Bahdanau Kyunghyun Cho Yoshua Bengio AIMat 578 27,327 0 01 Sep 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,388 0 03 Jun 2014
On the difficulty of training Recurrent Neural Networks Razvan Pascanu Tomas Mikolov Yoshua Bengio ODL 204 5,360 0 21 Nov 2012