Human Dynamics

18 papers with code • 0 benchmarks • 1 datasets

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Behavior-Driven Synthesis of Human Dynamics

CompVis/behavior-driven-video-synthesis CVPR 2021

Using this representation, we are able to change the behavior of a person depicted in an arbitrary posture, or to even directly transfer behavior observed in a given video sequence.

26
08 Mar 2021

Contact and Human Dynamics from Monocular Video

davrempe/contact-human-dynamics ECCV 2020

Existing deep models predict 2D and 3D kinematic poses from video that are approximately accurate, but contain visible errors that violate physical constraints, such as feet penetrating the ground and bodies leaning at extreme angles.

263
22 Jul 2020

Predicting 3D Human Dynamics from Video

jasonyzhang/phd ICCV 2019

In this work, we present perhaps the first approach for predicting a future 3D mesh model sequence of a person from past video input.

85
13 Aug 2019

Learning 3D Human Dynamics from Video

akanazawa/human_dynamics CVPR 2019

We present a framework that can similarly learn a representation of 3D dynamics of humans from video via a simple but effective temporal encoding of image features.

626
04 Dec 2018

Action-Agnostic Human Pose Forecasting

eddyhkchiu/pose_forecast_wacv 23 Oct 2018

In this paper, we propose a new action-agnostic method for short- and long-term human pose forecasting.

28
23 Oct 2018

Crowd-Robot Interaction: Crowd-aware Robot Navigation with Attention-based Deep Reinforcement Learning

vita-epfl/CrowdNav 24 Sep 2018

We propose to (i) rethink pairwise interactions with a self-attention mechanism, and (ii) jointly model Human-Robot as well as Human-Human interactions in the deep reinforcement learning framework.

543
24 Sep 2018

MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics

xcyan/eccv18_mtvae ECCV 2018

Our model jointly learns a feature embedding for motion modes (that the motion sequence can be reconstructed from) and a feature transformation that represents the transition of one motion mode to the next motion mode.

38
14 Aug 2018