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3D Human Pose Estimation

50 papers with code · Computer Vision
Subtask of Pose Estimation

3D Human Pose Estimation is the task of estimating the pose of a human from a picture or set of video frames.

( Image credit: 3d-pose-baseline )

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Latest papers with code

Deep Reinforcement Learning for Active Human Pose Estimation

7 Jan 2020aleksispi/pose-drl

Most 3d human pose estimation methods assume that input -- be it images of a scene collected from one or several viewpoints, or from a video -- is given.

3D HUMAN POSE ESTIMATION

2
07 Jan 2020

Multi-task Deep Learning for Real-Time 3D Human Pose Estimation and Action Recognition

15 Dec 2019dluvizon/deephar

In this work, we propose a multi-task framework for jointly estimating 2D or 3D human poses from monocular color images and classifying human actions from video sequences.

3D HUMAN POSE ESTIMATION

148
15 Dec 2019

VIBE: Video Inference for Human Body Pose and Shape Estimation

11 Dec 2019mkocabas/VIBE

Human motion is fundamental to understanding behavior.

 SOTA for 3D Human Pose Estimation on 3DPW (using extra training data)

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION MOTION CAPTURE

257
11 Dec 2019

Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop

ICCV 2019 nkolot/SPIN

Our approach is self-improving by nature, since better network estimates can lead the optimization to better solutions, while more accurate optimization fits provide better supervision for the network.

#2 best model for 3D Human Pose Estimation on 3DPW (using extra training data)

3D HUMAN POSE ESTIMATION

165
27 Sep 2019

Cross View Fusion for 3D Human Pose Estimation

ICCV 2019 microsoft/multiview-human-pose-estimation-pytorch

It consists of two separate steps: (1) estimating the 2D poses in multi-view images and (2) recovering the 3D poses from the multi-view 2D poses.

#2 best model for 3D Human Pose Estimation on Human3.6M (using extra training data)

3D HUMAN POSE ESTIMATION

263
03 Sep 2019

Trajectory Space Factorization for Deep Video-Based 3D Human Pose Estimation

22 Aug 2019jiahaoLjh/trajectory-pose-3d

Although existing CNN-based temporal frameworks attempt to address the sensitivity and drift problems by concurrently processing all input frames in the sequence, the existing state-of-the-art CNN-based framework is limited to 3d pose estimation of a single frame from a sequential input.

3D HUMAN POSE ESTIMATION 3D POSE ESTIMATION

19
22 Aug 2019

XNect: Real-time Multi-person 3D Human Pose Estimation with a Single RGB Camera

1 Jul 2019osmr/imgclsmob

In the second stage, a fully-connected neural network turns the possibly partial (on account of occlusion) 2D pose and 3D pose features for each subject into a complete 3D pose estimate per individual.

3D HUMAN POSE ESTIMATION MOTION CAPTURE

1,151
01 Jul 2019

Exploiting Temporal Context for 3D Human Pose Estimation in the Wild

CVPR 2019 deepmind/Temporal-3D-Pose-Kinetics

We present a bundle-adjustment-based algorithm for recovering accurate 3D human pose and meshes from monocular videos.

#3 best model for 3D Human Pose Estimation on 3DPW (using extra training data)

3D HUMAN POSE ESTIMATION

138
01 Jun 2019