Can We Use Diffusion Probabilistic Models for 3D Motion Prediction?

28 February 2023

Dongheui Lee

Papers citing "Can We Use Diffusion Probabilistic Models for 3D Motion Prediction?"

25 / 25 papers shown

Title
Robust Human Motion Forecasting using Transformer-based Model Esteve Valls Mascaro Shuo Ma Hyemin Ahn Dongheui Lee 73 10 0 16 Feb 2023
FLAME: Free-form Language-based Motion Synthesis & Editing Jihoon Kim Jiseob Kim Sungjoon Choi VGen 93 213 0 01 Sep 2022
MotionDiffuse: Text-Driven Human Motion Generation with Diffusion Model Mingyuan Zhang Zhongang Cai Liang Pan Fangzhou Hong Xinying Guo Lei Yang Ziwei Liu DiffM VGen 112 577 0 31 Aug 2022
Diffsound: Discrete Diffusion Model for Text-to-sound Generation Dongchao Yang Jianwei Yu Helin Wang Wen Wang Chao Weng Yuexian Zou Dong Yu DiffM 90 305 0 20 Jul 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 440 6,062 0 23 May 2022
Planning with Diffusion for Flexible Behavior Synthesis Michael Janner Yilun Du J. Tenenbaum Sergey Levine DiffM 310 700 0 20 May 2022
Video Diffusion Models Jonathan Ho Tim Salimans Alexey A. Gritsenko William Chan Mohammad Norouzi David J. Fleet DiffM VGen 209 1,638 0 07 Apr 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 283 30,149 0 01 Mar 2022
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 484 1,645 0 10 Nov 2021
Generating Smooth Pose Sequences for Diverse Human Motion Prediction Wei Mao Miaomiao Liu Mathieu Salzmann 3DH 51 77 0 19 Aug 2021
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation Y. Tashiro Jiaming Song Yang Song Stefano Ermon BDL DiffM 57 543 0 07 Jul 2021
Grad-TTS: A Diffusion Probabilistic Model for Text-to-Speech Vadim Popov Ivan Vovk Vladimir Gogoryan Tasnima Sadekova Mikhail Kudinov DiffM 104 537 0 13 May 2021
History Repeats Itself: Human Motion Prediction via Motion Attention Wei Mao Miaomiao Liu Mathieu Salzmann 87 292 0 23 Jul 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 672 18,276 0 19 Jun 2020
A Spatio-temporal Transformer for 3D Human Motion Prediction Emre Aksan Manuel Kaufmann Peng Cao Otmar Hilliges ViT 72 231 0 18 Apr 2020
DLow: Diversifying Latent Flows for Diverse Human Motion Prediction Ye Yuan Kris Kitani DiffM 99 243 0 18 Mar 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 476 10,591 0 17 Feb 2020
Learning Trajectory Dependencies for Human Motion Prediction Wei Mao Miaomiao Liu Mathieu Salzmann Hongdong Li 3DH 72 437 0 15 Aug 2019
AMASS: Archive of Motion Capture as Surface Shapes Naureen Mahmood N. Ghorbani N. Troje Gerard Pons-Moll Michael J. Black 3DH 48 1,259 0 05 Apr 2019
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics Xinchen Yan Akash Rastogi Ruben Villegas Kalyan Sunkavalli Eli Shechtman Sunil Hadap Ersin Yumer Honglak Lee 65 151 0 14 Aug 2018
HP-GAN: Probabilistic 3D human motion prediction via GAN Emad Barsoum J. Kender Zicheng Liu 3DH 86 331 0 27 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,199 0 12 Jun 2017
On human motion prediction using recurrent neural networks Julieta Martinez Michael J. Black Javier Romero 3DH 98 936 0 06 May 2017
Structural-RNN: Deep Learning on Spatio-Temporal Graphs Ashesh Jain Amir Zamir Silvio Savarese Ashutosh Saxena GNN 145 1,093 0 17 Nov 2015
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 601 12,734 0 11 Dec 2014